diff --git a/.github/workflows/python.yaml b/.github/workflows/python.yaml index 4aa6d6095a..1b93fc21f7 100644 --- a/.github/workflows/python.yaml +++ b/.github/workflows/python.yaml @@ -9,6 +9,7 @@ on: - "source-gladly/**" - "source-google-sheets-native/**" - "source-hubspot-native/**" + - "source-salesforce/**" pull_request: branches: [main] paths: @@ -17,6 +18,7 @@ on: - "source-gladly/**" - "source-google-sheets-native/**" - "source-hubspot-native/**" + - "source-salesforce/**" concurrency: group: ${{ github.workflow }}-${{ github.ref }} @@ -48,6 +50,9 @@ jobs: type: capture version: v1 usage_rate: "0.0" + - name: source-salesforce + type: capture + version: v2 steps: - uses: actions/checkout@v4 diff --git a/source-salesforce/README.md b/source-salesforce/README.md new file mode 100644 index 0000000000..95eff3b589 --- /dev/null +++ b/source-salesforce/README.md @@ -0,0 +1,132 @@ +# Salesforce Source + +This is the repository for the Salesforce source connector, written in Python. +For information about how to use this connector within Airbyte, see [the documentation](https://docs.airbyte.io/integrations/sources/salesforce). + +## Local development + +### Prerequisites +**To iterate on this connector, make sure to complete this prerequisites section.** + +#### Minimum Python version required `= 3.9.0` + +#### Build & Activate Virtual Environment and install dependencies +From this connector directory, create a virtual environment: +``` +python -m venv .venv +``` + +This will generate a virtualenv for this module in `.venv/`. Make sure this venv is active in your +development environment of choice. To activate it from the terminal, run: +``` +source .venv/bin/activate +pip install -r requirements.txt +``` +If you are in an IDE, follow your IDE's instructions to activate the virtualenv. + +Note that while we are installing dependencies from `requirements.txt`, you should only edit `setup.py` for your dependencies. `requirements.txt` is +used for editable installs (`pip install -e`) to pull in Python dependencies from the monorepo and will call `setup.py`. +If this is mumbo jumbo to you, don't worry about it, just put your deps in `setup.py` but install using `pip install -r requirements.txt` and everything +should work as you expect. + +#### Building via Gradle +You can also build the connector in Gradle. This is typically used in CI and not needed for your development workflow. + +To build using Gradle, from the Airbyte repository root, run: +``` +./gradlew :airbyte-integrations:connectors:source-salesforce:build +``` + +#### Create credentials +**If you are a community contributor**, follow the instructions in the [documentation](https://docs.airbyte.io/integrations/sources/salesforce) +to generate the necessary credentials. Then create a file `secrets/config.json` conforming to the `source_salesforce/spec.yaml` file. +Note that any directory named `secrets` is gitignored across the entire Airbyte repo, so there is no danger of accidentally checking in sensitive information. +See `integration_tests/sample_config.json` for a sample config file. + +**If you are an Airbyte core member**, copy the credentials in Lastpass under the secret name `source salesforce test creds` +and place them into `secrets/config.json`. + +### Locally running the connector +``` +python main.py spec +python main.py check --config secrets/config.json +python main.py discover --config secrets/config.json +python main.py read --config secrets/config.json --catalog integration_tests/configured_catalog.json +``` + +### Locally running the connector docker image + +#### Build +First, make sure you build the latest Docker image: +``` +docker build . -t airbyte/source-salesforce:dev +``` + +You can also build the connector image via Gradle: +``` +./gradlew :airbyte-integrations:connectors:source-salesforce:airbyteDocker +``` +When building via Gradle, the docker image name and tag, respectively, are the values of the `io.airbyte.name` and `io.airbyte.version` `LABEL`s in +the Dockerfile. + +#### Run +Then run any of the connector commands as follows: +``` +docker run --rm airbyte/source-salesforce:dev spec +docker run --rm -v $(pwd)/secrets:/secrets airbyte/source-salesforce:dev check --config /secrets/config.json +docker run --rm -v $(pwd)/secrets:/secrets airbyte/source-salesforce:dev discover --config /secrets/config.json +docker run --rm -v $(pwd)/secrets:/secrets -v $(pwd)/integration_tests:/integration_tests airbyte/source-salesforce:dev read --config /secrets/config.json --catalog /integration_tests/configured_catalog.json +``` +## Testing +Make sure to familiarize yourself with [pytest test discovery](https://docs.pytest.org/en/latest/goodpractices.html#test-discovery) to know how your test files and methods should be named. +First install test dependencies into your virtual environment: +``` +pip install ".[tests]" +``` +### Unit Tests +To run unit tests locally, from the connector directory run: +``` +python -m pytest unit_tests +``` + +### Integration Tests +There are two types of integration tests: Acceptance Tests (Airbyte's test suite for all source connectors) and custom integration tests (which are specific to this connector). +#### Custom Integration tests +Place custom tests inside `integration_tests/` folder, then, from the connector root, run +``` +python -m pytest integration_tests +``` +#### Acceptance Tests +Customize `acceptance-test-config.yml` file to configure tests. See [Connector Acceptance Tests](https://docs.airbyte.io/connector-development/testing-connectors/connector-acceptance-tests-reference) for more information. +If your connector requires to create or destroy resources for use during acceptance tests create fixtures for it and place them inside integration_tests/acceptance.py. +To run your integration tests with acceptance tests, from the connector root, run +``` +docker build . --no-cache -t airbyte/source-salesforce:dev \ + && python -m pytest -p connector_acceptance_test.plugin +``` +To run your integration tests with docker + +### Using gradle to run tests +All commands should be run from airbyte project root. +To run unit tests: +``` +./gradlew :airbyte-integrations:connectors:source-salesforce:unitTest +``` +To run acceptance and custom integration tests: +``` +./gradlew :airbyte-integrations:connectors:source-salesforce:integrationTest +``` + +## Dependency Management +All of your dependencies should go in `setup.py`, NOT `requirements.txt`. The requirements file is only used to connect internal Airbyte dependencies in the monorepo for local development. +We split dependencies between two groups, dependencies that are: +* required for your connector to work need to go to `MAIN_REQUIREMENTS` list. +* required for the testing need to go to `TEST_REQUIREMENTS` list + +### Publishing a new version of the connector +You've checked out the repo, implemented a million dollar feature, and you're ready to share your changes with the world. Now what? +1. Make sure your changes are passing unit and integration tests. +1. Bump the connector version in `Dockerfile` -- just increment the value of the `LABEL io.airbyte.version` appropriately (we use [SemVer](https://semver.org/)). +1. Create a Pull Request. +1. Pat yourself on the back for being an awesome contributor. +1. Someone from Airbyte will take a look at your PR and iterate with you to merge it into master. diff --git a/source-salesforce/__init__.py b/source-salesforce/__init__.py new file mode 100644 index 0000000000..e69de29bb2 diff --git a/source-salesforce/__main__.py b/source-salesforce/__main__.py new file mode 100644 index 0000000000..79f782cda3 --- /dev/null +++ b/source-salesforce/__main__.py @@ -0,0 +1,26 @@ +import urllib +from flow_sdk import shim_airbyte_cdk +from .source_salesforce import SourceSalesforce + + + + +shim_airbyte_cdk.CaptureShim( + delegate=SourceSalesforce(), + oauth2={ + "provider": "salesforce", + "authUrlTemplate": ( + r"https://{{#config.is_sandbox}}test{{/config.is_sandbox}}{{^config.is_sandbox}}login{{/config.is_sandbox}}.salesforce.com/services/oauth2/authorize?client_id={{#urlencode}}{{{ client_id }}}{{/urlencode}}&redirect_uri={{#urlencode}}{{{ redirect_uri }}}{{/urlencode}}&response_type=code&state={{#urlencode}}{{{ state }}}{{/urlencode}}" + ), + "accessTokenUrlTemplate": r"https://{{#config.is_sandbox}}test{{/config.is_sandbox}}{{^config.is_sandbox}}login{{/config.is_sandbox}}.salesforce.com/services/oauth2/token", + "accessTokenBody": ( + "grant_type=authorization_code" + r"&client_id={{#urlencode}}{{{ client_id }}}{{/urlencode}}" + r"&client_secret={{#urlencode}}{{{ client_secret }}}{{/urlencode}}" + r"&redirect_uri={{#urlencode}}{{{ redirect_uri }}}{{/urlencode}}&code={{#urlencode}}{{{ code }}}{{/urlencode}}" + ), + "accessTokenHeaders": {"content-type": "application/x-www-form-urlencoded"}, + "accessTokenResponseMap": {"refresh_token": "/refresh_token"} +}, + usesSchemaInference=False, +).main() \ No newline at end of file diff --git a/source-salesforce/config.yaml b/source-salesforce/config.yaml new file mode 100644 index 0000000000..6eabf2b6ed --- /dev/null +++ b/source-salesforce/config.yaml @@ -0,0 +1,21 @@ +credentials: + auth_type: Client + client_id_sops: ENC[AES256_GCM,data:w+QlOJj6HMkY8LXI+rhkU+WGzrC/pz70nnZMpqrYbLcLBBnd4MAvPOJrY9GCa1CazfzavL6ATXZtMO2et7IT8PH5i4OkhHmXrcRpYvoQFYqVPOsXMw==,iv:lto0AF8YNlhb9FIntaqVRcyxaEZSxhefzCcDx/2yQFw=,tag:BAIe1Yezo1mnaxz/uPfbaQ==,type:str] + client_secret_sops: ENC[AES256_GCM,data:MTa+Cv+YH7v8gy/LTsviFW9oocCDWp86g7aB5OVnO6OJLPChbNAuC7qtAzNKiZu2DVKof9tmrjqQcWxhdVEMJA==,iv:oZg6cFFx9Oq3AZCGsGRtusXEZKyMVMKbG6SCANxjwWg=,tag:iyHdLX2mUFKQfo3oJRCneg==,type:str] + refresh_token_sops: ENC[AES256_GCM,data:/TaTSN6bLz+eZxZhWPYj3ESFZrjQa7XWbzosSNc64Y3Y320n2il9OW2PUzt03rA4FcciEeFAN5IZAm3G+0VnO6ORFo4Bb2OuO7ZkEq9W1NlCen6ulRmb,iv:iWxXdwyum8STeLupLNiFDMcqOsCe/0LUMp6sUkydXHU=,tag:w4n604HbGtpo2JjbUPbIUg==,type:str] +is_sandbox: false +start_date: "2020-01-01" +sops: + kms: [] + gcp_kms: + - resource_id: projects/estuary-theatre/locations/us-central1/keyRings/connector-keyring/cryptoKeys/connector-repository + created_at: "2024-03-08T05:31:16Z" + enc: CiQAdmEdwvWWci8hmYfDEI3t5/hMDMNae/7Pq6THGr3n3y+b8CwSSQCVvC1zN8IPDTYZdbVo11k7xVAeJSNRRAIOPpU+ARe73YpQtoMP92xJs0VasYa6gxjB53wWKIHiGxYJr5rYtJfvE6evYRQFkDY= + azure_kv: [] + hc_vault: [] + age: [] + lastmodified: "2024-03-11T10:03:34Z" + mac: ENC[AES256_GCM,data:hbOhtVqgpp3Qjb2J5v0O16tZR7OOaRXhrx989jOWaPg/GRnmT2Wy7DIcT0OKtIR/Xz39xW7AUqYbig6uleMKMpqPKawvd6sPhox+0FfOZzcJDiNsn6P//mJ0/armwS9KnZk+tybhTjJMzHtaI4llp9IBdWJvLncvtZ2PLhA3oqE=,iv:nexmF7WR7PlN9aPVsx+VybCpfE6OY/yWaIPY/0wmbnU=,tag:3Oc35qCorGulnYggINzdPQ==,type:str] + pgp: [] + encrypted_suffix: _sops + version: 3.8.1 diff --git a/source-salesforce/icon.svg b/source-salesforce/icon.svg new file mode 100644 index 0000000000..a116db17df --- /dev/null +++ b/source-salesforce/icon.svg @@ -0,0 +1 @@ + \ No newline at end of file diff --git a/source-salesforce/metadata.yaml b/source-salesforce/metadata.yaml new file mode 100644 index 0000000000..9eba8f2a75 --- /dev/null +++ b/source-salesforce/metadata.yaml @@ -0,0 +1,24 @@ +data: + 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+ "type": ["null", "string"] + }, + "childRelationships": { + "type": ["null", "array"], + "items": { + "type": ["null", "object"], + "properties": { + "cascadeDelete": { + "type": ["null", "boolean"] + }, + "childSObject": { + "type": "string" + }, + "deprecatedAndHidden": { + "type": ["null", "boolean"] + }, + "field": { + "type": ["null", "string"] + }, + "junctionIdListNames": { + "type": "array", + "items": { + "type": ["null", "string"] + } + }, + "junctionReferenceTo": { + "type": "array", + "items": { + "type": ["null", "string"] + } + }, + "relationshipName": { + "type": ["null", "string"] + }, + "restrictedDelete": { + "type": ["null", "boolean"] + } + } + } + }, + "compactLayoutable": { + "type": ["null", "boolean"] + }, + "createable": { + "type": ["null", "boolean"] + }, + "custom": { + "type": ["null", "boolean"] + }, + "customSetting": { + "type": ["null", "boolean"] + }, + "dataTranslationEnabled": { + "type": ["null", "boolean"] + }, + "deepCloneable": { + "type": ["null", "boolean"] + }, + "defaultImplementation": { + "type": ["null", "string"] + }, + "deletable": { + "type": ["null", "boolean"] + }, + "deprecatedAndHidden": { + "type": ["null", "boolean"] + }, + "extendedBy": { + "type": ["null", "string"] + }, + "extendsInterfaces": { + "type": ["null", "string"] + }, + "feedEnabled": { + "type": ["null", "boolean"] + }, + "fields": { + "type": ["null", "array"], + "items": { + "type": ["null", "object"], + "properties": { + "autoNumber": { + "type": ["null", "boolean"] + }, + "byteLength": { + "type": ["null", "integer"] + }, + "calculated": { + "type": ["null", "boolean"] + }, + "caseSensitive": { + "type": ["null", "boolean"] + }, + "controllerName": { + "type": ["null", "string"] + }, + "createable": { + "type": ["null", "boolean"] + }, + "custom": { + "type": ["null", "boolean"] + }, + "dataTranslationEnabled": { + "type": ["null", "boolean"] + }, + "defaultedOnCreate": { + "type": ["null", "boolean"] + }, + "defaultValueFormula": { + "type": ["null", "string"] + }, + "dependentPicklist": { + "type": ["null", "boolean"] + }, + "deprecatedAndHidden": { + "type": ["null", "boolean"] + }, + "digits": { + "type": ["null", "integer"] + }, + "displayLocationInDecimal": { + "type": ["null", "boolean"] + }, + "encrypted": { + "type": ["null", "boolean"] + }, + "extraTypeInfo": { + "type": ["null", "string"] + }, + "filterable": { + "type": ["null", "boolean"] + }, + "filteredLookupInfo": { + "type": ["null", "object"], + "properties": { + "controllingFields": { + "type": ["null", "array"], + "items": { + "type": ["null", "string"] + } + }, + "dependent": { + "type": ["null", "boolean"] + }, + "optionalFilter": { + "type": ["null", "boolean"] + } + } + }, + "formula": { + "type": ["null", "string"] + }, + "groupable": { + "type": ["null", "boolean"] + }, + "highScaleNumber": { + "type": ["null", "boolean"] + }, + "htmlFormatted": { + "type": ["null", "boolean"] + }, + "idLookup": { + "type": ["null", "boolean"] + }, + "inlineHelpText": { + "type": ["null", "string"] + }, + "label": { + "type": ["null", "string"] + }, + "length": { + "type": ["null", "integer"] + }, + "mask": { + "type": ["null", "string"] + }, + "maskType": { + "type": ["null", "string"] + }, + "name": { + "type": ["null", "string"] + }, + "nameField": { + "type": ["null", "boolean"] + }, + "namePointing": { + "type": ["null", "boolean"] + }, + "nillable": { + "type": ["null", "boolean"] + }, + "permissionable": { + "type": ["null", "boolean"] + }, + "picklistValues": { + "type": ["null", "array"], + "items": { + "type": ["null", "object"], + "properties": { + "active": { + "type": ["null", "boolean"] + }, + "defaultValue": { + "type": ["null", "boolean"] + }, + "label": { + "type": ["null", "string"] + }, + "validFor": { + "type": ["null", "array"], + "items": { + "type": ["null", "integer"] + } + }, + "value": { + "type": ["null", "string"] + } + } + } + }, + "polymorphicForeignKey": { + "type": ["null", "boolean"] + }, + "precision": { + "type": ["null", "integer"] + }, + "referenceTargetField": { + "type": ["null", "string"] + }, + "referenceTo": { + "type": "array", + "items": { + "type": ["null", "string"] + } + }, + "relationshipName": { + "type": ["null", "string"] + }, + "relationshipOrder": { + "type": ["null", "integer"] + }, + "restrictedPicklist": { + "type": ["null", "boolean"] + }, + "scale": { + "type": ["null", "integer"] + }, + "searchPrefilterable": { + "type": ["null", "boolean"] + }, + "soapType": { + "type": ["null", "string"] + }, + "sortable": { + "type": ["null", "boolean"] + }, + "type": { + "type": ["null", "string"] + }, + "unique": { + "type": ["null", "boolean"] + }, + "updateable": { + "type": ["null", "boolean"] + }, + "writeRequiresMasterRead": { + "type": ["null", "boolean"] + } + } + } + }, + "implementedBy": { + "type": ["null", "string"] + }, + "implementsInterfaces": { + "type": ["null", "string"] + }, + "isInterface": { + "type": ["null", "boolean"] + }, + "keyPrefix": { + "type": ["null", "string"] + }, + "label": { + "type": ["null", "string"] + }, + "labelPlural": { + "type": ["null", "string"] + }, + "layoutable": { + "type": ["null", "boolean"] + }, + "mergeable": { + "type": ["null", "boolean"] + }, + "mruEnabled": { + "type": ["null", "boolean"] + }, + "name": { + "type": ["null", "string"] + }, + "namedLayoutInfos": { + "type": ["null", "array"], + "items": { + "type": ["null", "object"], + "properties": { + "name": { + "type": ["null", "string"] + } + } + } + }, + "networkScopeFieldName": { + "type": ["null", "string"] + }, + "queryable": { + "type": ["null", "boolean"] + }, + "recordTypeInfos": { + "type": ["null", "array"] + }, + "replicateable": { + "type": ["null", "boolean"] + }, + "retrieveable": { + "type": ["null", "boolean"] + }, + "searchable": { + "type": ["null", "boolean"] + }, + "searchLayoutable": { + "type": ["null", "boolean"] + }, + "supportedScopes": { + "type": ["null", "array"], + "items": { + "type": ["null", "object"], + "properties": { + "label": { + "type": ["null", "string"] + }, + "name": { + "type": ["null", "string"] + } + } + } + }, + "triggerable": { + "type": ["null", "boolean"] + }, + "undeletable": { + "type": ["null", "boolean"] + }, + "updateable": { + "type": ["null", "boolean"] + }, + "urlDetail": { + "type": ["null", "string"] + }, + "urlEdit": { + "type": ["null", "string"] + }, + "urlNew": { + "type": ["null", "string"] + } + } +} diff --git a/source-salesforce/source_salesforce/__init__.py b/source-salesforce/source_salesforce/__init__.py new file mode 100644 index 0000000000..60d17cf1e8 --- /dev/null +++ b/source-salesforce/source_salesforce/__init__.py @@ -0,0 +1,7 @@ +# +# Copyright (c) 2021 Airbyte, Inc., all rights reserved. +# + +from .source import SourceSalesforce + +__all__ = ["SourceSalesforce"] diff --git a/source-salesforce/source_salesforce/api.py b/source-salesforce/source_salesforce/api.py new file mode 100644 index 0000000000..40023320d7 --- /dev/null +++ b/source-salesforce/source_salesforce/api.py @@ -0,0 +1,427 @@ +# +# Copyright (c) 2023 Airbyte, Inc., all rights reserved. +# + +import concurrent.futures +import logging +from typing import Any, List, Mapping, Optional, Tuple, Dict + +import requests # type: ignore[import] +from airbyte_cdk.models import ConfiguredAirbyteCatalog +from requests import adapters as request_adapters +from requests.exceptions import HTTPError, RequestException # type: ignore[import] + +from .exceptions import TypeSalesforceException +from .rate_limiting import default_backoff_handler +from .utils import filter_streams_by_criteria + +STRING_TYPES = [ + "byte", + "combobox", + "complexvalue", + "datacategorygroupreference", + "email", + "encryptedstring", + "id", + "json", + "masterrecord", + "multipicklist", + "phone", + "picklist", + "reference", + "string", + "textarea", + "time", + "url", +] +NUMBER_TYPES = ["currency", "double", "long", "percent"] +DATE_TYPES = ["date", "datetime"] +LOOSE_TYPES = [ + "anyType", + # A calculated field's type can be any of the supported + # formula data types (see https://developer.salesforce.com/docs/#i1435527) + "calculated", +] + +# The following objects have certain WHERE clause restrictions so we exclude them. +QUERY_RESTRICTED_SALESFORCE_OBJECTS = [ + "Announcement", + "AppTabMember", + "CollaborationGroupRecord", + "ColorDefinition", + "ContentDocumentLink", + "ContentFolderItem", + "ContentFolderMember", + "DataStatistics", + "DatacloudDandBCompany", + "EntityParticle", + "FieldDefinition", + "FieldHistoryArchive", + "FlexQueueItem", + "FlowVariableView", + "FlowVersionView", + "IconDefinition", + "IdeaComment", + "NetworkUserHistoryRecent", + "OwnerChangeOptionInfo", + "PicklistValueInfo", + "PlatformAction", + "RelationshipDomain", + "RelationshipInfo", + "SearchLayout", + "SiteDetail", + "UserEntityAccess", + "UserFieldAccess", + "Vote", +] + +# The following objects are not supported by the query method being used. +QUERY_INCOMPATIBLE_SALESFORCE_OBJECTS = [ + "AIPredictionEvent", + "ActivityHistory", + "AggregateResult", + "ApiAnomalyEvent", + "ApiEventStream", + "AssetTokenEvent", + "AsyncOperationEvent", + "AsyncOperationStatus", + "AttachedContentDocument", + "AttachedContentNote", + "BatchApexErrorEvent", + "BulkApiResultEvent", + "CombinedAttachment", + "ConcurLongRunApexErrEvent", + "ContentBody", + "CredentialStuffingEvent", + "DataType", + "DatacloudAddress", + "EmailStatus", + "FeedLike", + "FeedSignal", + "FeedTrackedChange", + "FlowExecutionErrorEvent", + "FolderedContentDocument", + "LightningUriEventStream", + "ListViewChartInstance", + "ListViewEventStream", + "LoginAsEventStream", + "LoginEventStream", + "LogoutEventStream", + "LookedUpFromActivity", + "Name", + "NoteAndAttachment", + "OpenActivity", + "OrgLifecycleNotification", + "OutgoingEmail", + "OutgoingEmailRelation", + "OwnedContentDocument", + "PlatformStatusAlertEvent", + "ProcessExceptionEvent", + "ProcessInstanceHistory", + "QuoteTemplateRichTextData", + "RemoteKeyCalloutEvent", + "ReportAnomalyEvent", + "ReportEventStream", + "SessionHijackingEvent", + "UriEventStream", + "UserRecordAccess", +] + +# The following objects are not supported by the Bulk API. Listed objects are version specific. +UNSUPPORTED_BULK_API_SALESFORCE_OBJECTS = [ + "AcceptedEventRelation", + "AssetTokenEvent", + "Attachment", + "AttachedContentNote", + "CaseStatus", + "ContractStatus", + "DeclinedEventRelation", + "EventWhoRelation", + "FieldSecurityClassification", + "KnowledgeArticle", + "KnowledgeArticleVersion", + "KnowledgeArticleVersionHistory", + "KnowledgeArticleViewStat", + "KnowledgeArticleVoteStat", + "OrderStatus", + "PartnerRole", + "QuoteTemplateRichTextData", + "RecentlyViewed", + "ServiceAppointmentStatus", + "ShiftStatus", + "SolutionStatus", + "TaskPriority", + "TaskStatus", + "TaskWhoRelation", + "UndecidedEventRelation", + "WorkOrderLineItemStatus", + "WorkOrderStatus", + "UserRecordAccess", + "OwnedContentDocument", + "OpenActivity", + "NoteAndAttachment", + "Name", + "LookedUpFromActivity", + "FolderedContentDocument", + "ContractStatus", + "ContentFolderItem", + "CombinedAttachment", + "CaseTeamTemplateRecord", + "CaseTeamTemplateMember", + "CaseTeamTemplate", + "CaseTeamRole", + "CaseTeamMember", + "AttachedContentDocument", + "AggregateResult", + "ChannelProgramLevelShare", + "AccountBrandShare", + "AccountFeed", + "AssetFeed", +] + +UNSUPPORTED_FILTERING_STREAMS = [ + "ApiEvent", + "BulkApiResultEventStore", + "EmbeddedServiceDetail", + "EmbeddedServiceLabel", + "FormulaFunction", + "FormulaFunctionAllowedType", + "FormulaFunctionCategory", + "IdentityProviderEventStore", + "IdentityVerificationEvent", + "LightningUriEvent", + "ListViewEvent", + "LoginAsEvent", + "LoginEvent", + "LogoutEvent", + "Publisher", + "RecordActionHistory", + "ReportEvent", + "TabDefinition", + "UriEvent", +] + +UNSUPPORTED_STREAMS = ["ActivityMetric", "ActivityMetricRollup"] + + +class Salesforce: + logger = logging.getLogger("airbyte") + version = "v57.0" + parallel_tasks_size = 100 + # https://developer.salesforce.com/docs/atlas.en-us.salesforce_app_limits_cheatsheet.meta/salesforce_app_limits_cheatsheet/salesforce_app_limits_platform_api.htm + # Request Size Limits + REQUEST_SIZE_LIMITS = 16_384 + + def __init__( + self, + token: str = None, + credentials: Dict = None, + is_sandbox: bool = None, + start_date: str = None, + **kwargs: Any, + ) -> None: + self.refresh_token = credentials.get("refresh_token") + self.token = token + self.client_id = credentials.get("client_id") + self.client_secret = credentials.get("client_secret") + self.access_token = None + self.instance_url = "" + self.session = requests.Session() + # Change the connection pool size. Default value is not enough for parallel tasks + adapter = request_adapters.HTTPAdapter(pool_connections=self.parallel_tasks_size, pool_maxsize=self.parallel_tasks_size) + self.session.mount("https://", adapter) + + self.is_sandbox = is_sandbox in [True, "true"] + if self.is_sandbox: + self.logger.info("using SANDBOX of Salesforce") + self.start_date = start_date + + def _get_standard_headers(self) -> Mapping[str, str]: + return {"Authorization": "Bearer {}".format(self.access_token)} + + def get_streams_black_list(self) -> List[str]: + return QUERY_RESTRICTED_SALESFORCE_OBJECTS + QUERY_INCOMPATIBLE_SALESFORCE_OBJECTS + + def filter_streams(self, stream_name: str) -> bool: + # REST and BULK API do not support all entities that end with `ChangeEvent`. + if stream_name.endswith("ChangeEvent") or stream_name in self.get_streams_black_list(): + return False + return True + + def get_validated_streams(self, config: Mapping[str, Any], catalog: ConfiguredAirbyteCatalog = None) -> Mapping[str, Any]: + """Selects all validated streams with additional filtering: + 1) skip all sobjects with negative value of the flag "queryable" + 2) user can set search criterias of necessary streams + 3) selection by catalog settings + """ + stream_objects = {} + for stream_object in self.describe()["sobjects"]: + if stream_object["name"] in UNSUPPORTED_STREAMS: + self.logger.warning(f"Stream {stream_object['name']} can not be used without object ID therefore will be ignored.") + continue + if stream_object["queryable"]: + stream_objects[stream_object.pop("name")] = stream_object + else: + self.logger.warning(f"Stream {stream_object['name']} is not queryable and will be ignored.") + + if catalog: + return { + configured_stream.stream.name: stream_objects[configured_stream.stream.name] + for configured_stream in catalog.streams + if configured_stream.stream.name in stream_objects + } + + stream_names = list(stream_objects.keys()) + if config.get("streams_criteria"): + filtered_stream_list = [] + for stream_criteria in config["streams_criteria"]: + filtered_stream_list += filter_streams_by_criteria( + streams_list=stream_names, search_word=stream_criteria["value"], search_criteria=stream_criteria["criteria"] + ) + stream_names = list(set(filtered_stream_list)) + + validated_streams = [stream_name for stream_name in stream_names if self.filter_streams(stream_name)] + return {stream_name: sobject_options for stream_name, sobject_options in stream_objects.items() if stream_name in validated_streams} + + @default_backoff_handler(max_tries=5, factor=5) + def _make_request( + self, http_method: str, url: str, headers: dict = None, body: dict = None, stream: bool = False, params: dict = None + ) -> requests.models.Response: + try: + if http_method == "GET": + resp = self.session.get(url, headers=headers, stream=stream, params=params) + elif http_method == "POST": + resp = self.session.post(url, headers=headers, data=body) + resp.raise_for_status() + except HTTPError as err: + self.logger.warn(f"http error body: {err.response.text}") + raise + return resp + + def login(self): + login_url = f"https://{'test' if self.is_sandbox else 'login'}.salesforce.com/services/oauth2/token" + login_body = { + "grant_type": "refresh_token", + "client_id": self.client_id, + "client_secret": self.client_secret, + "refresh_token": self.refresh_token, + } + + resp = self._make_request("POST", login_url, body=login_body, headers={"Content-Type": "application/x-www-form-urlencoded"}) + + auth = resp.json() + self.access_token = auth["access_token"] + self.instance_url = auth["instance_url"] + + def describe(self, sobject: str = None, sobject_options: Mapping[str, Any] = None) -> Mapping[str, Any]: + """Describes all objects or a specific object""" + headers = self._get_standard_headers() + + endpoint = "sobjects" if not sobject else f"sobjects/{sobject}/describe" + + url = f"{self.instance_url}/services/data/{self.version}/{endpoint}" + resp = self._make_request("GET", url, headers=headers) + if resp.status_code == 404 and sobject: + self.logger.error(f"not found a description for the sobject '{sobject}'. Sobject options: {sobject_options}") + resp_json: Mapping[str, Any] = resp.json() + return resp_json + + def generate_schema(self, stream_name: str = None, stream_options: Mapping[str, Any] = None) -> Mapping[str, Any]: + response = self.describe(stream_name, stream_options) + schema = {"$schema": "http://json-schema.org/draft-07/schema#", "type": "object", "additionalProperties": True, "properties": {}} + for field in response["fields"]: + schema["properties"][field["name"]] = self.field_to_property_schema(field) # type: ignore[index] + return schema + + def generate_schemas(self, stream_objects: Mapping[str, Any]) -> Mapping[str, Any]: + def load_schema(name: str, stream_options: Mapping[str, Any]) -> Tuple[str, Optional[Mapping[str, Any]], Optional[str]]: + try: + result = self.generate_schema(stream_name=name, stream_options=stream_options) + except RequestException as e: + return name, None, str(e) + return name, result, None + + stream_names = list(stream_objects.keys()) + # try to split all requests by chunks + stream_schemas = {} + for i in range(0, len(stream_names), self.parallel_tasks_size): + chunk_stream_names = stream_names[i : i + self.parallel_tasks_size] + with concurrent.futures.ThreadPoolExecutor() as executor: + for stream_name, schema, err in executor.map( + lambda args: load_schema(*args), [(stream_name, stream_objects[stream_name]) for stream_name in chunk_stream_names] + ): + if err: + self.logger.error(f"Loading error of the {stream_name} schema: {err}") + continue + stream_schemas[stream_name] = schema + return stream_schemas + + @staticmethod + def get_pk_and_replication_key(json_schema: Mapping[str, Any]) -> Tuple[Optional[str], Optional[str]]: + fields_list = json_schema.get("properties", {}).keys() + + pk = "Id" if "Id" in fields_list else None + replication_key = None + if "SystemModstamp" in fields_list: + replication_key = "SystemModstamp" + elif "LastModifiedDate" in fields_list: + replication_key = "LastModifiedDate" + elif "CreatedDate" in fields_list: + replication_key = "CreatedDate" + elif "LoginTime" in fields_list: + replication_key = "LoginTime" + + return pk, replication_key + + @staticmethod + def field_to_property_schema(field_params: Mapping[str, Any]) -> Mapping[str, Any]: + sf_type = field_params["type"] + property_schema = {} + + if sf_type in STRING_TYPES: + property_schema["type"] = ["string", "null"] + elif sf_type in DATE_TYPES: + property_schema = { + "type": ["string", "null"], + "format": "date-time" if sf_type == "datetime" else "date", # type: ignore[dict-item] + } + elif sf_type in NUMBER_TYPES: + property_schema["type"] = ["number", "null"] + elif sf_type == "address": + property_schema = { + "type": ["object", "null"], + "properties": { # type: ignore[dict-item] + "street": {"type": ["null", "string"]}, + "state": {"type": ["null", "string"]}, + "postalCode": {"type": ["null", "string"]}, + "city": {"type": ["null", "string"]}, + "country": {"type": ["null", "string"]}, + "longitude": {"type": ["null", "number"]}, + "latitude": {"type": ["null", "number"]}, + "geocodeAccuracy": {"type": ["null", "string"]}, + }, + } + elif sf_type == "base64": + property_schema = {"type": ["string", "null"], "format": "base64"} # type: ignore[dict-item] + elif sf_type == "int": + property_schema["type"] = ["integer", "null"] + elif sf_type == "boolean": + property_schema["type"] = ["boolean", "null"] + elif sf_type in LOOSE_TYPES: + """ + LOOSE_TYPES can return data of completely different types (more than 99% of them are `strings`), + and in order to avoid conflicts in schemas and destinations, we cast this data to the `string` type. + """ + property_schema["type"] = ["string", "null"] + elif sf_type == "location": + property_schema = { + "type": ["object", "null"], + "properties": { # type: ignore[dict-item] + "longitude": {"type": ["null", "number"]}, + "latitude": {"type": ["null", "number"]}, + }, + } + else: + raise TypeSalesforceException("Found unsupported type: {}".format(sf_type)) + + return property_schema diff --git a/source-salesforce/source_salesforce/availability_strategy.py b/source-salesforce/source_salesforce/availability_strategy.py new file mode 100644 index 0000000000..514727089c --- /dev/null +++ b/source-salesforce/source_salesforce/availability_strategy.py @@ -0,0 +1,35 @@ +# +# Copyright (c) 2023 Airbyte, Inc., all rights reserved. +# + +import logging +import typing +from typing import Optional, Tuple + +from airbyte_cdk.sources.streams import Stream +from airbyte_cdk.sources.streams.http.availability_strategy import HttpAvailabilityStrategy +from requests import HTTPError, codes + +if typing.TYPE_CHECKING: + from airbyte_cdk.sources import Source + + +class SalesforceAvailabilityStrategy(HttpAvailabilityStrategy): + def handle_http_error( + self, stream: Stream, logger: logging.Logger, source: Optional["Source"], error: HTTPError + ) -> Tuple[bool, Optional[str]]: + """ + There are several types of Salesforce sobjects that require additional processing: + 1. Sobjects for which the user, after setting up the data using Airbyte, restricted access, + and we will receive 403 HTTP errors. + 2. There are streams that do not allow you to make a sample using Salesforce `query` or `queryAll`. + And since we use a dynamic method of generating streams for Salesforce connector - at the stage of discover, + we cannot filter out these streams, so we check for them before reading from the streams. + """ + if error.response.status_code in [codes.FORBIDDEN, codes.BAD_REQUEST]: + error_data = error.response.json()[0] + error_code = error_data.get("errorCode", "") + if error_code != "REQUEST_LIMIT_EXCEEDED" or error_code == "INVALID_TYPE_FOR_OPERATION": + return False, f"Cannot receive data for stream '{stream.name}', error message: '{error_data.get('message')}'" + return True, None + raise error diff --git a/source-salesforce/source_salesforce/exceptions.py b/source-salesforce/source_salesforce/exceptions.py new file mode 100644 index 0000000000..7e08a8a23c --- /dev/null +++ b/source-salesforce/source_salesforce/exceptions.py @@ -0,0 +1,30 @@ +# +# Copyright (c) 2023 Airbyte, Inc., all rights reserved. +# + + +from airbyte_cdk.logger import AirbyteLogger + + +class Error(Exception): + """Base Error class for other exceptions""" + + # Define the instance of the Native Airbyte Logger + logger = AirbyteLogger() + + +class SalesforceException(Exception): + """ + Default Salesforce exception. + """ + + +class TypeSalesforceException(SalesforceException): + """ + We use this exception for unknown input data types for Salesforce. + """ + + +class TmpFileIOError(Error): + def __init__(self, msg: str, err: str = None): + self.logger.fatal(f"{msg}. Error: {err}") diff --git a/source-salesforce/source_salesforce/rate_limiting.py b/source-salesforce/source_salesforce/rate_limiting.py new file mode 100644 index 0000000000..286339fcbe --- /dev/null +++ b/source-salesforce/source_salesforce/rate_limiting.py @@ -0,0 +1,52 @@ +# +# Copyright (c) 2023 Airbyte, Inc., all rights reserved. +# + + +import sys + +import backoff +from airbyte_cdk.logger import AirbyteLogger +from airbyte_cdk.sources.streams.http.exceptions import DefaultBackoffException +from requests import codes, exceptions # type: ignore[import] + +TRANSIENT_EXCEPTIONS = ( + DefaultBackoffException, + exceptions.ConnectTimeout, + exceptions.ReadTimeout, + exceptions.ConnectionError, + exceptions.HTTPError, +) + +logger = AirbyteLogger() + + +def default_backoff_handler(max_tries: int, factor: int, **kwargs): + def log_retry_attempt(details): + _, exc, _ = sys.exc_info() + logger.info(str(exc)) + logger.info(f"Caught retryable error after {details['tries']} tries. Waiting {details['wait']} seconds then retrying...") + + def should_give_up(exc): + give_up = exc.response is not None and exc.response.status_code != codes.too_many_requests and 400 <= exc.response.status_code < 500 + + # Salesforce can return an error with a limit using a 403 code error. + if exc.response is not None and exc.response.status_code == codes.forbidden: + error_data = exc.response.json()[0] + if error_data.get("errorCode", "") == "REQUEST_LIMIT_EXCEEDED": + give_up = True + + if give_up: + logger.info(f"Giving up for returned HTTP status: {exc.response.status_code}, body: {exc.response.text}") + return give_up + + return backoff.on_exception( + backoff.expo, + TRANSIENT_EXCEPTIONS, + jitter=None, + on_backoff=log_retry_attempt, + giveup=should_give_up, + max_tries=max_tries, + factor=factor, + **kwargs, + ) diff --git a/source-salesforce/source_salesforce/source.py b/source-salesforce/source_salesforce/source.py new file mode 100644 index 0000000000..77243ea2b5 --- /dev/null +++ b/source-salesforce/source_salesforce/source.py @@ -0,0 +1,154 @@ +# +# Copyright (c) 2023 Airbyte, Inc., all rights reserved. +# + +import logging +from datetime import datetime +from typing import Any, Iterator, List, Mapping, MutableMapping, Optional, Tuple, Union + +import requests +from airbyte_cdk import AirbyteLogger +from airbyte_cdk.models import AirbyteMessage, AirbyteStateMessage, ConfiguredAirbyteCatalog, ConfiguredAirbyteStream +from airbyte_cdk.sources import AbstractSource +from airbyte_cdk.sources.connector_state_manager import ConnectorStateManager +from airbyte_cdk.sources.streams import Stream +from airbyte_cdk.sources.streams.http.auth import TokenAuthenticator +from airbyte_cdk.sources.utils.schema_helpers import InternalConfig +from airbyte_cdk.utils.traced_exception import AirbyteTracedException +from dateutil.relativedelta import relativedelta +from requests import codes, exceptions # type: ignore[import] + +from .api import UNSUPPORTED_BULK_API_SALESFORCE_OBJECTS, UNSUPPORTED_FILTERING_STREAMS, Salesforce +from .streams import BulkIncrementalSalesforceStream, BulkSalesforceStream, Describe, IncrementalRestSalesforceStream, RestSalesforceStream + + +class AirbyteStopSync(AirbyteTracedException): + pass + + +class SourceSalesforce(AbstractSource): + DATETIME_FORMAT = "%Y-%m-%dT%H:%M:%SZ" + START_DATE_OFFSET_IN_YEARS = 2 + + def __init__(self, *args, **kwargs): + super().__init__(*args, **kwargs) + self.catalog = None + + @staticmethod + def _get_sf_object(config: Mapping[str, Any]) -> Salesforce: + sf = Salesforce(**config) + sf.login() + return sf + + def check_connection(self, logger: AirbyteLogger, config: Mapping[str, Any]) -> Tuple[bool, Optional[str]]: + try: + salesforce = self._get_sf_object(config) + salesforce.describe() + except exceptions.HTTPError as error: + error_msg = f"An error occurred: {error.response.text}" + try: + error_data = error.response.json()[0] + except (KeyError, requests.exceptions.JSONDecodeError): + pass + else: + error_code = error_data.get("errorCode") + if error.response.status_code == codes.FORBIDDEN and error_code == "REQUEST_LIMIT_EXCEEDED": + logger.warn(f"API Call limit is exceeded. Error message: '{error_data.get('message')}'") + error_msg = "API Call limit is exceeded" + return False, error_msg + return True, None + + @classmethod + def _get_api_type(cls, stream_name, properties): + # Salesforce BULK API currently does not support loading fields with data type base64 and compound data + properties_not_supported_by_bulk = { + key: value for key, value in properties.items() if value.get("format") == "base64" or "object" in value["type"] + } + rest_required = stream_name in UNSUPPORTED_BULK_API_SALESFORCE_OBJECTS or properties_not_supported_by_bulk + if rest_required: + return "rest" + return "bulk" + + @classmethod + def generate_streams( + cls, + config: Mapping[str, Any], + stream_objects: Mapping[str, Any], + sf_object: Salesforce, + ) -> List[Stream]: + """ "Generates a list of stream by their names. It can be used for different tests too""" + logger = logging.getLogger() + authenticator = TokenAuthenticator(sf_object.access_token) + stream_properties = sf_object.generate_schemas(stream_objects) + streams = [] + for stream_name, sobject_options in stream_objects.items(): + streams_kwargs = {"sobject_options": sobject_options} + selected_properties = stream_properties.get(stream_name, {}).get("properties", {}) + + api_type = cls._get_api_type(stream_name, selected_properties) + if api_type == "rest": + full_refresh, incremental = RestSalesforceStream, IncrementalRestSalesforceStream + elif api_type == "bulk": + full_refresh, incremental = BulkSalesforceStream, BulkIncrementalSalesforceStream + else: + raise Exception(f"Stream {stream_name} cannot be processed by REST or BULK API.") + + json_schema = stream_properties.get(stream_name, {}) + pk, replication_key = sf_object.get_pk_and_replication_key(json_schema) + streams_kwargs.update(dict(sf_api=sf_object, pk=pk, stream_name=stream_name, schema=json_schema, authenticator=authenticator)) + if replication_key and stream_name not in UNSUPPORTED_FILTERING_STREAMS: + start_date = config.get( + "start_date", (datetime.now() - relativedelta(years=cls.START_DATE_OFFSET_IN_YEARS)).strftime(cls.DATETIME_FORMAT) + ) + stream = incremental(**streams_kwargs, replication_key=replication_key, start_date=start_date) + else: + stream = full_refresh(**streams_kwargs) + if api_type == "rest" and not stream.primary_key and stream.too_many_properties: + logger.warning( + f"Can not instantiate stream {stream_name}. " + f"It is not supported by the BULK API and can not be implemented via REST because the number of its properties " + f"exceeds the limit and it lacks a primary key." + ) + continue + streams.append(stream) + return streams + + def streams(self, config: Mapping[str, Any]) -> List[Stream]: + sf = self._get_sf_object(config) + stream_objects = sf.get_validated_streams(config=config, catalog=self.catalog) + streams = self.generate_streams(config, stream_objects, sf) + streams.append(Describe(sf_api=sf, catalog=self.catalog)) + return streams + + def read( + self, + logger: logging.Logger, + config: Mapping[str, Any], + catalog: ConfiguredAirbyteCatalog, + state: Union[List[AirbyteStateMessage], MutableMapping[str, Any]] = None, + ) -> Iterator[AirbyteMessage]: + # save for use inside streams method + self.catalog = catalog + try: + yield from super().read(logger, config, catalog, state) + except AirbyteStopSync: + logger.info(f"Finished syncing {self.name}") + + def _read_stream( + self, + logger: logging.Logger, + stream_instance: Stream, + configured_stream: ConfiguredAirbyteStream, + state_manager: ConnectorStateManager, + internal_config: InternalConfig, + ) -> Iterator[AirbyteMessage]: + try: + yield from super()._read_stream(logger, stream_instance, configured_stream, state_manager, internal_config) + except exceptions.HTTPError as error: + error_data = error.response.json()[0] + error_code = error_data.get("errorCode") + url = error.response.url + if error.response.status_code == codes.FORBIDDEN and error_code == "REQUEST_LIMIT_EXCEEDED": + logger.warning(f"API Call {url} limit is exceeded. Error message: '{error_data.get('message')}'") + raise AirbyteStopSync() # if got 403 rate limit response, finish the sync with success. + raise error diff --git a/source-salesforce/source_salesforce/streams.py b/source-salesforce/source_salesforce/streams.py new file mode 100644 index 0000000000..bd6475b137 --- /dev/null +++ b/source-salesforce/source_salesforce/streams.py @@ -0,0 +1,736 @@ +# +# Copyright (c) 2023 Airbyte, Inc., all rights reserved. +# + +import csv +import ctypes +import math +import os +import time +import urllib.parse +from abc import ABC +from contextlib import closing +from typing import Any, Callable, Iterable, List, Mapping, MutableMapping, Optional, Tuple, Type, Union + +import pandas as pd +import pendulum +import requests # type: ignore[import] +from airbyte_cdk.models import ConfiguredAirbyteCatalog, SyncMode +from airbyte_cdk.sources.streams.availability_strategy import AvailabilityStrategy +from airbyte_cdk.sources.streams.core import Stream, StreamData +from airbyte_cdk.sources.streams.http import HttpStream +from airbyte_cdk.sources.utils.transform import TransformConfig, TypeTransformer +from numpy import nan +from pendulum import DateTime # type: ignore[attr-defined] +from requests import codes, exceptions + +from .api import UNSUPPORTED_FILTERING_STREAMS, Salesforce +from .availability_strategy import SalesforceAvailabilityStrategy +from .exceptions import SalesforceException, TmpFileIOError +from .rate_limiting import default_backoff_handler + +# https://stackoverflow.com/a/54517228 +CSV_FIELD_SIZE_LIMIT = int(ctypes.c_ulong(-1).value // 2) +csv.field_size_limit(CSV_FIELD_SIZE_LIMIT) + +DEFAULT_ENCODING = "utf-8" + + +class SalesforceStream(HttpStream, ABC): + page_size = 2000 + transformer = TypeTransformer(TransformConfig.DefaultSchemaNormalization) + encoding = DEFAULT_ENCODING + + def __init__( + self, sf_api: Salesforce, pk: str, stream_name: str, sobject_options: Mapping[str, Any] = None, schema: dict = None, **kwargs + ): + super().__init__(**kwargs) + self.sf_api = sf_api + self.pk = pk + self.stream_name = stream_name + self.schema: Mapping[str, Any] = schema # type: ignore[assignment] + self.sobject_options = sobject_options + + @property + def max_properties_length(self) -> int: + return Salesforce.REQUEST_SIZE_LIMITS - len(self.url_base) - 2000 + + @property + def name(self) -> str: + return self.stream_name + + @property + def primary_key(self) -> Optional[Union[str, List[str], List[List[str]]]]: + return self.pk + + @property + def url_base(self) -> str: + return self.sf_api.instance_url + + @property + def availability_strategy(self) -> Optional["AvailabilityStrategy"]: + return SalesforceAvailabilityStrategy() + + @property + def too_many_properties(self): + selected_properties = self.get_json_schema().get("properties", {}) + properties_length = len(urllib.parse.quote(",".join(p for p in selected_properties))) + return properties_length > self.max_properties_length + + def parse_response(self, response: requests.Response, **kwargs) -> Iterable[Mapping]: + response_data = response.json()["records"] + fields_to_parse = [] + fields_to_null = [] + + for field, item in self.schema["properties"].items(): + if item.get('format') == 'date-time': + fields_to_parse.append(field) + elif item.get("format") == 'date': + fields_to_null.append(field) + self.logger.info(fields_to_parse) + self.logger.info(self.schema) + for record in response_data: + if len(fields_to_parse) > 0: + for field in fields_to_parse: + if record[field] == None: + continue + else: + record[field] = pendulum.parse(record[field]).strftime("%Y-%m-%dT%H:%M:%SZ") + if len(fields_to_null) > 0: + for field in fields_to_null: + record[field] = None + + + #pendulum.parse(start_date).strftime("%Y-%m-%dT%H:%M:%SZ") + yield from response_data + + def get_json_schema(self) -> Mapping[str, Any]: + if not self.schema: + self.schema = self.sf_api.generate_schema(self.name) + return self.schema + + def get_error_display_message(self, exception: BaseException) -> Optional[str]: + if isinstance(exception, exceptions.ConnectionError): + return f"After {self.max_retries} retries the connector has failed with a network error. It looks like Salesforce API experienced temporary instability, please try again later." + return super().get_error_display_message(exception) + + +class PropertyChunk: + """ + Object that is used to keep track of the current state of a chunk of properties for the stream of records being synced. + """ + + properties: Mapping[str, Any] + first_time: bool + record_counter: int + next_page: Optional[Mapping[str, Any]] + + def __init__(self, properties: Mapping[str, Any]): + self.properties = properties + self.first_time = True + self.record_counter = 0 + self.next_page = None + + +class RestSalesforceStream(SalesforceStream): + def __init__(self, *args, **kwargs): + super().__init__(*args, **kwargs) + assert self.primary_key or not self.too_many_properties + + def path(self, next_page_token: Mapping[str, Any] = None, **kwargs: Any) -> str: + if next_page_token: + """ + If `next_page_token` is set, subsequent requests use `nextRecordsUrl`. + """ + next_token: str = next_page_token["next_token"] + return next_token + return f"/services/data/{self.sf_api.version}/queryAll" + + def next_page_token(self, response: requests.Response) -> Optional[Mapping[str, Any]]: + response_data = response.json() + next_token = response_data.get("nextRecordsUrl") + return {"next_token": next_token} if next_token else None + + def request_params( + self, + stream_state: Mapping[str, Any], + stream_slice: Mapping[str, Any] = None, + next_page_token: Mapping[str, Any] = None, + property_chunk: Mapping[str, Any] = None, + ) -> MutableMapping[str, Any]: + """ + Salesforce SOQL Query: https://developer.salesforce.com/docs/atlas.en-us.232.0.api_rest.meta/api_rest/dome_queryall.htm + """ + if next_page_token: + """ + If `next_page_token` is set, subsequent requests use `nextRecordsUrl`, and do not include any parameters. + """ + return {} + + property_chunk = property_chunk or {} + query = f"SELECT {','.join(property_chunk.keys())} FROM {self.name} " + + if self.primary_key and self.name not in UNSUPPORTED_FILTERING_STREAMS: + query += f"ORDER BY {self.primary_key} ASC" + + return {"q": query} + + def chunk_properties(self) -> Iterable[Mapping[str, Any]]: + selected_properties = self.get_json_schema().get("properties", {}) + + def empty_props_with_pk_if_present(): + return {self.primary_key: selected_properties[self.primary_key]} if self.primary_key else {} + + summary_length = 0 + local_properties = empty_props_with_pk_if_present() + for property_name, value in selected_properties.items(): + current_property_length = len(urllib.parse.quote(f"{property_name},")) + if current_property_length + summary_length >= self.max_properties_length: + yield local_properties + local_properties = empty_props_with_pk_if_present() + summary_length = 0 + + local_properties[property_name] = value + summary_length += current_property_length + + if local_properties: + yield local_properties + + @staticmethod + def _next_chunk_id(property_chunks: Mapping[int, PropertyChunk]) -> Optional[int]: + """ + Figure out which chunk is going to be read next. + It should be the one with the least number of records read by the moment. + """ + non_exhausted_chunks = { + # We skip chunks that have already attempted a sync before and do not have a next page + chunk_id: property_chunk.record_counter + for chunk_id, property_chunk in property_chunks.items() + if property_chunk.first_time or property_chunk.next_page + } + if not non_exhausted_chunks: + return None + return min(non_exhausted_chunks, key=non_exhausted_chunks.get) + + def _read_pages( + self, + records_generator_fn: Callable[ + [requests.PreparedRequest, requests.Response, Mapping[str, Any], Mapping[str, Any]], Iterable[StreamData] + ], + stream_slice: Mapping[str, Any] = None, + stream_state: Mapping[str, Any] = None, + ) -> Iterable[StreamData]: + stream_state = stream_state or {} + records_by_primary_key = {} + property_chunks: Mapping[int, PropertyChunk] = { + index: PropertyChunk(properties=properties) for index, properties in enumerate(self.chunk_properties()) + } + while True: + chunk_id = self._next_chunk_id(property_chunks) + if chunk_id is None: + # pagination complete + break + + property_chunk = property_chunks[chunk_id] + request, response = self._fetch_next_page_for_chunk( + stream_slice, stream_state, property_chunk.next_page, property_chunk.properties + ) + + # When this is the first time we're getting a chunk's records, we set this to False to be used when deciding the next chunk + if property_chunk.first_time: + property_chunk.first_time = False + property_chunk.next_page = self.next_page_token(response) + chunk_page_records = records_generator_fn(request, response, stream_state, stream_slice) + if not self.too_many_properties: + # this is the case when a stream has no primary key + # (it is allowed when properties length does not exceed the maximum value) + # so there would be a single chunk, therefore we may and should yield records immediately + for record in chunk_page_records: + property_chunk.record_counter += 1 + yield record + continue + + # stick together different parts of records by their primary key and emit if a record is complete + for record in chunk_page_records: + property_chunk.record_counter += 1 + record_id = record[self.primary_key] + if record_id not in records_by_primary_key: + records_by_primary_key[record_id] = (record, 1) + continue + partial_record, counter = records_by_primary_key[record_id] + partial_record.update(record) + counter += 1 + if counter == len(property_chunks): + yield partial_record # now it's complete + records_by_primary_key.pop(record_id) + else: + records_by_primary_key[record_id] = (partial_record, counter) + + # Process what's left. + # Because we make multiple calls to query N records (each call to fetch X properties of all the N records), + # there's a chance that the number of records corresponding to the query may change between the calls. + # Select 'a', 'b' from table order by pk -> returns records with ids `1`, `2` + # + # Select 'c', 'd' from table order by pk -> returns records with ids `1`, `3` + # Then records `2` and `3` would be incomplete. + # This may result in data inconsistency. We skip such records for now and log a warning message. + incomplete_record_ids = ",".join([str(key) for key in records_by_primary_key]) + if incomplete_record_ids: + self.logger.warning(f"Inconsistent record(s) with primary keys {incomplete_record_ids} found. Skipping them.") + + # Always return an empty generator just in case no records were ever yielded + yield from [] + + def _fetch_next_page_for_chunk( + self, + stream_slice: Mapping[str, Any] = None, + stream_state: Mapping[str, Any] = None, + next_page_token: Mapping[str, Any] = None, + property_chunk: Mapping[str, Any] = None, + ) -> Tuple[requests.PreparedRequest, requests.Response]: + request_headers = self.request_headers(stream_state=stream_state, stream_slice=stream_slice, next_page_token=next_page_token) + request = self._create_prepared_request( + path=self.path(stream_state=stream_state, stream_slice=stream_slice, next_page_token=next_page_token), + headers=dict(request_headers, **self.authenticator.get_auth_header()), + params=self.request_params( + stream_state=stream_state, stream_slice=stream_slice, next_page_token=next_page_token, property_chunk=property_chunk + ), + json=self.request_body_json(stream_state=stream_state, stream_slice=stream_slice, next_page_token=next_page_token), + data=self.request_body_data(stream_state=stream_state, stream_slice=stream_slice, next_page_token=next_page_token), + ) + request_kwargs = self.request_kwargs(stream_state=stream_state, stream_slice=stream_slice, next_page_token=next_page_token) + response = self._send_request(request, request_kwargs) + return request, response + + +class BulkSalesforceStream(SalesforceStream): + page_size = 15000 + DEFAULT_WAIT_TIMEOUT_SECONDS = 86400 # 24-hour bulk job running time + MAX_CHECK_INTERVAL_SECONDS = 2.0 + MAX_RETRY_NUMBER = 3 + + def path(self, next_page_token: Mapping[str, Any] = None, **kwargs: Any) -> str: + return f"/services/data/{self.sf_api.version}/jobs/query" + + transformer = TypeTransformer(TransformConfig.CustomSchemaNormalization | TransformConfig.DefaultSchemaNormalization) + + @default_backoff_handler(max_tries=5, factor=15) + def _send_http_request(self, method: str, url: str, json: dict = None, stream: bool = False): + headers = self.authenticator.get_auth_header() + response = self._session.request(method, url=url, headers=headers, json=json, stream=stream) + if response.status_code not in [200, 204]: + self.logger.error(f"error body: {response.text}, sobject options: {self.sobject_options}") + response.raise_for_status() + return response + + def create_stream_job(self, query: str, url: str) -> Optional[str]: + """ + docs: https://developer.salesforce.com/docs/atlas.en-us.api_asynch.meta/api_asynch/create_job.html + """ + json = {"operation": "queryAll", "query": query, "contentType": "CSV", "columnDelimiter": "COMMA", "lineEnding": "LF"} + try: + response = self._send_http_request("POST", url, json=json) + job_id: str = response.json()["id"] + return job_id + except exceptions.HTTPError as error: + if error.response.status_code in [codes.FORBIDDEN, codes.BAD_REQUEST]: + # A part of streams can't be used by BULK API. Every API version can have a custom list of + # these sobjects. Another part of them can be generated dynamically. That's why we can't track + # them preliminarily and there is only one way is to except error with necessary messages about + # their limitations. Now we know about 3 different reasons of similar errors: + # 1) some SaleForce sobjects(streams) is not supported by the BULK API simply (as is). + # 2) Access to a sobject(stream) is not available + # 3) sobject is not queryable. It means this sobject can't be called directly. + # We can call it as part of response from another sobject only. E.g.: + # initial query: "Select Id, Subject from ActivityHistory" -> error + # updated query: "Select Name, (Select Subject,ActivityType from ActivityHistories) from Contact" + # The second variant forces customisation for every case (ActivityHistory, ActivityHistories etc). + # And the main problem is these subqueries doesn't support CSV response format. + error_data = error.response.json()[0] + error_code = error_data.get("errorCode") + error_message = error_data.get("message", "") + if error_message == "Selecting compound data not supported in Bulk Query" or ( + error_code == "INVALIDENTITY" and "is not supported by the Bulk API" in error_message + ): + self.logger.error( + f"Cannot receive data for stream '{self.name}' using BULK API, " + f"sobject options: {self.sobject_options}, error message: '{error_message}'" + ) + elif error.response.status_code == codes.FORBIDDEN and error_code != "REQUEST_LIMIT_EXCEEDED": + self.logger.error( + f"Cannot receive data for stream '{self.name}' ," + f"sobject options: {self.sobject_options}, error message: '{error_message}'" + ) + elif error.response.status_code == codes.FORBIDDEN and error_code == "REQUEST_LIMIT_EXCEEDED": + self.logger.error( + f"Cannot receive data for stream '{self.name}' ," + f"sobject options: {self.sobject_options}, Error message: '{error_data.get('message')}'" + ) + elif error.response.status_code == codes.BAD_REQUEST and error_message.endswith("does not support query"): + self.logger.error( + f"The stream '{self.name}' is not queryable, " + f"sobject options: {self.sobject_options}, error message: '{error_message}'" + ) + elif error.response.status_code == codes.BAD_REQUEST and error_code == "LIMIT_EXCEEDED": + self.logger.error( + f"Cannot receive data for stream '{self.name}' ," + f"sobject options: {self.sobject_options}, error message: '{error_message}'" + ) + else: + raise error + else: + raise error + return None + + def wait_for_job(self, url: str) -> str: + expiration_time: DateTime = pendulum.now().add(seconds=self.DEFAULT_WAIT_TIMEOUT_SECONDS) + job_status = "InProgress" + delay_timeout = 0.0 + delay_cnt = 0 + job_info = None + # minimal starting delay is 0.5 seconds. + # this value was received empirically + time.sleep(0.5) + while pendulum.now() < expiration_time: + job_info = self._send_http_request("GET", url=url).json() + job_status = job_info["state"] + if job_status in ["JobComplete", "Aborted", "Failed"]: + if job_status != "JobComplete": + # this is only job metadata without payload + error_message = job_info.get("errorMessage") + if not error_message: + # not all failed response can have "errorMessage" and we need to show full response body + error_message = job_info + self.logger.error(f"JobStatus: {job_status}, sobject options: {self.sobject_options}, error message: '{error_message}'") + + return job_status + + if delay_timeout < self.MAX_CHECK_INTERVAL_SECONDS: + delay_timeout = 0.5 + math.exp(delay_cnt) / 1000.0 + delay_cnt += 1 + + time.sleep(delay_timeout) + job_id = job_info["id"] + self.logger.info( + f"Sleeping {delay_timeout} seconds while waiting for Job: {self.name}/{job_id} to complete. Current state: {job_status}" + ) + + self.logger.warning(f"Not wait the {self.name} data for {self.DEFAULT_WAIT_TIMEOUT_SECONDS} seconds, data: {job_info}!!") + return job_status + + def execute_job(self, query: str, url: str) -> Tuple[Optional[str], Optional[str]]: + job_status = "Failed" + for i in range(0, self.MAX_RETRY_NUMBER): + job_id = self.create_stream_job(query=query, url=url) + if not job_id: + return None, job_status + job_full_url = f"{url}/{job_id}" + job_status = self.wait_for_job(url=job_full_url) + if job_status not in ["UploadComplete", "InProgress"]: + break + self.logger.error(f"Waiting error. Try to run this job again {i + 1}/{self.MAX_RETRY_NUMBER}...") + self.abort_job(url=job_full_url) + job_status = "Aborted" + + if job_status in ["Aborted", "Failed"]: + self.delete_job(url=job_full_url) + return None, job_status + return job_full_url, job_status + + def filter_null_bytes(self, b: bytes): + """ + https://github.com/airbytehq/airbyte/issues/8300 + """ + res = b.replace(b"\x00", b"") + if len(res) < len(b): + self.logger.warning("Filter 'null' bytes from string, size reduced %d -> %d chars", len(b), len(res)) + return res + + def download_data(self, url: str, chunk_size: int = 1024) -> tuple[str, str]: + """ + Retrieves binary data result from successfully `executed_job`, using chunks, to avoid local memory limitations. + @ url: string - the url of the `executed_job` + @ chunk_size: int - the buffer size for each chunk to fetch from stream, in bytes, default: 1024 bytes + Return the tuple containing string with file path of downloaded binary data (Saved temporarily) and file encoding. + """ + # set filepath for binary data from response + tmp_file = os.path.realpath(os.path.basename(url)) + with closing(self._send_http_request("GET", f"{url}/results", stream=True)) as response, open(tmp_file, "wb") as data_file: + response_encoding = response.encoding or self.encoding + for chunk in response.iter_content(chunk_size=chunk_size): + data_file.write(self.filter_null_bytes(chunk)) + # check the file exists + if os.path.isfile(tmp_file): + return tmp_file, response_encoding + else: + raise TmpFileIOError(f"The IO/Error occured while verifying binary data. Stream: {self.name}, file {tmp_file} doesn't exist.") + + def read_with_chunks(self, path: str, file_encoding: str, chunk_size: int = 100) -> Iterable[Tuple[int, Mapping[str, Any]]]: + """ + Reads the downloaded binary data, using lines chunks, set by `chunk_size`. + @ path: string - the path to the downloaded temporarily binary data. + @ file_encoding: string - encoding for binary data file according to Standard Encodings from codecs module + @ chunk_size: int - the number of lines to read at a time, default: 100 lines / time. + """ + try: + with open(path, "r", encoding=file_encoding) as data: + chunks = pd.read_csv(data, chunksize=chunk_size, iterator=True, dialect="unix", dtype=object) + for chunk in chunks: + chunk = chunk.replace({nan: None}).to_dict(orient="records") + for row in chunk: + yield row + except pd.errors.EmptyDataError as e: + self.logger.info(f"Empty data received. {e}") + yield from [] + except IOError as ioe: + raise TmpFileIOError(f"The IO/Error occured while reading tmp data. Called: {path}. Stream: {self.name}", ioe) + finally: + # remove binary tmp file, after data is read + os.remove(path) + + def abort_job(self, url: str): + data = {"state": "Aborted"} + self._send_http_request("PATCH", url=url, json=data) + self.logger.warning("Broken job was aborted") + + def delete_job(self, url: str): + self._send_http_request("DELETE", url=url) + + @property + def availability_strategy(self) -> Optional["AvailabilityStrategy"]: + return None + + def next_page_token(self, last_record: Mapping[str, Any]) -> Optional[Mapping[str, Any]]: + if self.primary_key and self.name not in UNSUPPORTED_FILTERING_STREAMS: + return {"next_token": f"WHERE {self.primary_key} >= '{last_record[self.primary_key]}' "} # type: ignore[index] + return None + + def request_params( + self, stream_state: Mapping[str, Any], stream_slice: Mapping[str, Any] = None, next_page_token: Mapping[str, Any] = None + ) -> MutableMapping[str, Any]: + """ + Salesforce SOQL Query: https://developer.salesforce.com/docs/atlas.en-us.232.0.api_rest.meta/api_rest/dome_queryall.htm + """ + + selected_properties = self.get_json_schema().get("properties", {}) + query = f"SELECT {','.join(selected_properties.keys())} FROM {self.name} " + if next_page_token: + query += next_page_token["next_token"] + + if self.primary_key and self.name not in UNSUPPORTED_FILTERING_STREAMS: + query += f"ORDER BY {self.primary_key} ASC LIMIT {self.page_size}" + return {"q": query} + + def read_records( + self, + sync_mode: SyncMode, + cursor_field: List[str] = None, + stream_slice: Mapping[str, Any] = None, + stream_state: Mapping[str, Any] = None, + ) -> Iterable[Mapping[str, Any]]: + stream_state = stream_state or {} + next_page_token = None + + while True: + params = self.request_params(stream_state=stream_state, stream_slice=stream_slice, next_page_token=next_page_token) + path = self.path(stream_state=stream_state, stream_slice=stream_slice, next_page_token=next_page_token) + job_full_url, job_status = self.execute_job(query=params["q"], url=f"{self.url_base}{path}") + if not job_full_url: + if job_status == "Failed": + # As rule as BULK logic returns unhandled error. For instance: + # error message: 'Unexpected exception encountered in query processing. + # Please contact support with the following id: 326566388-63578 (-436445966)'" + # Thus we can try to switch to GET sync request because its response returns obvious error message + standard_instance = self.get_standard_instance() + self.logger.warning("switch to STANDARD(non-BULK) sync. Because the SalesForce BULK job has returned a failed status") + stream_is_available, error = standard_instance.check_availability(self.logger, None) + if not stream_is_available: + self.logger.warning(f"Skipped syncing stream '{standard_instance.name}' because it was unavailable. Error: {error}") + return + yield from standard_instance.read_records( + sync_mode=sync_mode, cursor_field=cursor_field, stream_slice=stream_slice, stream_state=stream_state + ) + return + raise SalesforceException(f"Job for {self.name} stream using BULK API was failed.") + + count = 0 + record: Mapping[str, Any] = {} + for record in self.read_with_chunks(*self.download_data(url=job_full_url)): + count += 1 + yield record + self.delete_job(url=job_full_url) + + if count < self.page_size: + # Salesforce doesn't give a next token or something to know the request was + # the last page. The connectors will sync batches in `page_size` and + # considers that batch is smaller than the `page_size` it must be the last page. + break + + next_page_token = self.next_page_token(record) + if not next_page_token: + # not found a next page data. + break + + def get_standard_instance(self) -> SalesforceStream: + """Returns a instance of standard logic(non-BULK) with same settings""" + stream_kwargs = dict( + sf_api=self.sf_api, + pk=self.pk, + stream_name=self.stream_name, + schema=self.schema, + sobject_options=self.sobject_options, + authenticator=self.authenticator, + ) + new_cls: Type[SalesforceStream] = RestSalesforceStream + if isinstance(self, BulkIncrementalSalesforceStream): + stream_kwargs.update({"replication_key": self.replication_key, "start_date": self.start_date}) + new_cls = IncrementalRestSalesforceStream + + return new_cls(**stream_kwargs) + + +@BulkSalesforceStream.transformer.registerCustomTransform +def transform_empty_string_to_none(instance: Any, schema: Any): + """ + BULK API returns a `csv` file, where all values are initially as string type. + This custom transformer replaces empty lines with `None` value. + """ + if isinstance(instance, str) and not instance.strip(): + instance = None + + return instance + + +class IncrementalRestSalesforceStream(RestSalesforceStream, ABC): + state_checkpoint_interval = 500 + STREAM_SLICE_STEP = 30 + + def __init__(self, replication_key: str, start_date: Optional[str], **kwargs): + super().__init__(**kwargs) + self.replication_key = replication_key + self.start_date = self.format_start_date(start_date) + + @staticmethod + def format_start_date(start_date: Optional[str]) -> Optional[str]: + """Transform the format `2021-07-25` into the format `2021-07-25T00:00:00Z`""" + if start_date: + return pendulum.parse(start_date).strftime("%Y-%m-%dT%H:%M:%SZ") # type: ignore[attr-defined,no-any-return] + return None + + def stream_slices( + self, *, sync_mode: SyncMode, cursor_field: List[str] = None, stream_state: Mapping[str, Any] = None + ) -> Iterable[Optional[Mapping[str, Any]]]: + start, end = (None, None) + now = pendulum.now(tz="UTC") + initial_date = pendulum.parse((stream_state or {}).get(self.cursor_field, self.start_date), tz="UTC") + + slice_number = 1 + while not end == now: + start = initial_date.add(days=(slice_number - 1) * self.STREAM_SLICE_STEP) + end = min(now, initial_date.add(days=slice_number * self.STREAM_SLICE_STEP)) + yield {"start_date": start.isoformat(timespec="milliseconds"), "end_date": end.isoformat(timespec="milliseconds")} + slice_number = slice_number + 1 + + def request_params( + self, + stream_state: Mapping[str, Any], + stream_slice: Mapping[str, Any] = None, + next_page_token: Mapping[str, Any] = None, + property_chunk: Mapping[str, Any] = None, + ) -> MutableMapping[str, Any]: + if next_page_token: + """ + If `next_page_token` is set, subsequent requests use `nextRecordsUrl`, and do not include any parameters. + """ + return {} + + property_chunk = property_chunk or {} + + start_date = max( + (stream_state or {}).get(self.cursor_field, self.start_date), + (stream_slice or {}).get("start_date", ""), + (next_page_token or {}).get("start_date", ""), + ) + end_date = (stream_slice or {}).get("end_date", pendulum.now(tz="UTC").isoformat(timespec="milliseconds")) + + select_fields = ",".join(property_chunk.keys()) + table_name = self.name + where_conditions = [] + order_by_clause = "" + + if start_date: + where_conditions.append(f"{self.cursor_field} >= {start_date}") + if end_date: + where_conditions.append(f"{self.cursor_field} < {end_date}") + if self.name not in UNSUPPORTED_FILTERING_STREAMS: + order_by_clause = f"ORDER BY {self.cursor_field} ASC" + + where_clause = f"WHERE {' AND '.join(where_conditions)}" + query = f"SELECT {select_fields} FROM {table_name} {where_clause} {order_by_clause}" + + return {"q": query} + + @property + def cursor_field(self) -> str: + return self.replication_key + + def get_updated_state(self, current_stream_state: MutableMapping[str, Any], latest_record: Mapping[str, Any]) -> Mapping[str, Any]: + """ + Return the latest state by comparing the cursor value in the latest record with the stream's most recent state + object and returning an updated state object. + """ + latest_benchmark = latest_record[self.cursor_field] + if current_stream_state.get(self.cursor_field): + return {self.cursor_field: max(latest_benchmark, current_stream_state[self.cursor_field])} + return {self.cursor_field: latest_benchmark} + + +class BulkIncrementalSalesforceStream(BulkSalesforceStream, IncrementalRestSalesforceStream): + def next_page_token(self, last_record: Mapping[str, Any]) -> Optional[Mapping[str, Any]]: + return None + + def request_params( + self, stream_state: Mapping[str, Any], stream_slice: Mapping[str, Any] = None, next_page_token: Mapping[str, Any] = None + ) -> MutableMapping[str, Any]: + start_date = max( + (stream_state or {}).get(self.cursor_field, ""), + (stream_slice or {}).get("start_date", ""), + (next_page_token or {}).get("start_date", ""), + ) + end_date = stream_slice["end_date"] + + select_fields = ", ".join(self.get_json_schema().get("properties", {}).keys()) + table_name = self.name + where_conditions = [f"{self.cursor_field} >= {start_date}", f"{self.cursor_field} < {end_date}"] + order_by_clause = "" + + if self.name not in UNSUPPORTED_FILTERING_STREAMS: + order_by_fields = ", ".join([self.cursor_field, self.primary_key] if self.primary_key else [self.cursor_field]) + order_by_clause = f"ORDER BY {order_by_fields} ASC" + + where_clause = f"WHERE {' AND '.join(where_conditions)}" + query = f"SELECT {select_fields} FROM {table_name} {where_clause} {order_by_clause}" + return {"q": query} + + +class Describe(Stream): + """ + Stream of sObjects' (Salesforce Objects) describe: + https://developer.salesforce.com/docs/atlas.en-us.api_rest.meta/api_rest/resources_sobject_describe.htm + """ + + name = "Describe" + primary_key = "name" + + def __init__(self, sf_api: Salesforce, catalog: ConfiguredAirbyteCatalog = None, **kwargs): + super().__init__(**kwargs) + self.sf_api = sf_api + if catalog: + self.sobjects_to_describe = [s.stream.name for s in catalog.streams if s.stream.name != self.name] + + def read_records(self, **kwargs) -> Iterable[Mapping[str, Any]]: + """ + Yield describe response of SObjects defined in catalog as streams only. + """ + for sobject in self.sobjects_to_describe: + yield self.sf_api.describe(sobject=sobject) diff --git a/source-salesforce/source_salesforce/utils.py b/source-salesforce/source_salesforce/utils.py new file mode 100644 index 0000000000..7d328faef1 --- /dev/null +++ b/source-salesforce/source_salesforce/utils.py @@ -0,0 +1,22 @@ +# +# Copyright (c) 2023 Airbyte, Inc., all rights reserved. +# + + +def filter_streams_by_criteria(streams_list: list, search_word: str, search_criteria: str): + search_word = search_word.lower() + criteria_mapping = { + "starts with": lambda stream_name: stream_name.startswith(search_word), + "starts not with": lambda stream_name: not stream_name.startswith(search_word), + "ends with": lambda stream_name: stream_name.endswith(search_word), + "ends not with": lambda stream_name: not stream_name.endswith(search_word), + "contains": lambda stream_name: search_word in stream_name, + "not contains": lambda stream_name: search_word not in stream_name, + "exacts": lambda stream_name: search_word == stream_name, + "not exacts": lambda stream_name: search_word != stream_name, + } + new_streams_list = [] + for stream in streams_list: + if criteria_mapping[search_criteria](stream.lower()): + new_streams_list.append(stream) + return new_streams_list diff --git a/source-salesforce/spec.yaml b/source-salesforce/spec.yaml new file mode 100644 index 0000000000..f06ca9e98f --- /dev/null +++ b/source-salesforce/spec.yaml @@ -0,0 +1,128 @@ +documentationUrl: https://go.estuary.dev/AyWXIh +connectionSpecification: + $schema: http://json-schema.org/draft-07/schema# + title: Salesforce Source Spec + type: object + required: + - credentials + - start_date + additionalProperties: true + properties: + credentials: + properties: + is_sandbox: + title: Sandbox + description: >- + Toggle if you're using a Salesforce Sandbox + type: boolean + default: false + order: 1 + auth_type: + type: string + const: Client + client_id: + title: Client ID + description: Enter your Salesforce developer application's Client ID + type: string + order: 2 + client_secret: + title: Client Secret + description: Enter your Salesforce developer application's Client secret + type: string + airbyte_secret: true + order: 3 + refresh_token: + title: Refresh Token + description: >- + Enter your application's Salesforce Refresh Token used to access your Salesforce account. + type: string + airbyte_secret: true + order: 4 + start_date: + title: Start Date + description: >- + Enter the date in the YYYY-MM-DD format. We will replicate the data added on and after this date. If this field is blank, We will replicate the data for last two years. + type: string + pattern: >- + ^([0-9]{4}-[0-9]{2}-[0-9]{2}(T[0-9]{2}:[0-9]{2}:[0-9]{2}Z)?)$ + examples: + - "2021-07-25" + - "2021-07-25T00:00:00Z" + format: date-time + order: 5 + streams_criteria: + type: array + order: 6 + items: + type: object + required: + - criteria + - value + properties: + criteria: + type: string + title: Search criteria + enum: + - starts with + - ends with + - contains + - exacts + - starts not with + - ends not with + - not contains + - not exacts + order: 1 + default: contains + value: + type: string + title: Search value + order: 2 + title: Filter Salesforce Objects + description: >- + Filter streams relevant to you +advanced_auth: + auth_flow_type: oauth2.0 + predicate_key: + - auth_type + predicate_value: Client + oauth_config_specification: + oauth_user_input_from_connector_config_specification: + type: object + additionalProperties: false + properties: + is_sandbox: + type: boolean + path_in_connector_config: + - is_sandbox + complete_oauth_output_specification: + type: object + additionalProperties: false + properties: + refresh_token: + type: string + path_in_connector_config: + - refresh_token + complete_oauth_server_input_specification: + type: object + additionalProperties: false + properties: + client_id: + type: string + client_secret: + type: string + complete_oauth_server_output_specification: + type: object + additionalProperties: false + properties: + client_id: + type: string + path_in_connector_config: + - client_id + client_secret: + type: string + path_in_connector_config: + - client_secret diff --git a/source-salesforce/test.flow.yaml b/source-salesforce/test.flow.yaml new file mode 100644 index 0000000000..0ff58a592b --- /dev/null +++ b/source-salesforce/test.flow.yaml @@ -0,0 +1,4819 @@ +--- +captures: + acmeCo/source-salesforce: + endpoint: + local: + command: + - python + # - "-Xfrozen_modules=off" + # - "-m" + # - debugpy + # - "--listen" + # - "0.0.0.0:5678" + # - "--wait-for-client" + - "-m" + - source-salesforce + config: config.yaml + bindings: + - resource: + stream: AIApplication + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/AIApplication + - resource: + stream: AIApplicationConfig + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/AIApplicationConfig + - resource: + stream: AIInsightAction + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/AIInsightAction + - resource: + stream: AIInsightFeedback + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/AIInsightFeedback + - resource: + stream: AIInsightReason + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/AIInsightReason + - resource: + stream: AIInsightValue + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/AIInsightValue + - resource: + stream: AIRecordInsight + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/AIRecordInsight + - resource: + stream: AcceptedEventRelation + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/AcceptedEventRelation + - resource: + stream: Account + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/Account + - resource: + stream: AccountCleanInfo + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/AccountCleanInfo + - resource: + stream: AccountContactRole + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/AccountContactRole + - resource: + stream: AccountFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/AccountFeed + - resource: + stream: AccountHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/AccountHistory + - resource: + stream: AccountPartner + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/AccountPartner + - resource: + stream: AccountShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/AccountShare + - resource: + stream: ActionLinkGroupTemplate + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ActionLinkGroupTemplate + - resource: + stream: ActionLinkTemplate + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ActionLinkTemplate + - resource: + stream: ActiveFeatureLicenseMetric + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ActiveFeatureLicenseMetric + - resource: + stream: ActivePermSetLicenseMetric + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ActivePermSetLicenseMetric + - resource: + stream: ActiveProfileMetric + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ActiveProfileMetric + - resource: + stream: ActiveScratchOrg + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ActiveScratchOrg + - resource: + stream: ActiveScratchOrgFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ActiveScratchOrgFeed + - resource: + stream: ActiveScratchOrgHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/ActiveScratchOrgHistory + - resource: + stream: ActiveScratchOrgShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/ActiveScratchOrgShare + - resource: + stream: AdditionalNumber + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/AdditionalNumber + - resource: + stream: Address + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/Address + - resource: + stream: AlternativePaymentMethod + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/AlternativePaymentMethod + - resource: + stream: AlternativePaymentMethodShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/AlternativePaymentMethodShare + - resource: + stream: ApexClass + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ApexClass + - resource: + stream: ApexComponent + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ApexComponent + - resource: + stream: ApexEmailNotification + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ApexEmailNotification + - resource: + stream: ApexLog + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ApexLog + - resource: + stream: ApexPage + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ApexPage + - resource: + stream: ApexPageInfo + syncMode: full_refresh + cursorField: + - Id + target: acmeCo/ApexPageInfo + - resource: + stream: ApexTestQueueItem + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ApexTestQueueItem + - resource: + stream: ApexTestResult + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ApexTestResult + - resource: + stream: ApexTestResultLimits + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ApexTestResultLimits + - resource: + stream: ApexTestRunResult + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ApexTestRunResult + - resource: + stream: ApexTestSuite + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ApexTestSuite + - resource: + stream: ApexTrigger + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ApexTrigger + - resource: + stream: ApiAnomalyEventStore + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ApiAnomalyEventStore + - resource: + stream: ApiAnomalyEventStoreFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ApiAnomalyEventStoreFeed + - resource: + stream: ApiEvent + syncMode: full_refresh + cursorField: + - Id + target: acmeCo/ApiEvent + - resource: + stream: AppAnalyticsQueryRequest + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/AppAnalyticsQueryRequest + - resource: + stream: AppDefinition + syncMode: full_refresh + cursorField: + - Id + target: acmeCo/AppDefinition + - resource: + stream: AppMenuItem + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/AppMenuItem + - resource: + stream: AppUsageAssignment + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/AppUsageAssignment + - resource: + stream: AppointmentAssignmentPolicy + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/AppointmentAssignmentPolicy + - resource: + stream: AppointmentScheduleAggr + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/AppointmentScheduleAggr + - resource: + stream: AppointmentScheduleLog + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/AppointmentScheduleLog + - resource: + stream: AppointmentSchedulingPolicy + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/AppointmentSchedulingPolicy + - resource: + stream: AppointmentTopicTimeSlot + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/AppointmentTopicTimeSlot + - resource: + stream: AppointmentTopicTimeSlotFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/AppointmentTopicTimeSlotFeed + - resource: + stream: AppointmentTopicTimeSlotHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/AppointmentTopicTimeSlotHistory + - resource: + stream: Asset + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/Asset + - resource: + stream: AssetAction + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/AssetAction + - resource: + stream: AssetActionSource + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/AssetActionSource + - resource: + stream: AssetFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/AssetFeed + - resource: + stream: AssetHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/AssetHistory + - resource: + stream: AssetRelationship + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/AssetRelationship + - resource: + stream: AssetRelationshipFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/AssetRelationshipFeed + - resource: + stream: AssetRelationshipHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/AssetRelationshipHistory + - resource: + stream: AssetShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/AssetShare + - resource: + stream: AssetStatePeriod + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/AssetStatePeriod + - resource: + stream: AssignedResource + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/AssignedResource + - resource: + stream: AssignedResourceFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/AssignedResourceFeed + - resource: + stream: AssignmentRule + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/AssignmentRule + - resource: + stream: AssociatedLocation + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/AssociatedLocation + - resource: + stream: AssociatedLocationHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/AssociatedLocationHistory + - resource: + stream: AsyncApexJob + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/AsyncApexJob + - resource: + stream: AsyncOperationLog + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/AsyncOperationLog + - resource: + stream: Attachment + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/Attachment + - resource: + stream: AuraDefinition + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/AuraDefinition + - resource: + stream: AuraDefinitionBundle + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/AuraDefinitionBundle + - resource: + stream: AuraDefinitionBundleInfo + syncMode: full_refresh + cursorField: + - Id + target: acmeCo/AuraDefinitionBundleInfo + - resource: + stream: AuraDefinitionInfo + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/AuraDefinitionInfo + - resource: + stream: AuthConfig + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/AuthConfig + - resource: + stream: AuthConfigProviders + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/AuthConfigProviders + - resource: + stream: AuthProvider + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/AuthProvider + - resource: + stream: AuthSession + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/AuthSession + - resource: + stream: AuthorizationForm + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/AuthorizationForm + - resource: + stream: AuthorizationFormConsent + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/AuthorizationFormConsent + - resource: + stream: AuthorizationFormConsentHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/AuthorizationFormConsentHistory + - resource: + stream: AuthorizationFormConsentShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/AuthorizationFormConsentShare + - resource: + stream: AuthorizationFormDataUse + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/AuthorizationFormDataUse + - resource: + stream: AuthorizationFormDataUseHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/AuthorizationFormDataUseHistory + - resource: + stream: AuthorizationFormDataUseShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/AuthorizationFormDataUseShare + - resource: + stream: AuthorizationFormHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/AuthorizationFormHistory + - resource: + stream: AuthorizationFormShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/AuthorizationFormShare + - resource: + stream: AuthorizationFormText + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/AuthorizationFormText + - resource: + stream: AuthorizationFormTextFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/AuthorizationFormTextFeed + - resource: + stream: AuthorizationFormTextHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/AuthorizationFormTextHistory + - resource: + stream: BackgroundOperation + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/BackgroundOperation + - resource: + stream: BrandTemplate + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/BrandTemplate + - resource: + stream: BrandingSet + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/BrandingSet + - resource: + stream: BrandingSetProperty + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/BrandingSetProperty + - resource: + stream: BriefcaseAssignment + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/BriefcaseAssignment + - resource: + stream: BriefcaseDefinition + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/BriefcaseDefinition + - resource: + stream: BriefcaseRule + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/BriefcaseRule + - resource: + stream: BriefcaseRuleFilter + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/BriefcaseRuleFilter + - resource: + stream: BulkApiResultEventStore + syncMode: full_refresh + cursorField: + - Id + target: acmeCo/BulkApiResultEventStore + - resource: + stream: BusinessHours + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/BusinessHours + - resource: + stream: BusinessProcess + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/BusinessProcess + - resource: + stream: BuyerGroup + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/BuyerGroup + - resource: + stream: BuyerGroupFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/BuyerGroupFeed + - resource: + stream: BuyerGroupHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/BuyerGroupHistory + - resource: + stream: BuyerGroupShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/BuyerGroupShare + - resource: + stream: Calendar + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/Calendar + - resource: + stream: CalendarView + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/CalendarView + - resource: + stream: CalendarViewShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/CalendarViewShare + - resource: + stream: CallCenter + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/CallCenter + - resource: + stream: CallCenterRoutingMap + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/CallCenterRoutingMap + - resource: + stream: CallCoachingMediaProvider + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/CallCoachingMediaProvider + - resource: + stream: Campaign + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/Campaign + - resource: + stream: CampaignFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/CampaignFeed + - resource: + stream: CampaignHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/CampaignHistory + - resource: + stream: CampaignMember + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/CampaignMember + - resource: + stream: CampaignMemberStatus + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/CampaignMemberStatus + - resource: + stream: CampaignShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/CampaignShare + - resource: + stream: CardPaymentMethod + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/CardPaymentMethod + - resource: + stream: CartCheckoutSession + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/CartCheckoutSession + - resource: + stream: CartDeliveryGroup + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/CartDeliveryGroup + - resource: + stream: CartDeliveryGroupMethod + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/CartDeliveryGroupMethod + - resource: + stream: CartItem + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/CartItem + - resource: + stream: CartItemPriceAdjustment + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/CartItemPriceAdjustment + - resource: + stream: CartRelatedItem + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/CartRelatedItem + - resource: + stream: CartTax + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/CartTax + - resource: + stream: CartValidationOutput + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/CartValidationOutput + - resource: + stream: Case + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/Case + - resource: + stream: CaseComment + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/CaseComment + - resource: + stream: CaseContactRole + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/CaseContactRole + - resource: + stream: CaseFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/CaseFeed + - resource: + stream: CaseHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/CaseHistory + - resource: + stream: CaseMilestone + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/CaseMilestone + - resource: + stream: CaseShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/CaseShare + - resource: + stream: CaseSolution + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/CaseSolution + - resource: + stream: CaseStatus + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/CaseStatus + - resource: + stream: CaseTeamMember + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/CaseTeamMember + - resource: + stream: CaseTeamRole + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/CaseTeamRole + - resource: + stream: CaseTeamTemplate + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/CaseTeamTemplate + - resource: + stream: CaseTeamTemplateMember + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/CaseTeamTemplateMember + - resource: + stream: CaseTeamTemplateRecord + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/CaseTeamTemplateRecord + - resource: + stream: CategoryData + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/CategoryData + - resource: + stream: CategoryNode + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/CategoryNode + - resource: + stream: ChatterActivity + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ChatterActivity + - resource: + stream: ChatterExtension + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ChatterExtension + - resource: + stream: ChatterExtensionConfig + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ChatterExtensionConfig + - resource: + stream: ClientBrowser + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/ClientBrowser + - resource: + stream: CollaborationGroup + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/CollaborationGroup + - resource: + stream: CollaborationGroupFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/CollaborationGroupFeed + - resource: + stream: CollaborationGroupMember + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/CollaborationGroupMember + - resource: + stream: CollaborationGroupMemberRequest + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/CollaborationGroupMemberRequest + - resource: + stream: CollaborationInvitation + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/CollaborationInvitation + - resource: + stream: CommSubscription + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/CommSubscription + - resource: + stream: CommSubscriptionChannelType + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/CommSubscriptionChannelType + - resource: + stream: CommSubscriptionChannelTypeFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/CommSubscriptionChannelTypeFeed + - resource: + stream: CommSubscriptionChannelTypeHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/CommSubscriptionChannelTypeHistory + - resource: + stream: CommSubscriptionChannelTypeShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/CommSubscriptionChannelTypeShare + - resource: + stream: CommSubscriptionConsent + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/CommSubscriptionConsent + - resource: + stream: CommSubscriptionConsentFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/CommSubscriptionConsentFeed + - resource: + stream: CommSubscriptionConsentHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/CommSubscriptionConsentHistory + - resource: + stream: CommSubscriptionConsentShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/CommSubscriptionConsentShare + - resource: + stream: CommSubscriptionFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/CommSubscriptionFeed + - resource: + stream: CommSubscriptionHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/CommSubscriptionHistory + - resource: + stream: CommSubscriptionShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/CommSubscriptionShare + - resource: + stream: CommSubscriptionTiming + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/CommSubscriptionTiming + - resource: + stream: CommSubscriptionTimingFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/CommSubscriptionTimingFeed + - resource: + stream: CommSubscriptionTimingHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/CommSubscriptionTimingHistory + - resource: + stream: Community + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/Community + - resource: + stream: ConferenceNumber + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ConferenceNumber + - resource: + stream: ConnectedApplication + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ConnectedApplication + - resource: + stream: ConsumptionRate + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ConsumptionRate + - resource: + stream: ConsumptionRateHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/ConsumptionRateHistory + - resource: + stream: ConsumptionSchedule + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ConsumptionSchedule + - resource: + stream: ConsumptionScheduleFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ConsumptionScheduleFeed + - resource: + stream: ConsumptionScheduleHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/ConsumptionScheduleHistory + - resource: + stream: ConsumptionScheduleShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/ConsumptionScheduleShare + - resource: + stream: Contact + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/Contact + - resource: + stream: ContactCleanInfo + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ContactCleanInfo + - resource: + stream: ContactFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ContactFeed + - resource: + stream: ContactHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/ContactHistory + - resource: + stream: ContactPointAddress + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ContactPointAddress + - resource: + stream: ContactPointAddressHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/ContactPointAddressHistory + - resource: + stream: ContactPointAddressShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/ContactPointAddressShare + - resource: + stream: ContactPointConsent + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ContactPointConsent + - resource: + stream: ContactPointConsentHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/ContactPointConsentHistory + - resource: + stream: ContactPointConsentShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/ContactPointConsentShare + - resource: + stream: ContactPointEmail + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ContactPointEmail + - resource: + stream: ContactPointEmailHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/ContactPointEmailHistory + - resource: + stream: ContactPointEmailShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/ContactPointEmailShare + - resource: + stream: ContactPointPhone + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ContactPointPhone + - resource: + stream: ContactPointPhoneHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/ContactPointPhoneHistory + - resource: + stream: ContactPointPhoneShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/ContactPointPhoneShare + - resource: + stream: ContactPointTypeConsent + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ContactPointTypeConsent + - resource: + stream: ContactPointTypeConsentHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/ContactPointTypeConsentHistory + - resource: + stream: ContactPointTypeConsentShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/ContactPointTypeConsentShare + - resource: + stream: ContactRequest + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ContactRequest + - resource: + stream: ContactRequestShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/ContactRequestShare + - resource: + stream: ContactShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/ContactShare + - resource: + stream: ContentAsset + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ContentAsset + - resource: + stream: ContentDistribution + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ContentDistribution + - resource: + stream: ContentDistributionView + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ContentDistributionView + - resource: + stream: ContentDocument + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ContentDocument + - resource: + stream: ContentDocumentFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ContentDocumentFeed + - resource: + stream: ContentDocumentHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/ContentDocumentHistory + - resource: + stream: ContentDocumentSubscription + syncMode: full_refresh + cursorField: + - Id + target: acmeCo/ContentDocumentSubscription + - resource: + stream: ContentFolder + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ContentFolder + - resource: + stream: ContentFolderLink + syncMode: full_refresh + cursorField: + - Id + target: acmeCo/ContentFolderLink + - resource: + stream: ContentNotification + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/ContentNotification + - resource: + stream: ContentTagSubscription + syncMode: full_refresh + cursorField: + - Id + target: acmeCo/ContentTagSubscription + - resource: + stream: ContentUserSubscription + syncMode: full_refresh + cursorField: + - Id + target: acmeCo/ContentUserSubscription + - resource: + stream: ContentVersion + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ContentVersion + - resource: + stream: ContentVersionComment + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/ContentVersionComment + - resource: + stream: ContentVersionHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/ContentVersionHistory + - resource: + stream: ContentVersionRating + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/ContentVersionRating + - resource: + stream: ContentWorkspace + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ContentWorkspace + - resource: + stream: ContentWorkspaceDoc + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ContentWorkspaceDoc + - resource: + stream: ContentWorkspaceMember + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/ContentWorkspaceMember + - resource: + stream: ContentWorkspacePermission + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ContentWorkspacePermission + - resource: + stream: ContentWorkspaceSubscription + syncMode: full_refresh + cursorField: + - Id + target: acmeCo/ContentWorkspaceSubscription + - resource: + stream: Contract + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/Contract + - resource: + stream: ContractContactRole + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ContractContactRole + - resource: + stream: ContractFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ContractFeed + - resource: + stream: ContractHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/ContractHistory + - resource: + stream: ContractLineItem + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ContractLineItem + - resource: + stream: ContractLineItemHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/ContractLineItemHistory + - resource: + stream: ContractStatus + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ContractStatus + - resource: + stream: Conversation + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/Conversation + - resource: + stream: ConversationEntry + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ConversationEntry + - resource: + stream: ConversationParticipant + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/ConversationParticipant + - resource: + stream: ConversationVendorInfo + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ConversationVendorInfo + - resource: + stream: CorsWhitelistEntry + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/CorsWhitelistEntry + - resource: + stream: Coupon + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/Coupon + - resource: + stream: CouponHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/CouponHistory + - resource: + stream: CouponShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/CouponShare + - resource: + stream: CredentialStuffingEventStore + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/CredentialStuffingEventStore + - resource: + stream: CredentialStuffingEventStoreFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/CredentialStuffingEventStoreFeed + - resource: + stream: CreditMemo + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/CreditMemo + - resource: + stream: CreditMemoFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/CreditMemoFeed + - resource: + stream: CreditMemoHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/CreditMemoHistory + - resource: + stream: CreditMemoInvApplication + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/CreditMemoInvApplication + - resource: + stream: CreditMemoInvApplicationFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/CreditMemoInvApplicationFeed + - resource: + stream: CreditMemoInvApplicationHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/CreditMemoInvApplicationHistory + - resource: + stream: CreditMemoLine + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/CreditMemoLine + - resource: + stream: CreditMemoLineFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/CreditMemoLineFeed + - resource: + stream: CreditMemoLineHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/CreditMemoLineHistory + - resource: + stream: CreditMemoShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/CreditMemoShare + - resource: + stream: CronJobDetail + syncMode: full_refresh + cursorField: + - Id + target: acmeCo/CronJobDetail + - resource: + stream: CronTrigger + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/CronTrigger + - resource: + stream: CspTrustedSite + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/CspTrustedSite + - resource: + stream: CustomBrand + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/CustomBrand + - resource: + stream: CustomBrandAsset + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/CustomBrandAsset + - resource: + stream: CustomHelpMenuItem + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/CustomHelpMenuItem + - resource: + stream: CustomHelpMenuSection + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/CustomHelpMenuSection + - resource: + stream: CustomHttpHeader + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/CustomHttpHeader + - resource: + stream: CustomNotificationType + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/CustomNotificationType + - resource: + stream: CustomObjectUserLicenseMetrics + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/CustomObjectUserLicenseMetrics + - resource: + stream: CustomPermission + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/CustomPermission + - resource: + stream: CustomPermissionDependency + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/CustomPermissionDependency + - resource: + stream: DandBCompany + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/DandBCompany + - resource: + stream: Dashboard + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/Dashboard + - resource: + stream: DashboardComponent + syncMode: full_refresh + cursorField: + - Id + target: acmeCo/DashboardComponent + - resource: + stream: DashboardComponentFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/DashboardComponentFeed + - resource: + stream: DashboardFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/DashboardFeed + - resource: + stream: DataAssessmentFieldMetric + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/DataAssessmentFieldMetric + - resource: + stream: DataAssessmentMetric + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/DataAssessmentMetric + - resource: + stream: DataAssessmentValueMetric + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/DataAssessmentValueMetric + - resource: + stream: DataUseLegalBasis + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/DataUseLegalBasis + - resource: + stream: DataUseLegalBasisHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/DataUseLegalBasisHistory + - resource: + stream: DataUseLegalBasisShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/DataUseLegalBasisShare + - resource: + stream: DataUsePurpose + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/DataUsePurpose + - resource: + stream: DataUsePurposeHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/DataUsePurposeHistory + - resource: + stream: DataUsePurposeShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/DataUsePurposeShare + - resource: + stream: DatacloudCompany + syncMode: full_refresh + cursorField: + - Id + target: acmeCo/DatacloudCompany + - resource: + stream: DatacloudContact + syncMode: full_refresh + cursorField: + - Id + target: acmeCo/DatacloudContact + - resource: + stream: DatacloudOwnedEntity + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/DatacloudOwnedEntity + - resource: + stream: DatacloudPurchaseUsage + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/DatacloudPurchaseUsage + - resource: + stream: DeclinedEventRelation + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/DeclinedEventRelation + - resource: + stream: DeleteEvent + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/DeleteEvent + - resource: + stream: DigitalWallet + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/DigitalWallet + - resource: + stream: Document + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/Document + - resource: + stream: DocumentAttachmentMap + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/DocumentAttachmentMap + - resource: + stream: Domain + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/Domain + - resource: + stream: DomainSite + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/DomainSite + - resource: + stream: DuplicateRecordItem + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/DuplicateRecordItem + - resource: + stream: DuplicateRecordSet + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/DuplicateRecordSet + - resource: + stream: DuplicateRule + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/DuplicateRule + - resource: + stream: EmailCapture + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/EmailCapture + - resource: + stream: EmailDomainFilter + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/EmailDomainFilter + - resource: + stream: EmailDomainKey + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/EmailDomainKey + - resource: + stream: EmailMessage + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/EmailMessage + - resource: + stream: EmailMessageRelation + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/EmailMessageRelation + - resource: + stream: EmailRelay + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/EmailRelay + - resource: + stream: EmailServicesAddress + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/EmailServicesAddress + - resource: + stream: EmailServicesFunction + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/EmailServicesFunction + - resource: + stream: EmailTemplate + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/EmailTemplate + - resource: + stream: EmbeddedServiceDetail + syncMode: full_refresh + cursorField: + - Id + target: acmeCo/EmbeddedServiceDetail + - resource: + stream: EmbeddedServiceLabel + syncMode: full_refresh + cursorField: + - Id + target: acmeCo/EmbeddedServiceLabel + - resource: + stream: EngagementChannelType + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/EngagementChannelType + - resource: + stream: EngagementChannelTypeFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/EngagementChannelTypeFeed + - resource: + stream: EngagementChannelTypeHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/EngagementChannelTypeHistory + - resource: + stream: EngagementChannelTypeShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/EngagementChannelTypeShare + - resource: + stream: EnhancedLetterhead + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/EnhancedLetterhead + - resource: + stream: EnhancedLetterheadFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/EnhancedLetterheadFeed + - resource: + stream: Entitlement + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/Entitlement + - resource: + stream: EntitlementContact + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/EntitlementContact + - resource: + stream: EntitlementFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/EntitlementFeed + - resource: + stream: EntitlementHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/EntitlementHistory + - resource: + stream: EntitlementTemplate + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/EntitlementTemplate + - resource: + stream: EntityDefinition + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/EntityDefinition + - resource: + stream: EntityMilestone + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/EntityMilestone + - resource: + stream: EntityMilestoneFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/EntityMilestoneFeed + - resource: + stream: EntityMilestoneHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/EntityMilestoneHistory + - resource: + stream: EntitySubscription + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/EntitySubscription + - resource: + stream: Event + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/Event + - resource: + stream: EventBusSubscriber + syncMode: full_refresh + cursorField: + - Id + target: acmeCo/EventBusSubscriber + - resource: + stream: EventFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/EventFeed + - resource: + stream: EventLogFile + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/EventLogFile + - resource: + stream: EventRelation + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/EventRelation + - resource: + stream: ExpressionFilter + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ExpressionFilter + - resource: + stream: ExpressionFilterCriteria + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ExpressionFilterCriteria + - resource: + stream: ExternalDataSource + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ExternalDataSource + - resource: + stream: ExternalDataUserAuth + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ExternalDataUserAuth + - resource: + stream: ExternalEvent + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ExternalEvent + - resource: + stream: ExternalEventMapping + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ExternalEventMapping + - resource: + stream: ExternalEventMappingShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/ExternalEventMappingShare + - resource: + stream: FeedAttachment + syncMode: full_refresh + cursorField: + - Id + target: acmeCo/FeedAttachment + - resource: + stream: FeedComment + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/FeedComment + - resource: + stream: FeedItem + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/FeedItem + - resource: + stream: FeedPollChoice + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/FeedPollChoice + - resource: + stream: FeedPollVote + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/FeedPollVote + - resource: + stream: FeedRevision + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/FeedRevision + - resource: + stream: FieldPermissions + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/FieldPermissions + - resource: + stream: FieldSecurityClassification + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/FieldSecurityClassification + - resource: + stream: FileSearchActivity + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/FileSearchActivity + - resource: + stream: FinanceBalanceSnapshot + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/FinanceBalanceSnapshot + - resource: + stream: FinanceBalanceSnapshotShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/FinanceBalanceSnapshotShare + - resource: + stream: FinanceTransaction + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/FinanceTransaction + - resource: + stream: FinanceTransactionShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/FinanceTransactionShare + - resource: + stream: FiscalYearSettings + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/FiscalYearSettings + - resource: + stream: FlowDefinitionView + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/FlowDefinitionView + - resource: + stream: FlowInterview + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/FlowInterview + - resource: + stream: FlowInterviewLog + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/FlowInterviewLog + - resource: + stream: FlowInterviewLogEntry + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/FlowInterviewLogEntry + - resource: + stream: FlowInterviewLogShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/FlowInterviewLogShare + - resource: + stream: FlowInterviewShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/FlowInterviewShare + - resource: + stream: FlowRecordRelation + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/FlowRecordRelation + - resource: + stream: FlowStageRelation + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/FlowStageRelation + - resource: + stream: Folder + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/Folder + - resource: + stream: FormulaFunction + syncMode: full_refresh + cursorField: + - Id + target: acmeCo/FormulaFunction + - resource: + stream: FormulaFunctionAllowedType + syncMode: full_refresh + cursorField: + - Id + target: acmeCo/FormulaFunctionAllowedType + - resource: + stream: FormulaFunctionCategory + syncMode: full_refresh + cursorField: + - Id + target: acmeCo/FormulaFunctionCategory + - resource: + stream: FulfillmentOrder + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/FulfillmentOrder + - resource: + stream: FulfillmentOrderFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/FulfillmentOrderFeed + - resource: + stream: FulfillmentOrderItemAdjustment + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/FulfillmentOrderItemAdjustment + - resource: + stream: FulfillmentOrderItemAdjustmentFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/FulfillmentOrderItemAdjustmentFeed + - resource: + stream: FulfillmentOrderItemTax + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/FulfillmentOrderItemTax + - resource: + stream: FulfillmentOrderItemTaxFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/FulfillmentOrderItemTaxFeed + - resource: + stream: FulfillmentOrderLineItem + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/FulfillmentOrderLineItem + - resource: + stream: FulfillmentOrderLineItemFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/FulfillmentOrderLineItemFeed + - resource: + stream: FulfillmentOrderShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/FulfillmentOrderShare + - resource: + stream: GrantedByLicense + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/GrantedByLicense + - resource: + stream: Group + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/Group + - resource: + stream: GroupMember + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/GroupMember + - resource: + stream: GtwyProvPaymentMethodType + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/GtwyProvPaymentMethodType + - resource: + stream: Holiday + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/Holiday + - resource: + stream: IPAddressRange + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/IPAddressRange + - resource: + stream: Idea + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/Idea + - resource: + stream: IdentityProviderEventStore + syncMode: full_refresh + cursorField: + - Id + target: acmeCo/IdentityProviderEventStore + - resource: + stream: IdentityVerificationEvent + syncMode: full_refresh + cursorField: + - Id + target: acmeCo/IdentityVerificationEvent + - resource: + stream: IdpEventLog + syncMode: full_refresh + cursorField: + - Id + target: acmeCo/IdpEventLog + - resource: + stream: IframeWhiteListUrl + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/IframeWhiteListUrl + - resource: + stream: Image + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/Image + - resource: + stream: ImageFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ImageFeed + - resource: + stream: ImageHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/ImageHistory + - resource: + stream: ImageShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/ImageShare + - resource: + stream: Individual + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/Individual + - resource: + stream: IndividualHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/IndividualHistory + - resource: + stream: IndividualShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/IndividualShare + - resource: + stream: InstalledMobileApp + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/InstalledMobileApp + - resource: + stream: Invoice + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/Invoice + - resource: + stream: InvoiceFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/InvoiceFeed + - resource: + stream: InvoiceHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/InvoiceHistory + - resource: + stream: InvoiceLine + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/InvoiceLine + - resource: + stream: InvoiceLineFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/InvoiceLineFeed + - resource: + stream: InvoiceLineHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/InvoiceLineHistory + - resource: + stream: InvoiceShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/InvoiceShare + - resource: + stream: KnowledgeableUser + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/KnowledgeableUser + - resource: + stream: Lead + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/Lead + - resource: + stream: LeadCleanInfo + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/LeadCleanInfo + - resource: + stream: LeadFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/LeadFeed + - resource: + stream: LeadHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/LeadHistory + - resource: + stream: LeadShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/LeadShare + - resource: + stream: LeadStatus + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/LeadStatus + - resource: + stream: LegalEntity + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/LegalEntity + - resource: + stream: LegalEntityFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/LegalEntityFeed + - resource: + stream: LegalEntityHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/LegalEntityHistory + - resource: + stream: LegalEntityShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/LegalEntityShare + - resource: + stream: LightningExitByPageMetrics + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/LightningExitByPageMetrics + - resource: + stream: LightningExperienceTheme + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/LightningExperienceTheme + - resource: + stream: LightningOnboardingConfig + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/LightningOnboardingConfig + - resource: + stream: LightningToggleMetrics + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/LightningToggleMetrics + - resource: + stream: LightningUriEvent + syncMode: full_refresh + cursorField: + - Id + target: acmeCo/LightningUriEvent + - resource: + stream: LightningUsageByAppTypeMetrics + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/LightningUsageByAppTypeMetrics + - resource: + stream: LightningUsageByBrowserMetrics + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/LightningUsageByBrowserMetrics + - resource: + stream: LightningUsageByFlexiPageMetrics + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/LightningUsageByFlexiPageMetrics + - resource: + stream: LightningUsageByPageMetrics + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/LightningUsageByPageMetrics + - resource: + stream: ListEmail + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ListEmail + - resource: + stream: ListEmailIndividualRecipient + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ListEmailIndividualRecipient + - resource: + stream: ListEmailRecipientSource + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ListEmailRecipientSource + - resource: + stream: ListEmailShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/ListEmailShare + - resource: + stream: ListView + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ListView + - resource: + stream: ListViewChart + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ListViewChart + - resource: + stream: ListViewEvent + syncMode: full_refresh + cursorField: + - Id + target: acmeCo/ListViewEvent + - resource: + stream: LiveChatSensitiveDataRule + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/LiveChatSensitiveDataRule + - resource: + stream: Location + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/Location + - resource: + stream: LocationFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/LocationFeed + - resource: + stream: LocationGroup + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/LocationGroup + - resource: + stream: LocationGroupAssignment + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/LocationGroupAssignment + - resource: + stream: LocationGroupFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/LocationGroupFeed + - resource: + stream: LocationGroupHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/LocationGroupHistory + - resource: + stream: LocationGroupShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/LocationGroupShare + - resource: + stream: LocationHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/LocationHistory + - resource: + stream: LocationShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/LocationShare + - resource: + stream: LoginAsEvent + syncMode: full_refresh + cursorField: + - Id + target: acmeCo/LoginAsEvent + - resource: + stream: LoginEvent + syncMode: full_refresh + cursorField: + - Id + target: acmeCo/LoginEvent + - resource: + stream: LoginGeo + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/LoginGeo + - resource: + stream: LoginHistory + syncMode: incremental + cursorField: + - LoginTime + target: acmeCo/LoginHistory + - resource: + stream: LoginIp + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/LoginIp + - resource: + stream: LogoutEvent + syncMode: full_refresh + cursorField: + - Id + target: acmeCo/LogoutEvent + - resource: + stream: MLPredictionDefinition + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/MLPredictionDefinition + - resource: + stream: Macro + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/Macro + - resource: + stream: MacroHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/MacroHistory + - resource: + stream: MacroInstruction + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/MacroInstruction + - resource: + stream: MacroShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/MacroShare + - resource: + stream: MacroUsage + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/MacroUsage + - resource: + stream: MacroUsageShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/MacroUsageShare + - resource: + stream: MailmergeTemplate + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/MailmergeTemplate + - resource: + stream: MatchingInformation + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/MatchingInformation + - resource: + stream: MatchingRule + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/MatchingRule + - resource: + stream: MatchingRuleItem + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/MatchingRuleItem + - resource: + stream: MessagingChannel + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/MessagingChannel + - resource: + stream: MessagingChannelSkill + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/MessagingChannelSkill + - resource: + stream: MessagingConfiguration + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/MessagingConfiguration + - resource: + stream: MessagingDeliveryError + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/MessagingDeliveryError + - resource: + stream: MessagingEndUser + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/MessagingEndUser + - resource: + stream: MessagingEndUserHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/MessagingEndUserHistory + - resource: + stream: MessagingEndUserShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/MessagingEndUserShare + - resource: + stream: MessagingLink + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/MessagingLink + - resource: + stream: MessagingSession + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/MessagingSession + - resource: + stream: MessagingSessionFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/MessagingSessionFeed + - resource: + stream: MessagingSessionHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/MessagingSessionHistory + - resource: + stream: MessagingSessionShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/MessagingSessionShare + - resource: + stream: MessagingTemplate + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/MessagingTemplate + - resource: + stream: MilestoneType + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/MilestoneType + - resource: + stream: MobileApplicationDetail + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/MobileApplicationDetail + - resource: + stream: MsgChannelLanguageKeyword + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/MsgChannelLanguageKeyword + - resource: + stream: MutingPermissionSet + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/MutingPermissionSet + - resource: + stream: MyDomainDiscoverableLogin + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/MyDomainDiscoverableLogin + - resource: + stream: NamedCredential + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/NamedCredential + - resource: + stream: NamespaceRegistry + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/NamespaceRegistry + - resource: + stream: NamespaceRegistryFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/NamespaceRegistryFeed + - resource: + stream: NamespaceRegistryHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/NamespaceRegistryHistory + - resource: + stream: Note + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/Note + - resource: + stream: OauthCustomScope + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/OauthCustomScope + - resource: + stream: OauthCustomScopeApp + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/OauthCustomScopeApp + - resource: + stream: OauthToken + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/OauthToken + - resource: + stream: ObjectPermissions + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ObjectPermissions + - resource: + stream: OnboardingMetrics + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/OnboardingMetrics + - resource: + stream: OperatingHours + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/OperatingHours + - resource: + stream: OperatingHoursFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/OperatingHoursFeed + - resource: + stream: OperatingHoursHoliday + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/OperatingHoursHoliday + - resource: + stream: OperatingHoursHolidayFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/OperatingHoursHolidayFeed + - resource: + stream: OperatingHoursShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/OperatingHoursShare + - resource: + stream: Opportunity + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/Opportunity + - resource: + stream: OpportunityCompetitor + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/OpportunityCompetitor + - resource: + stream: OpportunityContactRole + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/OpportunityContactRole + - resource: + stream: OpportunityFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/OpportunityFeed + - resource: + stream: OpportunityFieldHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/OpportunityFieldHistory + - resource: + stream: OpportunityHistory + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/OpportunityHistory + - resource: + stream: OpportunityLineItem + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/OpportunityLineItem + - resource: + stream: OpportunityPartner + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/OpportunityPartner + - resource: + stream: OpportunityShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/OpportunityShare + - resource: + stream: OpportunityStage + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/OpportunityStage + - resource: + stream: Order + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/Order + - resource: + stream: OrderFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/OrderFeed + - resource: + stream: OrderHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/OrderHistory + - resource: + stream: OrderItem + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/OrderItem + - resource: + stream: OrderItemFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/OrderItemFeed + - resource: + stream: OrderItemHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/OrderItemHistory + - resource: + stream: OrderShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/OrderShare + - resource: + stream: OrderStatus + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/OrderStatus + - resource: + stream: OrgDeleteRequest + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/OrgDeleteRequest + - resource: + stream: OrgDeleteRequestShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/OrgDeleteRequestShare + - resource: + stream: OrgMetric + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/OrgMetric + - resource: + stream: OrgMetricScanResult + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/OrgMetricScanResult + - resource: + stream: OrgMetricScanSummary + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/OrgMetricScanSummary + - resource: + stream: OrgWideEmailAddress + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/OrgWideEmailAddress + - resource: + stream: Organization + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/Organization + - resource: + stream: PackageLicense + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/PackageLicense + - resource: + stream: Partner + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/Partner + - resource: + stream: PartnerRole + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/PartnerRole + - resource: + stream: PartyConsent + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/PartyConsent + - resource: + stream: PartyConsentFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/PartyConsentFeed + - resource: + stream: PartyConsentHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/PartyConsentHistory + - resource: + stream: PartyConsentShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/PartyConsentShare + - resource: + stream: Payment + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/Payment + - resource: + stream: PaymentAuthAdjustment + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/PaymentAuthAdjustment + - resource: + stream: PaymentAuthorization + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/PaymentAuthorization + - resource: + stream: PaymentGateway + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/PaymentGateway + - resource: + stream: PaymentGatewayLog + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/PaymentGatewayLog + - resource: + stream: PaymentGatewayProvider + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/PaymentGatewayProvider + - resource: + stream: PaymentGroup + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/PaymentGroup + - resource: + stream: PaymentLineInvoice + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/PaymentLineInvoice + - resource: + stream: PaymentMethod + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/PaymentMethod + - resource: + stream: Period + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/Period + - resource: + stream: PermissionSet + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/PermissionSet + - resource: + stream: PermissionSetAssignment + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/PermissionSetAssignment + - resource: + stream: PermissionSetEventStore + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/PermissionSetEventStore + - resource: + stream: PermissionSetGroup + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/PermissionSetGroup + - resource: + stream: PermissionSetGroupComponent + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/PermissionSetGroupComponent + - resource: + stream: PermissionSetLicense + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/PermissionSetLicense + - resource: + stream: PermissionSetLicenseAssign + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/PermissionSetLicenseAssign + - resource: + stream: PermissionSetTabSetting + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/PermissionSetTabSetting + - resource: + stream: PlatformCachePartition + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/PlatformCachePartition + - resource: + stream: PlatformCachePartitionType + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/PlatformCachePartitionType + - resource: + stream: PlatformEventUsageMetric + syncMode: full_refresh + cursorField: + - Id + target: acmeCo/PlatformEventUsageMetric + - resource: + stream: Pricebook2 + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/Pricebook2 + - resource: + stream: Pricebook2History + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/Pricebook2History + - resource: + stream: PricebookEntry + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/PricebookEntry + - resource: + stream: PricebookEntryHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/PricebookEntryHistory + - resource: + stream: ProcessDefinition + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ProcessDefinition + - resource: + stream: ProcessException + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ProcessException + - resource: + stream: ProcessExceptionShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/ProcessExceptionShare + - resource: + stream: ProcessInstance + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ProcessInstance + - resource: + stream: ProcessInstanceNode + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ProcessInstanceNode + - resource: + stream: ProcessInstanceStep + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ProcessInstanceStep + - resource: + stream: ProcessInstanceWorkitem + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ProcessInstanceWorkitem + - resource: + stream: ProcessNode + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ProcessNode + - resource: + stream: Product2 + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/Product2 + - resource: + stream: Product2Feed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/Product2Feed + - resource: + stream: Product2History + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/Product2History + - resource: + stream: ProductAttribute + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ProductAttribute + - resource: + stream: ProductAttributeSet + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ProductAttributeSet + - resource: + stream: ProductAttributeSetItem + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ProductAttributeSetItem + - resource: + stream: ProductAttributeSetProduct + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ProductAttributeSetProduct + - resource: + stream: ProductCatalog + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ProductCatalog + - resource: + stream: ProductCatalogFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ProductCatalogFeed + - resource: + stream: ProductCatalogHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/ProductCatalogHistory + - resource: + stream: ProductCatalogShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/ProductCatalogShare + - resource: + stream: ProductCategory + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ProductCategory + - resource: + stream: ProductCategoryFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ProductCategoryFeed + - resource: + stream: ProductCategoryHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/ProductCategoryHistory + - resource: + stream: ProductCategoryProduct + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ProductCategoryProduct + - resource: + stream: ProductCategoryProductHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/ProductCategoryProductHistory + - resource: + stream: ProductConsumptionSchedule + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ProductConsumptionSchedule + - resource: + stream: ProductEntitlementTemplate + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ProductEntitlementTemplate + - resource: + stream: Profile + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/Profile + - resource: + stream: Promotion + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/Promotion + - resource: + stream: PromotionFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/PromotionFeed + - resource: + stream: PromotionHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/PromotionHistory + - resource: + stream: PromotionMarketSegment + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/PromotionMarketSegment + - resource: + stream: PromotionMarketSegmentFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/PromotionMarketSegmentFeed + - resource: + stream: PromotionMarketSegmentHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/PromotionMarketSegmentHistory + - resource: + stream: PromotionQualifier + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/PromotionQualifier + - resource: + stream: PromotionQualifierHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/PromotionQualifierHistory + - resource: + stream: PromotionSegment + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/PromotionSegment + - resource: + stream: PromotionSegmentBuyerGroup + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/PromotionSegmentBuyerGroup + - resource: + stream: PromotionSegmentBuyerGroupHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/PromotionSegmentBuyerGroupHistory + - resource: + stream: PromotionSegmentHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/PromotionSegmentHistory + - resource: + stream: PromotionSegmentSalesStore + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/PromotionSegmentSalesStore + - resource: + stream: PromotionSegmentSalesStoreHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/PromotionSegmentSalesStoreHistory + - resource: + stream: PromotionSegmentShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/PromotionSegmentShare + - resource: + stream: PromotionShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/PromotionShare + - resource: + stream: PromotionTarget + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/PromotionTarget + - resource: + stream: PromotionTargetHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/PromotionTargetHistory + - resource: + stream: Prompt + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/Prompt + - resource: + stream: PromptAction + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/PromptAction + - resource: + stream: PromptActionShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/PromptActionShare + - resource: + stream: PromptError + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/PromptError + - resource: + stream: PromptErrorShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/PromptErrorShare + - resource: + stream: PromptVersion + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/PromptVersion + - resource: + stream: Publisher + syncMode: full_refresh + cursorField: + - Id + target: acmeCo/Publisher + - resource: + stream: PushTopic + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/PushTopic + - resource: + stream: QueueSobject + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/QueueSobject + - resource: + stream: QuickText + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/QuickText + - resource: + stream: QuickTextHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/QuickTextHistory + - resource: + stream: QuickTextShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/QuickTextShare + - resource: + stream: QuickTextUsage + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/QuickTextUsage + - resource: + stream: QuickTextUsageShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/QuickTextUsageShare + - resource: + stream: RecentlyViewed + syncMode: full_refresh + cursorField: + - Id + target: acmeCo/RecentlyViewed + - resource: + stream: Recommendation + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/Recommendation + - resource: + stream: RecommendationResponse + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/RecommendationResponse + - resource: + stream: RecordAction + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/RecordAction + - resource: + stream: RecordActionHistory + syncMode: full_refresh + cursorField: + - Id + target: acmeCo/RecordActionHistory + - resource: + stream: RecordType + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/RecordType + - resource: + stream: RedirectWhitelistUrl + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/RedirectWhitelistUrl + - resource: + stream: Refund + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/Refund + - resource: + stream: RefundLinePayment + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/RefundLinePayment + - resource: + stream: Report + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/Report + - resource: + stream: ReportAnomalyEventStore + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ReportAnomalyEventStore + - resource: + stream: ReportAnomalyEventStoreFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ReportAnomalyEventStoreFeed + - resource: + stream: ReportEvent + syncMode: full_refresh + cursorField: + - Id + target: acmeCo/ReportEvent + - resource: + stream: ReportFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ReportFeed + - resource: + stream: ResourceAbsence + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ResourceAbsence + - resource: + stream: ResourceAbsenceFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ResourceAbsenceFeed + - resource: + stream: ResourceAbsenceHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/ResourceAbsenceHistory + - resource: + stream: ResourcePreference + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ResourcePreference + - resource: + stream: ResourcePreferenceFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ResourcePreferenceFeed + - resource: + stream: ResourcePreferenceHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/ResourcePreferenceHistory + - resource: + stream: ReturnOrder + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ReturnOrder + - resource: + stream: ReturnOrderFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ReturnOrderFeed + - resource: + stream: ReturnOrderHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/ReturnOrderHistory + - resource: + stream: ReturnOrderItemAdjustment + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ReturnOrderItemAdjustment + - resource: + stream: ReturnOrderItemTax + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ReturnOrderItemTax + - resource: + stream: ReturnOrderLineItem + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ReturnOrderLineItem + - resource: + stream: ReturnOrderLineItemFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ReturnOrderLineItemFeed + - resource: + stream: ReturnOrderLineItemHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/ReturnOrderLineItemHistory + - resource: + stream: ReturnOrderShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/ReturnOrderShare + - resource: + stream: SPSamlAttributes + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/SPSamlAttributes + - resource: + stream: SalesStore + syncMode: full_refresh + cursorField: + - Id + target: acmeCo/SalesStore + - resource: + stream: SamlSsoConfig + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/SamlSsoConfig + - resource: + stream: Scontrol + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/Scontrol + - resource: + stream: ScratchOrgInfo + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ScratchOrgInfo + - resource: + stream: ScratchOrgInfoFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ScratchOrgInfoFeed + - resource: + stream: ScratchOrgInfoHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/ScratchOrgInfoHistory + - resource: + stream: ScratchOrgInfoShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/ScratchOrgInfoShare + - resource: + stream: SearchPromotionRule + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/SearchPromotionRule + - resource: + stream: SecurityCustomBaseline + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/SecurityCustomBaseline + - resource: + stream: ServiceAppointment + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ServiceAppointment + - resource: + stream: ServiceAppointmentFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ServiceAppointmentFeed + - resource: + stream: ServiceAppointmentHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/ServiceAppointmentHistory + - resource: + stream: ServiceAppointmentShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/ServiceAppointmentShare + - resource: + stream: ServiceAppointmentStatus + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ServiceAppointmentStatus + - resource: + stream: ServiceContract + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ServiceContract + - resource: + stream: ServiceContractFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ServiceContractFeed + - resource: + stream: ServiceContractHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/ServiceContractHistory + - resource: + stream: ServiceContractShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/ServiceContractShare + - resource: + stream: ServiceResource + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ServiceResource + - resource: + stream: ServiceResourceFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ServiceResourceFeed + - resource: + stream: ServiceResourceHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/ServiceResourceHistory + - resource: + stream: ServiceResourceShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/ServiceResourceShare + - resource: + stream: ServiceResourceSkill + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ServiceResourceSkill + - resource: + stream: ServiceResourceSkillFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ServiceResourceSkillFeed + - resource: + stream: ServiceResourceSkillHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/ServiceResourceSkillHistory + - resource: + stream: ServiceSetupProvisioning + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ServiceSetupProvisioning + - resource: + stream: ServiceTerritory + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ServiceTerritory + - resource: + stream: ServiceTerritoryFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ServiceTerritoryFeed + - resource: + stream: ServiceTerritoryHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/ServiceTerritoryHistory + - resource: + stream: ServiceTerritoryMember + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ServiceTerritoryMember + - resource: + stream: ServiceTerritoryMemberFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ServiceTerritoryMemberFeed + - resource: + stream: ServiceTerritoryMemberHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/ServiceTerritoryMemberHistory + - resource: + stream: ServiceTerritoryShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/ServiceTerritoryShare + - resource: + stream: ServiceTerritoryWorkType + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ServiceTerritoryWorkType + - resource: + stream: ServiceTerritoryWorkTypeFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ServiceTerritoryWorkTypeFeed + - resource: + stream: ServiceTerritoryWorkTypeHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/ServiceTerritoryWorkTypeHistory + - resource: + stream: SessionHijackingEventStore + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/SessionHijackingEventStore + - resource: + stream: SessionHijackingEventStoreFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/SessionHijackingEventStoreFeed + - resource: + stream: SessionPermSetActivation + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/SessionPermSetActivation + - resource: + stream: SetupAssistantStep + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/SetupAssistantStep + - resource: + stream: SetupAuditTrail + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/SetupAuditTrail + - resource: + stream: SetupEntityAccess + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/SetupEntityAccess + - resource: + stream: Shift + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/Shift + - resource: + stream: ShiftFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ShiftFeed + - resource: + stream: ShiftHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/ShiftHistory + - resource: + stream: ShiftShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/ShiftShare + - resource: + stream: ShiftStatus + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ShiftStatus + - resource: + stream: Shipment + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/Shipment + - resource: + stream: ShipmentFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ShipmentFeed + - resource: + stream: ShipmentHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/ShipmentHistory + - resource: + stream: ShipmentItem + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ShipmentItem + - resource: + stream: ShipmentItemFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ShipmentItemFeed + - resource: + stream: ShipmentItemHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/ShipmentItemHistory + - resource: + stream: ShipmentShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/ShipmentShare + - resource: + stream: Site + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/Site + - resource: + stream: SiteFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/SiteFeed + - resource: + stream: SiteHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/SiteHistory + - resource: + stream: SiteIframeWhiteListUrl + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/SiteIframeWhiteListUrl + - resource: + stream: SiteRedirectMapping + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/SiteRedirectMapping + - resource: + stream: Skill + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/Skill + - resource: + stream: SkillRequirement + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/SkillRequirement + - resource: + stream: SkillRequirementFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/SkillRequirementFeed + - resource: + stream: SkillRequirementHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/SkillRequirementHistory + - resource: + stream: SlaProcess + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/SlaProcess + - resource: + stream: Solution + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/Solution + - resource: + stream: SolutionFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/SolutionFeed + - resource: + stream: SolutionHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/SolutionHistory + - resource: + stream: SolutionStatus + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/SolutionStatus + - resource: + stream: Stamp + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/Stamp + - resource: + stream: StampAssignment + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/StampAssignment + - resource: + stream: StaticResource + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/StaticResource + - resource: + stream: StreamingChannel + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/StreamingChannel + - resource: + stream: StreamingChannelShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/StreamingChannelShare + - resource: + stream: TabDefinition + syncMode: full_refresh + cursorField: + - Id + target: acmeCo/TabDefinition + - resource: + stream: Task + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/Task + - resource: + stream: TaskFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/TaskFeed + - resource: + stream: TaskPriority + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/TaskPriority + - resource: + stream: TaskStatus + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/TaskStatus + - resource: + stream: TenantUsageEntitlement + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/TenantUsageEntitlement + - resource: + stream: TestSuiteMembership + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/TestSuiteMembership + - resource: + stream: ThirdPartyAccountLink + syncMode: full_refresh + cursorField: + - Id + target: acmeCo/ThirdPartyAccountLink + - resource: + stream: ThreatDetectionFeedback + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ThreatDetectionFeedback + - resource: + stream: ThreatDetectionFeedbackFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/ThreatDetectionFeedbackFeed + - resource: + stream: TimeSlot + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/TimeSlot + - resource: + stream: TodayGoal + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/TodayGoal + - resource: + stream: TodayGoalShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/TodayGoalShare + - resource: + stream: Topic + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/Topic + - resource: + stream: TopicAssignment + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/TopicAssignment + - resource: + stream: TopicFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/TopicFeed + - resource: + stream: TopicUserEvent + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/TopicUserEvent + - resource: + stream: TransactionSecurityPolicy + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/TransactionSecurityPolicy + - resource: + stream: Translation + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/Translation + - resource: + stream: UiFormulaCriterion + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/UiFormulaCriterion + - resource: + stream: UiFormulaRule + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/UiFormulaRule + - resource: + stream: UndecidedEventRelation + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/UndecidedEventRelation + - resource: + stream: UriEvent + syncMode: full_refresh + cursorField: + - Id + target: acmeCo/UriEvent + - resource: + stream: User + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/User + - resource: + stream: UserAppInfo + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/UserAppInfo + - resource: + stream: UserAppMenuCustomization + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/UserAppMenuCustomization + - resource: + stream: UserAppMenuCustomizationShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/UserAppMenuCustomizationShare + - resource: + stream: UserAppMenuItem + syncMode: full_refresh + cursorField: + - Id + target: acmeCo/UserAppMenuItem + - resource: + stream: UserEmailPreferredPerson + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/UserEmailPreferredPerson + - resource: + stream: UserEmailPreferredPersonShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/UserEmailPreferredPersonShare + - resource: + stream: UserFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/UserFeed + - resource: + stream: UserLicense + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/UserLicense + - resource: + stream: UserListView + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/UserListView + - resource: + stream: UserListViewCriterion + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/UserListViewCriterion + - resource: + stream: UserLogin + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/UserLogin + - resource: + stream: UserPackageLicense + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/UserPackageLicense + - resource: + stream: UserPermissionAccess + syncMode: full_refresh + cursorField: + - Id + target: acmeCo/UserPermissionAccess + - resource: + stream: UserPreference + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/UserPreference + - resource: + stream: UserProvAccount + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/UserProvAccount + - resource: + stream: UserProvAccountStaging + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/UserProvAccountStaging + - resource: + stream: UserProvMockTarget + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/UserProvMockTarget + - resource: + stream: UserProvisioningConfig + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/UserProvisioningConfig + - resource: + stream: UserProvisioningLog + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/UserProvisioningLog + - resource: + stream: UserProvisioningRequest + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/UserProvisioningRequest + - resource: + stream: UserProvisioningRequestShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/UserProvisioningRequestShare + - resource: + stream: UserRole + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/UserRole + - resource: + stream: UserSetupEntityAccess + syncMode: full_refresh + cursorField: + - Id + target: acmeCo/UserSetupEntityAccess + - resource: + stream: UserShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/UserShare + - resource: + stream: VerificationHistory + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/VerificationHistory + - resource: + stream: VisualforceAccessMetrics + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/VisualforceAccessMetrics + - resource: + stream: VoiceCall + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/VoiceCall + - resource: + stream: VoiceCallFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/VoiceCallFeed + - resource: + stream: VoiceCallRecording + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/VoiceCallRecording + - resource: + stream: VoiceCallShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/VoiceCallShare + - resource: + stream: VoiceVendorInfo + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/VoiceVendorInfo + - resource: + stream: WaveAutoInstallRequest + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/WaveAutoInstallRequest + - resource: + stream: WaveCompatibilityCheckItem + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/WaveCompatibilityCheckItem + - resource: + stream: WebCart + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/WebCart + - resource: + stream: WebCartAdjustmentGroup + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/WebCartAdjustmentGroup + - resource: + stream: WebCartHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/WebCartHistory + - resource: + stream: WebCartShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/WebCartShare + - resource: + stream: WebLink + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/WebLink + - resource: + stream: WebStore + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/WebStore + - resource: + stream: WebStoreBuyerGroup + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/WebStoreBuyerGroup + - resource: + stream: WebStoreCatalog + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/WebStoreCatalog + - resource: + stream: WebStoreCatalogHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/WebStoreCatalogHistory + - resource: + stream: WebStoreShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/WebStoreShare + - resource: + stream: WorkOrder + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/WorkOrder + - resource: + stream: WorkOrderFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/WorkOrderFeed + - resource: + stream: WorkOrderHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/WorkOrderHistory + - resource: + stream: WorkOrderLineItem + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/WorkOrderLineItem + - resource: + stream: WorkOrderLineItemFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/WorkOrderLineItemFeed + - resource: + stream: WorkOrderLineItemHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/WorkOrderLineItemHistory + - resource: + stream: WorkOrderLineItemStatus + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/WorkOrderLineItemStatus + - resource: + stream: WorkOrderShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/WorkOrderShare + - resource: + stream: WorkOrderStatus + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/WorkOrderStatus + - resource: + stream: WorkPlan + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/WorkPlan + - resource: + stream: WorkPlanFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/WorkPlanFeed + - resource: + stream: WorkPlanHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/WorkPlanHistory + - resource: + stream: WorkPlanShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/WorkPlanShare + - resource: + stream: WorkPlanTemplate + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/WorkPlanTemplate + - resource: + stream: WorkPlanTemplateEntry + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/WorkPlanTemplateEntry + - resource: + stream: WorkPlanTemplateEntryFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/WorkPlanTemplateEntryFeed + - resource: + stream: WorkPlanTemplateEntryHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/WorkPlanTemplateEntryHistory + - resource: + stream: WorkPlanTemplateFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/WorkPlanTemplateFeed + - resource: + stream: WorkPlanTemplateHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/WorkPlanTemplateHistory + - resource: + stream: WorkPlanTemplateShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/WorkPlanTemplateShare + - resource: + stream: WorkStep + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/WorkStep + - resource: + stream: WorkStepFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/WorkStepFeed + - resource: + stream: WorkStepHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/WorkStepHistory + - resource: + stream: WorkStepStatus + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/WorkStepStatus + - resource: + stream: WorkStepTemplate + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/WorkStepTemplate + - resource: + stream: WorkStepTemplateFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/WorkStepTemplateFeed + - resource: + stream: WorkStepTemplateHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/WorkStepTemplateHistory + - resource: + stream: WorkStepTemplateShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/WorkStepTemplateShare + - resource: + stream: WorkType + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/WorkType + - resource: + stream: WorkTypeFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/WorkTypeFeed + - resource: + stream: WorkTypeGroup + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/WorkTypeGroup + - resource: + stream: WorkTypeGroupFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/WorkTypeGroupFeed + - resource: + stream: WorkTypeGroupHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/WorkTypeGroupHistory + - resource: + stream: WorkTypeGroupMember + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/WorkTypeGroupMember + - resource: + stream: WorkTypeGroupMemberFeed + syncMode: incremental + cursorField: + - SystemModstamp + target: acmeCo/WorkTypeGroupMemberFeed + - resource: + stream: WorkTypeGroupMemberHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/WorkTypeGroupMemberHistory + - resource: + stream: WorkTypeGroupShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/WorkTypeGroupShare + - resource: + stream: WorkTypeHistory + syncMode: incremental + cursorField: + - CreatedDate + target: acmeCo/WorkTypeHistory + - resource: + stream: WorkTypeShare + syncMode: incremental + cursorField: + - LastModifiedDate + target: acmeCo/WorkTypeShare + - resource: + stream: Describe + syncMode: full_refresh + cursorField: + - name + target: acmeCo/Describe + shards: + disable: true diff --git a/source-salesforce/tests/__init__.py b/source-salesforce/tests/__init__.py new file mode 100644 index 0000000000..e69de29bb2 diff --git a/source-salesforce/tests/api_test.py b/source-salesforce/tests/api_test.py new file mode 100644 index 0000000000..6359446705 --- /dev/null +++ b/source-salesforce/tests/api_test.py @@ -0,0 +1,663 @@ +# +# Copyright (c) 2023 Airbyte, Inc., all rights reserved. +# + + +import csv +import io +import logging +import re +from datetime import datetime +from unittest.mock import Mock + +import pytest +import requests_mock +from airbyte_cdk.models import AirbyteStream, ConfiguredAirbyteCatalog, ConfiguredAirbyteStream, DestinationSyncMode, SyncMode, Type +from .conftest import encoding_symbols_parameters, generate_stream +from requests.exceptions import HTTPError +from source_salesforce.api import Salesforce +from source_salesforce.source import SourceSalesforce +from source_salesforce.streams import ( + CSV_FIELD_SIZE_LIMIT, + BulkIncrementalSalesforceStream, + BulkSalesforceStream, + IncrementalRestSalesforceStream, + RestSalesforceStream, +) + + +def test_bulk_sync_creation_failed(stream_config, stream_api): + stream: BulkIncrementalSalesforceStream = generate_stream("Account", stream_config, stream_api) + with requests_mock.Mocker() as m: + m.register_uri("POST", stream.path(), status_code=400, json=[{"message": "test_error"}]) + with pytest.raises(HTTPError) as err: + stream_slices = next(iter(stream.stream_slices(sync_mode=SyncMode.incremental))) + next(stream.read_records(sync_mode=SyncMode.full_refresh, stream_slice=stream_slices)) + assert err.value.response.json()[0]["message"] == "test_error" + + +def test_bulk_stream_fallback_to_rest(mocker, requests_mock, stream_config, stream_api): + """ + Here we mock BULK API with response returning error, saying BULK is not supported for this kind of entity. + On the other hand, we mock REST API for this same entity with a successful response. + After having instantiated a BulkStream, sync should succeed in case it falls back to REST API. Otherwise it would throw an error. + """ + stream = generate_stream("CustomEntity", stream_config, stream_api) + # mock a BULK API + requests_mock.register_uri( + "POST", + "https://fase-account.salesforce.com/services/data/v57.0/jobs/query", + status_code=400, + json=[{"errorCode": "INVALIDENTITY", "message": "CustomEntity is not supported by the Bulk API"}], + ) + rest_stream_records = [ + {"id": 1, "name": "custom entity", "created": "2010-11-11"}, + {"id": 11, "name": "custom entity", "created": "2020-01-02"}, + ] + # mock REST API + mocker.patch("source_salesforce.source.RestSalesforceStream.read_records", lambda *args, **kwargs: iter(rest_stream_records)) + assert type(stream) is BulkIncrementalSalesforceStream + stream_slices = next(iter(stream.stream_slices(sync_mode=SyncMode.incremental))) + assert list(stream.read_records(sync_mode=SyncMode.full_refresh, stream_slice=stream_slices)) == rest_stream_records + + +def test_stream_unsupported_by_bulk(stream_config, stream_api, caplog): + """ + Stream `AcceptedEventRelation` is not supported by BULK API, so that REST API stream will be used for it. + """ + stream_name = "AcceptedEventRelation" + stream = generate_stream(stream_name, stream_config, stream_api) + assert not isinstance(stream, BulkSalesforceStream) + + +def test_stream_contains_unsupported_properties_by_bulk(stream_config, stream_api_v2): + """ + Stream `Account` contains compound field such as BillingAddress, which is not supported by BULK API (csv), + in that case REST API stream will be used for it. + """ + stream_name = "Account" + stream = generate_stream(stream_name, stream_config, stream_api_v2) + assert not isinstance(stream, BulkSalesforceStream) + + +@pytest.mark.parametrize("item_number", [0, 15, 2000, 2324, 3000]) +def test_bulk_sync_pagination(item_number, stream_config, stream_api): + stream: BulkIncrementalSalesforceStream = generate_stream("Account", stream_config, stream_api) + test_ids = [i for i in range(1, item_number)] + pages = [test_ids[i : i + stream.page_size] for i in range(0, len(test_ids), stream.page_size)] + if not pages: + pages = [[]] + with requests_mock.Mocker() as m: + creation_responses = [] + + for page in range(len(pages)): + job_id = f"fake_job_{page}" + creation_responses.append({"json": {"id": job_id}}) + m.register_uri("GET", stream.path() + f"/{job_id}", json={"state": "JobComplete"}) + resp = ["Field1,LastModifiedDate,ID"] + [f"test,2021-11-16,{i}" for i in pages[page]] + m.register_uri("GET", stream.path() + f"/{job_id}/results", text="\n".join(resp)) + m.register_uri("DELETE", stream.path() + f"/{job_id}") + m.register_uri("POST", stream.path(), creation_responses) + + stream_slices = next(iter(stream.stream_slices(sync_mode=SyncMode.incremental))) + loaded_ids = [int(record["ID"]) for record in stream.read_records(sync_mode=SyncMode.full_refresh, stream_slice=stream_slices)] + assert not set(test_ids).symmetric_difference(set(loaded_ids)) + post_request_count = len([r for r in m.request_history if r.method == "POST"]) + assert post_request_count == len(pages) + + +def _prepare_mock(m, stream): + job_id = "fake_job_1" + m.register_uri("POST", stream.path(), json={"id": job_id}) + m.register_uri("DELETE", stream.path() + f"/{job_id}") + m.register_uri("GET", stream.path() + f"/{job_id}/results", text="Field1,LastModifiedDate,ID\ntest,2021-11-16,1") + m.register_uri("PATCH", stream.path() + f"/{job_id}", text="") + return job_id + + +def _get_result_id(stream): + stream_slices = next(iter(stream.stream_slices(sync_mode=SyncMode.incremental))) + return int(list(stream.read_records(sync_mode=SyncMode.full_refresh, stream_slice=stream_slices))[0]["ID"]) + + +def test_bulk_sync_successful(stream_config, stream_api): + stream: BulkIncrementalSalesforceStream = generate_stream("Account", stream_config, stream_api) + with requests_mock.Mocker() as m: + job_id = _prepare_mock(m, stream) + m.register_uri("GET", stream.path() + f"/{job_id}", [{"json": {"state": "JobComplete"}}]) + assert _get_result_id(stream) == 1 + + +def test_bulk_sync_successful_long_response(stream_config, stream_api): + stream: BulkIncrementalSalesforceStream = generate_stream("Account", stream_config, stream_api) + with requests_mock.Mocker() as m: + job_id = _prepare_mock(m, stream) + m.register_uri( + "GET", + stream.path() + f"/{job_id}", + [ + {"json": {"state": "UploadComplete", "id": job_id}}, + {"json": {"state": "InProgress", "id": job_id}}, + {"json": {"state": "JobComplete", "id": job_id}}, + ], + ) + assert _get_result_id(stream) == 1 + + +# maximum timeout is wait_timeout * max_retry_attempt +# this test tries to check a job state 17 times with +-1second for very one +@pytest.mark.timeout(17) +def test_bulk_sync_successful_retry(stream_config, stream_api): + stream: BulkIncrementalSalesforceStream = generate_stream("Account", stream_config, stream_api) + stream.DEFAULT_WAIT_TIMEOUT_SECONDS = 6 # maximum wait timeout will be 6 seconds + + with requests_mock.Mocker() as m: + job_id = _prepare_mock(m, stream) + # 2 failed attempts, 3rd one should be successful + states = [{"json": {"state": "InProgress", "id": job_id}}] * 17 + states.append({"json": {"state": "JobComplete", "id": job_id}}) + # raise Exception(states) + m.register_uri("GET", stream.path() + f"/{job_id}", states) + assert _get_result_id(stream) == 1 + + +@pytest.mark.timeout(30) +def test_bulk_sync_failed_retry(stream_config, stream_api): + stream: BulkIncrementalSalesforceStream = generate_stream("Account", stream_config, stream_api) + stream.DEFAULT_WAIT_TIMEOUT_SECONDS = 6 # maximum wait timeout will be 6 seconds + with requests_mock.Mocker() as m: + job_id = _prepare_mock(m, stream) + m.register_uri("GET", stream.path() + f"/{job_id}", json={"state": "InProgress", "id": job_id}) + with pytest.raises(Exception) as err: + stream_slices = next(iter(stream.stream_slices(sync_mode=SyncMode.incremental))) + next(stream.read_records(sync_mode=SyncMode.full_refresh, stream_slice=stream_slices)) + assert "stream using BULK API was failed" in str(err.value) + + +@pytest.mark.parametrize( + "start_date_provided,stream_name,expected_start_date", + [ + (True, "Account", "2010-01-18T21:18:20Z"), + (False, "Account", None), + (True, "ActiveFeatureLicenseMetric", "2010-01-18T21:18:20Z"), + (False, "ActiveFeatureLicenseMetric", None), + ], +) +def test_stream_start_date( + start_date_provided, + stream_name, + expected_start_date, + stream_config, + stream_api, + stream_config_without_start_date, +): + if start_date_provided: + stream = generate_stream(stream_name, stream_config, stream_api) + assert stream.start_date == expected_start_date + else: + stream = generate_stream(stream_name, stream_config_without_start_date, stream_api) + assert datetime.strptime(stream.start_date, "%Y-%m-%dT%H:%M:%SZ").year == datetime.now().year - 2 + + +def test_stream_start_date_should_be_converted_to_datetime_format(stream_config_date_format, stream_api): + stream: IncrementalRestSalesforceStream = generate_stream("ActiveFeatureLicenseMetric", stream_config_date_format, stream_api) + assert stream.start_date == "2010-01-18T00:00:00Z" + + +def test_stream_start_datetime_format_should_not_changed(stream_config, stream_api): + stream: IncrementalRestSalesforceStream = generate_stream("ActiveFeatureLicenseMetric", stream_config, stream_api) + assert stream.start_date == "2010-01-18T21:18:20Z" + + +def test_download_data_filter_null_bytes(stream_config, stream_api): + job_full_url: str = "https://fase-account.salesforce.com/services/data/v57.0/jobs/query/7504W00000bkgnpQAA" + stream: BulkIncrementalSalesforceStream = generate_stream("Account", stream_config, stream_api) + + with requests_mock.Mocker() as m: + m.register_uri("GET", f"{job_full_url}/results", content=b"\x00") + res = list(stream.read_with_chunks(*stream.download_data(url=job_full_url))) + assert res == [] + + m.register_uri("GET", f"{job_full_url}/results", content=b'"Id","IsDeleted"\n\x00"0014W000027f6UwQAI","false"\n\x00\x00') + res = list(stream.read_with_chunks(*stream.download_data(url=job_full_url))) + assert res == [{"Id": "0014W000027f6UwQAI", "IsDeleted": "false"}] + + +def test_read_with_chunks_should_return_only_object_data_type(stream_config, stream_api): + job_full_url: str = "https://fase-account.salesforce.com/services/data/v57.0/jobs/query/7504W00000bkgnpQAA" + stream: BulkIncrementalSalesforceStream = generate_stream("Account", stream_config, stream_api) + + with requests_mock.Mocker() as m: + m.register_uri("GET", f"{job_full_url}/results", content=b'"IsDeleted","Age"\n"false",24\n') + res = list(stream.read_with_chunks(*stream.download_data(url=job_full_url))) + assert res == [{"IsDeleted": "false", "Age": "24"}] + + +def test_read_with_chunks_should_return_a_string_when_a_string_with_only_digits_is_provided(stream_config, stream_api): + job_full_url: str = "https://fase-account.salesforce.com/services/data/v57.0/jobs/query/7504W00000bkgnpQAA" + stream: BulkIncrementalSalesforceStream = generate_stream("Account", stream_config, stream_api) + + with requests_mock.Mocker() as m: + m.register_uri("GET", f"{job_full_url}/results", content=b'"ZipCode"\n"01234"\n') + res = list(stream.read_with_chunks(*stream.download_data(url=job_full_url))) + assert res == [{"ZipCode": "01234"}] + + +def test_read_with_chunks_should_return_null_value_when_no_data_is_provided(stream_config, stream_api): + job_full_url: str = "https://fase-account.salesforce.com/services/data/v57.0/jobs/query/7504W00000bkgnpQAA" + stream: BulkIncrementalSalesforceStream = generate_stream("Account", stream_config, stream_api) + + with requests_mock.Mocker() as m: + m.register_uri("GET", f"{job_full_url}/results", content=b'"IsDeleted","Age","Name"\n"false",,"Airbyte"\n') + res = list(stream.read_with_chunks(*stream.download_data(url=job_full_url))) + assert res == [{"IsDeleted": "false", "Age": None, "Name": "Airbyte"}] + + +@pytest.mark.parametrize( + "chunk_size, content_type, content, expected_result", + encoding_symbols_parameters(), + ids=[f"charset: {x[1]}, chunk_size: {x[0]}" for x in encoding_symbols_parameters()], +) +def test_encoding_symbols(stream_config, stream_api, chunk_size, content_type, content, expected_result): + job_full_url: str = "https://fase-account.salesforce.com/services/data/v57.0/jobs/query/7504W00000bkgnpQAA" + stream: BulkIncrementalSalesforceStream = generate_stream("Account", stream_config, stream_api) + + with requests_mock.Mocker() as m: + m.register_uri("GET", f"{job_full_url}/results", headers={"Content-Type": f"text/html; charset={content_type}"}, content=content) + res = list(stream.read_with_chunks(*stream.download_data(url=job_full_url, chunk_size=chunk_size))) + assert res == expected_result + + +@pytest.mark.parametrize( + "login_status_code, login_json_resp, discovery_status_code, discovery_resp_json, expected_error_msg", + ( + (403, [{"errorCode": "REQUEST_LIMIT_EXCEEDED", "message": "TotalRequests Limit exceeded."}], 200, {}, "API Call limit is exceeded"), + ( + 200, + {"access_token": "access_token", "instance_url": "https://instance_url"}, + 403, + [{"errorCode": "FORBIDDEN", "message": "You do not have enough permissions"}], + 'An error occurred: [{"errorCode": "FORBIDDEN", "message": "You do not have enough permissions"}]', + ), + ), +) +def test_check_connection_rate_limit( + stream_config, login_status_code, login_json_resp, discovery_status_code, discovery_resp_json, expected_error_msg +): + source = SourceSalesforce() + logger = logging.getLogger("airbyte") + + with requests_mock.Mocker() as m: + m.register_uri("POST", "https://login.salesforce.com/services/oauth2/token", json=login_json_resp, status_code=login_status_code) + m.register_uri( + "GET", "https://instance_url/services/data/v57.0/sobjects", json=discovery_resp_json, status_code=discovery_status_code + ) + result, msg = source.check_connection(logger, stream_config) + assert result is False + assert msg == expected_error_msg + + +def configure_request_params_mock(stream_1, stream_2): + stream_1.request_params = Mock() + stream_1.request_params.return_value = {"q": "query"} + + stream_2.request_params = Mock() + stream_2.request_params.return_value = {"q": "query"} + + +def test_rate_limit_bulk(stream_config, stream_api, bulk_catalog, state): + """ + Connector should stop the sync if one stream reached rate limit + stream_1, stream_2, stream_3, ... + While reading `stream_1` if 403 (Rate Limit) is received, it should finish that stream with success and stop the sync process. + Next streams should not be executed. + """ + stream_1: BulkIncrementalSalesforceStream = generate_stream("Account", stream_config, stream_api) + stream_2: BulkIncrementalSalesforceStream = generate_stream("Asset", stream_config, stream_api) + streams = [stream_1, stream_2] + configure_request_params_mock(stream_1, stream_2) + + stream_1.page_size = 6 + stream_1.state_checkpoint_interval = 5 + + source = SourceSalesforce() + source.streams = Mock() + source.streams.return_value = streams + logger = logging.getLogger("airbyte") + + json_response = [{"errorCode": "REQUEST_LIMIT_EXCEEDED", "message": "TotalRequests Limit exceeded."}] + with requests_mock.Mocker() as m: + for stream in streams: + creation_responses = [] + for page in [1, 2]: + job_id = f"fake_job_{page}_{stream.name}" + creation_responses.append({"json": {"id": job_id}}) + + m.register_uri("GET", stream.path() + f"/{job_id}", json={"state": "JobComplete"}) + + resp = ["Field1,LastModifiedDate,Id"] + [f"test,2021-11-0{i},{i}" for i in range(1, 7)] # 6 records per page + + if page == 1: + # Read the first page successfully + m.register_uri("GET", stream.path() + f"/{job_id}/results", text="\n".join(resp)) + else: + # Requesting for results when reading second page should fail with 403 (Rate Limit error) + m.register_uri("GET", stream.path() + f"/{job_id}/results", status_code=403, json=json_response) + + m.register_uri("DELETE", stream.path() + f"/{job_id}") + + m.register_uri("POST", stream.path(), creation_responses) + + result = [i for i in source.read(logger=logger, config=stream_config, catalog=bulk_catalog, state=state)] + assert stream_1.request_params.called + assert ( + not stream_2.request_params.called + ), "The second stream should not be executed, because the first stream finished with Rate Limit." + + records = [item for item in result if item.type == Type.RECORD] + assert len(records) == 6 # stream page size: 6 + + state_record = [item for item in result if item.type == Type.STATE][0] + assert state_record.state.data["Account"]["LastModifiedDate"] == "2021-11-05" # state checkpoint interval is 5. + + +def test_rate_limit_rest(stream_config, stream_api, rest_catalog, state): + """ + Connector should stop the sync if one stream reached rate limit + stream_1, stream_2, stream_3, ... + While reading `stream_1` if 403 (Rate Limit) is received, it should finish that stream with success and stop the sync process. + Next streams should not be executed. + """ + + stream_1: IncrementalRestSalesforceStream = generate_stream("KnowledgeArticle", stream_config, stream_api) + stream_2: IncrementalRestSalesforceStream = generate_stream("AcceptedEventRelation", stream_config, stream_api) + + stream_1.state_checkpoint_interval = 3 + configure_request_params_mock(stream_1, stream_2) + + source = SourceSalesforce() + source.streams = Mock() + source.streams.return_value = [stream_1, stream_2] + + logger = logging.getLogger("airbyte") + + next_page_url = "/services/data/v57.0/query/012345" + response_1 = { + "done": False, + "totalSize": 10, + "nextRecordsUrl": next_page_url, + "records": [ + { + "ID": 1, + "LastModifiedDate": "2021-11-15", + }, + { + "ID": 2, + "LastModifiedDate": "2021-11-16", + }, + { + "ID": 3, + "LastModifiedDate": "2021-11-17", # check point interval + }, + { + "ID": 4, + "LastModifiedDate": "2021-11-18", + }, + { + "ID": 5, + "LastModifiedDate": "2021-11-19", + }, + ], + } + response_2 = [{"errorCode": "REQUEST_LIMIT_EXCEEDED", "message": "TotalRequests Limit exceeded."}] + + with requests_mock.Mocker() as m: + m.register_uri("GET", stream_1.path(), json=response_1, status_code=200) + m.register_uri("GET", next_page_url, json=response_2, status_code=403) + + result = [i for i in source.read(logger=logger, config=stream_config, catalog=rest_catalog, state=state)] + + assert stream_1.request_params.called + assert ( + not stream_2.request_params.called + ), "The second stream should not be executed, because the first stream finished with Rate Limit." + + records = [item for item in result if item.type == Type.RECORD] + assert len(records) == 5 + + state_record = [item for item in result if item.type == Type.STATE][0] + assert state_record.state.data["KnowledgeArticle"]["LastModifiedDate"] == "2021-11-17" + + +def test_pagination_rest(stream_config, stream_api): + stream_name = "AcceptedEventRelation" + stream: RestSalesforceStream = generate_stream(stream_name, stream_config, stream_api) + stream.DEFAULT_WAIT_TIMEOUT_SECONDS = 6 # maximum wait timeout will be 6 seconds + next_page_url = "/services/data/v57.0/query/012345" + with requests_mock.Mocker() as m: + resp_1 = { + "done": False, + "totalSize": 4, + "nextRecordsUrl": next_page_url, + "records": [ + { + "ID": 1, + "LastModifiedDate": "2021-11-15", + }, + { + "ID": 2, + "LastModifiedDate": "2021-11-16", + }, + ], + } + resp_2 = { + "done": True, + "totalSize": 4, + "records": [ + { + "ID": 3, + "LastModifiedDate": "2021-11-17", + }, + { + "ID": 4, + "LastModifiedDate": "2021-11-18", + }, + ], + } + + m.register_uri("GET", stream.path(), json=resp_1) + m.register_uri("GET", next_page_url, json=resp_2) + + records = [record for record in stream.read_records(sync_mode=SyncMode.full_refresh)] + assert len(records) == 4 + + +def test_csv_reader_dialect_unix(): + stream: BulkSalesforceStream = BulkSalesforceStream(stream_name=None, sf_api=None, pk=None) + url = "https://fake-account.salesforce.com/services/data/v57.0/jobs/query/7504W00000bkgnpQAA" + + data = [ + {"Id": "1", "Name": '"first_name" "last_name"'}, + {"Id": "2", "Name": "'" + 'first_name"\n' + "'" + 'last_name\n"'}, + {"Id": "3", "Name": "first_name last_name"}, + ] + + with io.StringIO("", newline="") as csvfile: + writer = csv.DictWriter(csvfile, fieldnames=["Id", "Name"], dialect="unix") + writer.writeheader() + for line in data: + writer.writerow(line) + text = csvfile.getvalue() + + with requests_mock.Mocker() as m: + m.register_uri("GET", url + "/results", text=text) + result = [i for i in stream.read_with_chunks(*stream.download_data(url))] + assert result == data + + +@pytest.mark.parametrize( + "stream_names,catalog_stream_names,", + ( + ( + ["stream_1", "stream_2", "Describe"], + None, + ), + ( + ["stream_1", "stream_2"], + ["stream_1", "stream_2", "Describe"], + ), + ( + ["stream_1", "stream_2", "stream_3", "Describe"], + ["stream_1", "Describe"], + ), + ), +) +def test_forwarding_sobject_options(stream_config, stream_names, catalog_stream_names) -> None: + sobjects_matcher = re.compile("/sobjects$") + token_matcher = re.compile("/token$") + describe_matcher = re.compile("/describe$") + catalog = None + if catalog_stream_names: + catalog = ConfiguredAirbyteCatalog( + streams=[ + ConfiguredAirbyteStream( + stream=AirbyteStream( + name=catalog_stream_name, supported_sync_modes=[SyncMode.full_refresh], json_schema={"type": "object"} + ), + sync_mode=SyncMode.full_refresh, + destination_sync_mode=DestinationSyncMode.overwrite, + ) + for catalog_stream_name in catalog_stream_names + ] + ) + with requests_mock.Mocker() as m: + m.register_uri("POST", token_matcher, json={"instance_url": "https://fake-url.com", "access_token": "fake-token"}) + m.register_uri( + "GET", + describe_matcher, + json={ + "fields": [ + { + "name": "field", + "type": "string", + } + ] + }, + ) + m.register_uri( + "GET", + sobjects_matcher, + json={ + "sobjects": [ + { + "name": stream_name, + "flag1": True, + "queryable": True, + } + for stream_name in stream_names + if stream_name != "Describe" + ], + }, + ) + source = SourceSalesforce() + source.catalog = catalog + streams = source.streams(config=stream_config) + expected_names = catalog_stream_names if catalog else stream_names + assert not set(expected_names).symmetric_difference(set(stream.name for stream in streams)), "doesn't match excepted streams" + + for stream in streams: + if stream.name != "Describe": + assert stream.sobject_options == {"flag1": True, "queryable": True} + return + + +def test_csv_field_size_limit(): + DEFAULT_CSV_FIELD_SIZE_LIMIT = 1024 * 128 + + field_size = 1024 * 1024 + text = '"Id","Name"\n"1","' + field_size * "a" + '"\n' + + csv.field_size_limit(DEFAULT_CSV_FIELD_SIZE_LIMIT) + reader = csv.reader(io.StringIO(text)) + with pytest.raises(csv.Error): + for _ in reader: + pass + + csv.field_size_limit(CSV_FIELD_SIZE_LIMIT) + reader = csv.reader(io.StringIO(text)) + for _ in reader: + pass + + +def test_convert_to_standard_instance(stream_config, stream_api): + bulk_stream = generate_stream("Account", stream_config, stream_api) + rest_stream = bulk_stream.get_standard_instance() + assert isinstance(rest_stream, IncrementalRestSalesforceStream) + + +def test_rest_stream_init_with_too_many_properties(stream_config, stream_api_v2_too_many_properties): + with pytest.raises(AssertionError): + # v2 means the stream is going to be a REST stream. + # A missing primary key is not allowed + generate_stream("Account", stream_config, stream_api_v2_too_many_properties) + + +def test_too_many_properties(stream_config, stream_api_v2_pk_too_many_properties, requests_mock): + stream = generate_stream("Account", stream_config, stream_api_v2_pk_too_many_properties) + chunks = list(stream.chunk_properties()) + for chunk in chunks: + assert stream.primary_key in chunk + chunks_len = len(chunks) + assert stream.too_many_properties + assert stream.primary_key + assert type(stream) == RestSalesforceStream + url = next_page_url = "https://fase-account.salesforce.com/services/data/v57.0/queryAll" + requests_mock.get( + url, + [ + { + "json": { + "records": [ + {"Id": 1, "propertyA": "A"}, + {"Id": 2, "propertyA": "A"}, + {"Id": 3, "propertyA": "A"}, + {"Id": 4, "propertyA": "A"}, + ] + } + }, + {"json": {"nextRecordsUrl": next_page_url, "records": [{"Id": 1, "propertyB": "B"}, {"Id": 2, "propertyB": "B"}]}}, + # 2 for 2 chunks above + *[{"json": {"records": [{"Id": 1}, {"Id": 2}], "nextRecordsUrl": next_page_url}} for _ in range(chunks_len - 2)], + {"json": {"records": [{"Id": 3, "propertyB": "B"}, {"Id": 4, "propertyB": "B"}]}}, + # 2 for 1 chunk above and 1 chunk had no next page + *[{"json": {"records": [{"Id": 3}, {"Id": 4}]}} for _ in range(chunks_len - 2)], + ], + ) + records = list(stream.read_records(sync_mode=SyncMode.full_refresh)) + assert records == [ + {"Id": 1, "propertyA": "A", "propertyB": "B"}, + {"Id": 2, "propertyA": "A", "propertyB": "B"}, + {"Id": 3, "propertyA": "A", "propertyB": "B"}, + {"Id": 4, "propertyA": "A", "propertyB": "B"}, + ] + for call in requests_mock.request_history: + assert len(call.url) < Salesforce.REQUEST_SIZE_LIMITS + + +def test_stream_with_no_records_in_response(stream_config, stream_api_v2_pk_too_many_properties, requests_mock): + stream = generate_stream("Account", stream_config, stream_api_v2_pk_too_many_properties) + chunks = list(stream.chunk_properties()) + for chunk in chunks: + assert stream.primary_key in chunk + assert stream.too_many_properties + assert stream.primary_key + assert type(stream) == RestSalesforceStream + url = "https://fase-account.salesforce.com/services/data/v57.0/queryAll" + requests_mock.get( + url, + [ + {"json": {"records": []}}, + ], + ) + records = list(stream.read_records(sync_mode=SyncMode.full_refresh)) + assert records == [] diff --git a/source-salesforce/tests/bulk_catalog.json b/source-salesforce/tests/bulk_catalog.json new file mode 100644 index 0000000000..647831c8b8 --- /dev/null +++ b/source-salesforce/tests/bulk_catalog.json @@ -0,0 +1,28 @@ +{ + "streams": [ + { + "stream": { + "name": "Account", + "json_schema": {}, + "supported_sync_modes": ["full_refresh", "incremental"], + "source_defined_cursor": true, + "default_cursor_field": ["LastModifiedDate"], + "source_defined_primary_key": [["Id"]] + }, + "sync_mode": "incremental", + "destination_sync_mode": "append" + }, + { + "stream": { + "name": "Asset", + "json_schema": {}, + "supported_sync_modes": ["full_refresh", "incremental"], + "source_defined_cursor": true, + "default_cursor_field": ["SystemModstamp"], + "source_defined_primary_key": [["Id"]] + }, + "sync_mode": "incremental", + "destination_sync_mode": "append" + } + ] +} diff --git a/source-salesforce/tests/conftest.py b/source-salesforce/tests/conftest.py new file mode 100644 index 0000000000..ba56eb38e2 --- /dev/null +++ b/source-salesforce/tests/conftest.py @@ -0,0 +1,147 @@ +# +# Copyright (c) 2023 Airbyte, Inc., all rights reserved. +# + +import json +from unittest.mock import Mock + +import pytest +from airbyte_cdk.models import ConfiguredAirbyteCatalog +from source_salesforce.api import Salesforce +from source_salesforce.source import SourceSalesforce + + +@pytest.fixture(autouse=True) +def time_sleep_mock(mocker): + time_mock = mocker.patch("time.sleep", lambda x: None) + yield time_mock + + +@pytest.fixture(scope="module") +def bulk_catalog(): + with open("source-salesforce/tests/bulk_catalog.json") as f: + data = json.loads(f.read()) + return ConfiguredAirbyteCatalog.parse_obj(data) + + +@pytest.fixture(scope="module") +def rest_catalog(): + with open("source-salesforce/tests/rest_catalog.json") as f: + data = json.loads(f.read()) + return ConfiguredAirbyteCatalog.parse_obj(data) + + +@pytest.fixture(scope="module") +def state(): + state = {"Account": {"LastModifiedDate": "2021-10-01T21:18:20.000Z"}, "Asset": {"SystemModstamp": "2021-10-02T05:08:29.000Z"}} + return state + + +@pytest.fixture(scope="module") +def stream_config(): + """Generates streams settings for BULK logic""" + return { + "credentials": { + "client_id": "fake_client_id", + "client_secret": "fake_client_secret", + "refresh_token": "fake_refresh_token",}, + "start_date": "2010-01-18T21:18:20Z", + "is_sandbox": False, + "wait_timeout": 15, + + } + + +@pytest.fixture(scope="module") +def stream_config_date_format(): + """Generates streams settings with `start_date` in format YYYY-MM-DD""" + return { + "credentials": { + "client_id": "fake_client_id", + "client_secret": "fake_client_secret", + "refresh_token": "fake_refresh_token", + }, + "start_date": "2010-01-18", + "is_sandbox": False, + "wait_timeout": 15, + } + + +@pytest.fixture(scope="module") +def stream_config_without_start_date(): + """Generates streams settings for REST logic without start_date""" + return { + "credentials": { + "client_id": "fake_client_id", + "client_secret": "fake_client_secret", + "refresh_token": "fake_refresh_token", + }, + "is_sandbox": False, + "wait_timeout": 15, + } + + +def _stream_api(stream_config, describe_response_data=None): + sf_object = Salesforce(**stream_config) + sf_object.login = Mock() + sf_object.access_token = Mock() + sf_object.instance_url = "https://fase-account.salesforce.com" + + response_data = {"fields": [{"name": "LastModifiedDate", "type": "string"}, {"name": "Id", "type": "string"}]} + if describe_response_data: + response_data = describe_response_data + sf_object.describe = Mock(return_value=response_data) + return sf_object + + +@pytest.fixture(scope="module") +def stream_api(stream_config): + return _stream_api(stream_config) + + +@pytest.fixture(scope="module") +def stream_api_v2(stream_config): + describe_response_data = {"fields": [{"name": "LastModifiedDate", "type": "string"}, {"name": "BillingAddress", "type": "address"}]} + return _stream_api(stream_config, describe_response_data=describe_response_data) + + +@pytest.fixture(scope="module") +def stream_api_pk(stream_config): + describe_response_data = {"fields": [{"name": "LastModifiedDate", "type": "string"}, {"name": "Id", "type": "string"}]} + return _stream_api(stream_config, describe_response_data=describe_response_data) + + +@pytest.fixture(scope="module") +def stream_api_v2_too_many_properties(stream_config): + describe_response_data = { + "fields": [{"name": f"Property{str(i)}", "type": "string"} for i in range(Salesforce.REQUEST_SIZE_LIMITS)] + } + describe_response_data["fields"].extend([{"name": "BillingAddress", "type": "address"}]) + return _stream_api(stream_config, describe_response_data=describe_response_data) + + +@pytest.fixture(scope="module") +def stream_api_v2_pk_too_many_properties(stream_config): + describe_response_data = { + "fields": [{"name": f"Property{str(i)}", "type": "string"} for i in range(Salesforce.REQUEST_SIZE_LIMITS)] + } + describe_response_data["fields"].extend([ + {"name": "BillingAddress", "type": "address"}, {"name": "Id", "type": "string"} + ]) + return _stream_api(stream_config, describe_response_data=describe_response_data) + + +def generate_stream(stream_name, stream_config, stream_api): + return SourceSalesforce.generate_streams(stream_config, {stream_name: None}, stream_api)[0] + + +def encoding_symbols_parameters(): + return [(x, "ISO-8859-1", b'"\xc4"\n,"4"\n\x00,"\xca \xfc"', [{"Ä": "4"}, {"Ä": "Ê ü"}]) for x in range(1, 11)] + [ + ( + x, + "utf-8", + b'"\xd5\x80"\n "\xd5\xaf","\xd5\xaf"\n\x00,"\xe3\x82\x82 \xe3\x83\xa4 \xe3\x83\xa4 \xf0\x9d\x9c\xb5"', + [{"Հ": "կ"}, {"Հ": "も ヤ ヤ 𝜵"}], + ) + for x in range(1, 11) + ] diff --git a/source-salesforce/tests/discovery_test.py b/source-salesforce/tests/discovery_test.py new file mode 100644 index 0000000000..f0151e97b0 --- /dev/null +++ b/source-salesforce/tests/discovery_test.py @@ -0,0 +1,98 @@ +# +# Copyright (c) 2023 Airbyte, Inc., all rights reserved. +# + +from unittest.mock import Mock + +import pytest +from source_salesforce.api import DATE_TYPES, LOOSE_TYPES, NUMBER_TYPES, STRING_TYPES, Salesforce +from source_salesforce.exceptions import TypeSalesforceException + + +@pytest.mark.parametrize( + "streams_criteria,predicted_filtered_streams", + [ + ([{"criteria": "exacts", "value": "Account"}], ["Account"]), + ( + [{"criteria": "not exacts", "value": "CustomStreamHistory"}], + ["Account", "AIApplications", "Leads", "LeadHistory", "Orders", "OrderHistory", "CustomStream"], + ), + ([{"criteria": "starts with", "value": "lead"}], ["Leads", "LeadHistory"]), + ( + [{"criteria": "starts not with", "value": "custom"}], + ["Account", "AIApplications", "Leads", "LeadHistory", "Orders", "OrderHistory"], + ), + ([{"criteria": "ends with", "value": "story"}], ["LeadHistory", "OrderHistory", "CustomStreamHistory"]), + ([{"criteria": "ends not with", "value": "s"}], ["Account", "LeadHistory", "OrderHistory", "CustomStream", "CustomStreamHistory"]), + ([{"criteria": "contains", "value": "applicat"}], ["AIApplications"]), + ([{"criteria": "contains", "value": "hist"}], ["LeadHistory", "OrderHistory", "CustomStreamHistory"]), + ( + [{"criteria": "not contains", "value": "stream"}], + ["Account", "AIApplications", "Leads", "LeadHistory", "Orders", "OrderHistory"], + ), + ( + [{"criteria": "not contains", "value": "Account"}], + ["AIApplications", "Leads", "LeadHistory", "Orders", "OrderHistory", "CustomStream", "CustomStreamHistory"], + ), + ], +) +def test_discover_with_streams_criteria_param(streams_criteria, predicted_filtered_streams, stream_config): + updated_config = {**stream_config, **{"streams_criteria": streams_criteria}} + sf_object = Salesforce(**stream_config) + sf_object.login = Mock() + sf_object.access_token = Mock() + sf_object.instance_url = "https://fase-account.salesforce.com" + sf_object.describe = Mock( + return_value={ + "sobjects": [ + {"name": "Account", "queryable": True}, + {"name": "AIApplications", "queryable": True}, + {"name": "Leads", "queryable": True}, + {"name": "LeadHistory", "queryable": True}, + {"name": "Orders", "queryable": True}, + {"name": "OrderHistory", "queryable": True}, + {"name": "CustomStream", "queryable": True}, + {"name": "CustomStreamHistory", "queryable": True}, + ] + } + ) + filtered_streams = sf_object.get_validated_streams(config=updated_config) + assert sorted(filtered_streams.keys()) == sorted(predicted_filtered_streams) + + +def test_discovery_filter(stream_config): + sf_object = Salesforce(**stream_config) + sf_object.login = Mock() + sf_object.access_token = Mock() + sf_object.instance_url = "https://fase-account.salesforce.com" + sf_object.describe = Mock( + return_value={ + "sobjects": [ + {"name": "Account", "queryable": True}, + {"name": "ActivityMetric", "queryable": True}, + {"name": "ActivityMetricRollup", "queryable": True}, + {"name": "Leads", "queryable": False}, + ] + } + ) + filtered_streams = sf_object.get_validated_streams(config=stream_config) + assert list(filtered_streams.keys()) == ["Account"] + + +@pytest.mark.parametrize( + "sf_types,json_type,with_raise", + ( + (STRING_TYPES, "string", False), + (NUMBER_TYPES, "number", False), + (DATE_TYPES, "string", False), + (LOOSE_TYPES, "string", False), + (["fake_type"], None, True), + ), +) +def test_convert_sf_types(sf_types, json_type, with_raise): + for sf_type in sf_types: + if with_raise: + with pytest.raises(TypeSalesforceException): + Salesforce.field_to_property_schema({"type": sf_type}) + else: + assert json_type in Salesforce.field_to_property_schema({"type": sf_type})["type"] diff --git a/source-salesforce/tests/rest_catalog.json b/source-salesforce/tests/rest_catalog.json new file mode 100644 index 0000000000..25e05ac7f8 --- /dev/null +++ b/source-salesforce/tests/rest_catalog.json @@ -0,0 +1,28 @@ +{ + "streams": [ + { + "stream": { + "name": "KnowledgeArticle", + "json_schema": {}, + "supported_sync_modes": ["full_refresh", "incremental"], + "source_defined_cursor": true, + "default_cursor_field": ["LastModifiedDate"], + "source_defined_primary_key": [["Id"]] + }, + "sync_mode": "incremental", + "destination_sync_mode": "append" + }, + { + "stream": { + "name": "AcceptedEventRelation", + "json_schema": {}, + "supported_sync_modes": ["full_refresh", "incremental"], + "source_defined_cursor": true, + "default_cursor_field": ["SystemModstamp"], + "source_defined_primary_key": [["Id"]] + }, + "sync_mode": "incremental", + "destination_sync_mode": "append" + } + ] +} diff --git a/source-salesforce/tests/snapshots/snapshots__discover__capture.stdout.json b/source-salesforce/tests/snapshots/snapshots__discover__capture.stdout.json new file mode 100644 index 0000000000..bf45368f05 --- /dev/null +++ b/source-salesforce/tests/snapshots/snapshots__discover__capture.stdout.json @@ -0,0 +1,128793 @@ +[ + { + "documentSchema": { + "$schema": "http://json-schema.org/draft-07/schema#", + "additionalProperties": true, + "properties": { + "CreatedById": { + "type": [ + "string", + "null" + ] + }, + "CreatedDate": { + "format": "date-time", + "type": [ + "string", + "null" + ] + }, + "DeveloperName": { + "type": [ + "string", + "null" + ] + }, + "Id": { + "type": [ + "string", + "null" + ] + }, + "IsDeleted": { + "type": [ + "boolean", + "null" + ] + }, + "Language": { + "type": [ + "string", + "null" + ] + }, + "LastModifiedById": { + "type": [ + "string", + "null" + ] + }, + "LastModifiedDate": { + "format": "date-time", + "type": [ + "string", + "null" + ] + }, + "MasterLabel": { + "type": [ + "string", + "null" + ] + }, + "NamespacePrefix": { + "type": [ + "string", + "null" + ] + }, + "Status": { + "type": [ + "string", + "null" + ] + }, + "SystemModstamp": { + "format": "date-time", + "type": [ + "string", + "null" + ] + }, + "Type": { + "type": [ + "string", + "null" + ] + }, + "_meta": { + "properties": { + "row_id": { + "type": "integer" + } + }, + "required": [ + "row_id" + ], + "type": "object" + } + }, + "type": "object" + }, + "key": [ + "/Id" + ], + "recommendedName": "AIApplication", + "resourceConfig": { + "cursorField": [ + "SystemModstamp" + ], + "stream": "AIApplication", + "syncMode": "incremental" + } + }, + { + "documentSchema": { + "$schema": "http://json-schema.org/draft-07/schema#", + "additionalProperties": true, + "properties": { + "CreatedById": { + "type": [ + "string", + "null" + ] + }, + "CreatedDate": { + "format": "date-time", + "type": [ + "string", + "null" + ] + }, + "DeveloperName": { + "type": [ + "string", + "null" + ] + }, + "Id": { + "type": [ + "string", + "null" + ] + }, + "IsDeleted": { + "type": [ + "boolean", + "null" + ] + }, + "Language": { + "type": [ + "string", + "null" + ] + }, + "LastModifiedById": { + "type": [ + "string", + "null" + ] + }, + "LastModifiedDate": { + "format": "date-time", + "type": [ + "string", + "null" + ] + }, + "MasterLabel": { + "type": [ + "string", + "null" + ] + }, + "NamespacePrefix": { + "type": [ + "string", + "null" + ] + }, + "SystemModstamp": { + "format": "date-time", + "type": [ + "string", + "null" + ] + }, + "_meta": { + "properties": { + "row_id": { + "type": "integer" + } + }, + "required": [ + "row_id" + ], + "type": "object" + } + }, + "type": "object" + }, + "key": [ + "/Id" + ], + "recommendedName": "AIApplicationConfig", + "resourceConfig": { + "cursorField": [ + "SystemModstamp" + ], + "stream": "AIApplicationConfig", + "syncMode": "incremental" + } + }, + { + "documentSchema": { + "$schema": "http://json-schema.org/draft-07/schema#", + "additionalProperties": true, + "properties": { + "ActionId": { + "type": [ + "string", + "null" + ] + }, + "ActionName": { + "type": [ + "string", + "null" + ] + }, + "AiRecordInsightId": { + "type": [ + "string", + "null" + ] + }, + "Confidence": { + "type": [ + "number", + "null" + ] + }, + "CreatedById": { + "type": [ + "string", + "null" + ] + }, + "CreatedDate": { + "format": "date-time", + "type": [ + "string", + "null" + ] + }, + "Id": { + "type": [ + "string", + "null" + ] + }, + "IsDeleted": { + "type": [ + "boolean", + "null" + ] + }, + "LastModifiedById": { + "type": [ + "string", + "null" + ] + }, + "LastModifiedDate": { + "format": "date-time", + "type": [ + "string", + "null" + ] + }, + "Name": { + "type": [ + "string", + "null" + ] + }, + "SystemModstamp": { + "format": "date-time", + "type": [ + "string", + "null" + ] + }, + "Type": { + "type": [ + "string", + "null" + ] + }, + "_meta": { + "properties": { + "row_id": { + "type": "integer" + } + }, + "required": [ + "row_id" + ], + "type": "object" + } + }, + "type": "object" + }, + "key": [ + "/Id" + ], + "recommendedName": "AIInsightAction", + "resourceConfig": { + "cursorField": [ + "SystemModstamp" + ], + "stream": "AIInsightAction", + "syncMode": "incremental" + } + }, + { + "documentSchema": { + "$schema": "http://json-schema.org/draft-07/schema#", + "additionalProperties": true, + "properties": { + "ActualValue": { + "type": [ + "string", + "null" + ] + }, + "AiFeedback": { + "type": [ + "string", + "null" + ] + }, + "AiInsightFeedbackType": { + "type": [ + "string", + "null" + ] + }, + "AiRecordInsightId": { + "type": [ + "string", + "null" + ] + }, + "CreatedById": { + "type": [ + "string", + "null" + ] + }, + "CreatedDate": { + "format": "date-time", + "type": [ + "string", + "null" + ] + }, + "Id": { + "type": [ + "string", + "null" + ] + }, + "IsDeleted": { + "type": [ + "boolean", + "null" + ] + }, + "LastModifiedById": { + "type": [ + "string", + "null" + ] + }, + "LastModifiedDate": { + "format": "date-time", + "type": [ + "string", + "null" + ] + }, + "Name": { + "type": [ + "string", + "null" + ] + }, + "Rank": { + "type": [ + "integer", + "null" + ] + }, + "SystemModstamp": { + "format": "date-time", + "type": [ + "string", + "null" + ] + }, + "ValueId": { + "type": [ + "string", + "null" + ] + }, + "_meta": { + "properties": { + "row_id": { + "type": "integer" + } + }, + "required": [ + "row_id" + ], + "type": "object" + } + }, + "type": "object" + }, + "key": [ + "/Id" + ], + "recommendedName": "AIInsightFeedback", + "resourceConfig": { + "cursorField": [ + "SystemModstamp" + ], + "stream": "AIInsightFeedback", + "syncMode": "incremental" + } + }, + { + "documentSchema": { + "$schema": "http://json-schema.org/draft-07/schema#", + "additionalProperties": true, + "properties": { + "AiInsightValueId": { + "type": [ + "string", + "null" + ] + }, + "Contribution": { + "type": [ + "number", + "null" + ] + }, + "CreatedById": { + "type": [ + "string", + "null" + ] + }, + "CreatedDate": { + "format": "date-time", + "type": [ + "string", + "null" + ] + }, + "FeatureType": { + "type": [ + "string", + "null" + ] + }, + "FeatureValue": { + "type": [ + "string", + "null" + ] + }, + "FieldName": { + "type": [ + "string", + "null" + ] + }, + "FieldValue": { + "type": [ + "string", + "null" + ] + }, + "Id": { + "type": [ + "string", + "null" + ] + }, + "Intensity": { + "type": [ + "number", + "null" + ] + }, + "IsDeleted": { + "type": [ + "boolean", + "null" + ] + }, + "LastModifiedById": { + "type": [ + "string", + "null" + ] + }, + "LastModifiedDate": { + "format": "date-time", + "type": [ + "string", + "null" + ] + }, + "Name": { + "type": [ + "string", + "null" + ] + }, + "Operator": { + "type": [ + "string", + "null" + ] + }, + "ReasonLabelKey": { + "type": [ + "string", + "null" + ] + }, + "RelatedInsightReasonId": { + "type": [ + "string", + "null" + ] + }, + "SortOrder": { + "type": [ + "integer", + "null" + ] + }, + "SystemModstamp": { + "format": "date-time", + "type": [ + "string", + "null" + ] + }, + "Variance": { + "type": [ + "number", + "null" + ] + }, + "_meta": { + "properties": { + "row_id": { + "type": "integer" + } + }, + "required": [ + "row_id" + ], + "type": "object" + } + }, + "type": "object" + }, + "key": [ + "/Id" + ], + "recommendedName": "AIInsightReason", + "resourceConfig": { + "cursorField": [ + "SystemModstamp" + ], + "stream": "AIInsightReason", + "syncMode": "incremental" + } + }, + { + "documentSchema": { + "$schema": "http://json-schema.org/draft-07/schema#", + "additionalProperties": true, + "properties": { + "AiInsightActionId": { + "type": [ + "string", + "null" + ] + }, + "AiRecordInsightId": { + "type": [ + "string", + "null" + ] + }, + "Confidence": { + "type": [ + "number", + "null" + ] + }, + "CreatedById": { + "type": [ + "string", + "null" + ] + }, + "CreatedDate": { + "format": "date-time", + "type": [ + "string", + "null" + ] + }, + "Field": { + "type": [ + "string", + "null" + ] + }, + "FieldValueLowerBound": { + "type": [ + "string", + "null" + ] + }, + "FieldValueUpperBound": { + "type": [ + "string", + "null" + ] + }, + "Id": { + "type": [ + "string", + "null" + ] + }, + "IsDeleted": { + "type": [ + "boolean", + "null" + ] + }, + "LastModifiedById": { + "type": [ + "string", + "null" + ] + }, + "LastModifiedDate": { + "format": "date-time", + "type": [ + "string", + "null" + ] + }, + "Name": { + "type": [ + "string", + "null" + ] + }, + "SobjectLookupValueId": { + "type": [ + "string", + "null" + ] + }, + "SobjectType": { + "type": [ + "string", + "null" + ] + }, + "SystemModstamp": { + "format": "date-time", + "type": [ + "string", + "null" + ] + }, + "Value": { + "type": [ + "string", + "null" + ] + }, + "ValueType": { + "type": [ + "string", + "null" + ] + }, + "_meta": { + "properties": { + "row_id": { + "type": "integer" + } + }, + "required": [ + "row_id" + ], + "type": "object" + } + }, + "type": "object" + }, + "key": [ + "/Id" + ], + "recommendedName": "AIInsightValue", + "resourceConfig": { + "cursorField": [ + "SystemModstamp" + ], + "stream": "AIInsightValue", + "syncMode": "incremental" + } + }, + { + "documentSchema": { + "$schema": "http://json-schema.org/draft-07/schema#", + "additionalProperties": true, + "properties": { + "AiApplicationId": { + "type": [ + "string", + "null" + ] + }, + "Confidence": { + "type": [ + "number", + "null" + ] + }, + "CreatedById": { + "type": [ + "string", + "null" + ] + }, + "CreatedDate": { + "format": "date-time", + "type": [ + "string", + "null" + ] + }, + "Id": { + "type": [ + "string", + "null" + ] + }, + "IsDeleted": { + "type": [ + "boolean", + "null" + ] + }, + "LastModifiedById": { + "type": [ + "string", + "null" + ] + }, + "LastModifiedDate": { + "format": "date-time", + "type": [ + "string", + "null" + ] + }, + "MlPredictionDefinitionId": { + "type": [ + "string", + "null" + ] + }, + "ModelId": { + "type": [ + "string", + "null" + ] + }, + "Name": { + "type": [ + "string", + "null" + ] + }, + "PredictionField": { + "type": [ + "string", + "null" + ] + }, + "RunGuid": { + "type": [ + "string", + "null" + ] + }, + "RunStartTime": { + "format": "date-time", + "type": [ + "string", + "null" + ] + }, + "Status": { + "type": [ + "string", + "null" + ] + }, + "SystemModstamp": { + "format": "date-time", + "type": [ + "string", + "null" + ] + }, + "TargetField": { + "type": [ + "string", + "null" + ] + }, + "TargetId": { + "type": [ + "string", + "null" + ] + }, + "TargetSobjectType": { + "type": [ + "string", + "null" + ] + }, + "Type": { + "type": [ + "string", + "null" + ] + }, + "ValidUntil": { + "format": "date-time", + "type": [ + "string", + "null" + ] + }, + "_meta": { + "properties": { + "row_id": { + "type": "integer" + } + }, + "required": [ + "row_id" + ], + "type": "object" + } + }, + "type": "object" + }, + "key": [ + "/Id" + ], + "recommendedName": "AIRecordInsight", + "resourceConfig": { + "cursorField": [ + "SystemModstamp" + ], + "stream": "AIRecordInsight", + "syncMode": "incremental" + } + }, + { + "documentSchema": { + "$schema": "http://json-schema.org/draft-07/schema#", + "additionalProperties": true, + "properties": { + "CreatedById": { + "type": [ + "string", + "null" + ] + }, + "CreatedDate": { + "format": "date-time", + "type": [ + "string", + "null" + ] + }, + "EventId": { + "type": [ + "string", + "null" + ] + }, + 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"MaximumPermissionsBypassMFAForUiLogins": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsCMSECEAuthoringAccess": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsCampaignInfluence2": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsCanAccessCE": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsCanApproveFeedPost": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsCanEditDataPrepRecipe": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsCanEditPrompts": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsCanInsertFeedSystemFields": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsCanManageMaps": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsCanToggleCallRecordings": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsCanUseNewDashboardBuilder": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsCanVerifyComment": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsChangeDashboardColors": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsChatterComposeUiCodesnippet": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsChatterEditOwnPost": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsChatterEditOwnRecordPost": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsChatterFileLink": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsChatterInternalUser": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsChatterInviteExternalUsers": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsChatterOwnGroups": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsClientSecretRotation": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsCloseConversations": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsConfigCustomRecs": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsConfigureDataspaceScope": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsConfigureLiveMessage": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsConnectOrgToEnvironmentHub": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsConsentApiUpdate": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsContentAdministrator": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsContentHubUser": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsContentWorkspaces": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsConvertLeads": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsCreateCustomizeDashboards": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsCreateCustomizeFilters": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsCreateCustomizeReports": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsCreateDashboardFolders": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsCreateLtngTempFolder": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsCreateLtngTempInPub": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsCreatePackaging": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsCreateReportFolders": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsCreateReportInLightning": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsCreateTopics": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsCreateWorkspaces": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsCustomMobileAppsAccess": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsCustomSidebarOnAllPages": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsCustomizeApplication": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsDataExport": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsDelegatedTwoFactor": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsDeleteActivatedContract": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsDeleteTopics": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsDistributeFromPersWksp": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsEditActivatedOrders": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsEditBillingInfo": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsEditBrandTemplates": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsEditCaseComments": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsEditEvent": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsEditHtmlTemplates": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsEditKnowledge": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsEditMyDashboards": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsEditMyReports": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsEditOppLineItemUnitPrice": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsEditPublicDocuments": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsEditPublicFilters": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsEditPublicTemplates": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsEditReadonlyFields": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsEditRepricing": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsEditTask": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsEditTopics": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsEmailAdministration": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsEmailMass": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsEmailSingle": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsEmailTemplateManagement": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsEnableBCTransactionPolling": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsEnableCommunityAppLauncher": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsEnableIPFSUpload": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsEnableNotifications": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsExportReport": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsFSCArcGraphCommunityUser": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsFSCComprehensiveUserAccess": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsFeedPinning": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsFlowUFLRequired": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsForceTwoFactor": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsGiveRecognitionBadge": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsGovernNetworks": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsHasUnlimitedNBAExecutions": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsHeadlessCMSAccess": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsHideReadByList": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsIdentityConnect": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsIdentityEnabled": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsImportCustomObjects": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsImportLeads": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsImportPersonal": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsInsightsAppAdmin": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsInsightsAppDashboardEditor": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsInsightsAppEltEditor": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsInsightsAppUploadUser": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsInsightsAppUser": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsInsightsCreateApplication": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsInstallPackaging": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsIsContactCenterAdmin": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsIsContactCenterAgent": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsIsContactCenterSupervisor": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsIsotopeAccess": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsIsotopeCToCUser": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsIsotopeLEX": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsLMEndMessagingSessionUserPerm": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsLMOutboundMessagingUserPerm": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsLearningManager": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsLifecycleManagementAPIUser": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsLightningConsoleAllowedForUser": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsLightningExperienceUser": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsLightningSchedulerUserAccess": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsListEmailSend": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsLiveMessageAgent": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsLtngPromoReserved01UserPerm": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsManageAnalyticSnapshots": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsManageAuthProviders": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsManageBusinessHourHolidays": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsManageC360AConnections": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsManageCMS": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsManageCallCenters": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsManageCases": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsManageCategories": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsManageCertificates": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsManageChatterMessages": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsManageContentPermissions": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsManageContentProperties": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsManageContentTypes": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsManageCustomPermissions": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsManageCustomReportTypes": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsManageDashbdsInPubFolders": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsManageDataCategories": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsManageDataIntegrations": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsManageDataspaceScope": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsManageDynamicDashboards": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsManageEmailClientConfig": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsManageEncryptionKeys": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsManageEntitlements": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsManageExchangeConfig": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsManageExternalConnections": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsManageHealthCheck": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsManageHubConnections": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsManageInteraction": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsManageInternalUsers": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsManageIpAddresses": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsManageKnowledge": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsManageKnowledgeImportExport": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsManageLeads": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsManageLearningReporting": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsManageLoginAccessPolicies": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsManageMobile": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsManageNetworks": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsManageOrchInstsAndWorkItems": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsManagePasswordPolicies": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsManageProfilesPermissionsets": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsManagePropositions": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsManagePvtRptsAndDashbds": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsManageRecommendationStrategies": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsManageReleaseUpdates": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsManageRemoteAccess": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsManageReportsInPubFolders": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsManageRoles": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsManageSearchPromotionRules": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsManageSecurityCommandCenter": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsManageSessionPermissionSets": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsManageSharing": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsManageSolutions": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsManageStores": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsManageSubscriptions": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsManageSurveys": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsManageSynonyms": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsManageTemplatedApp": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsManageTwoFactor": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsManageUnlistedGroups": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsManageUsers": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsMassInlineEdit": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsMergeTopics": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsModerateChatter": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsModerateNetworkUsers": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsModifyAllData": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsModifyDataClassification": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsModifyMetadata": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsNativeWebviewScrolling": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsNewReportBuilder": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsOmnichannelInventorySync": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsPackaging2": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsPackaging2Delete": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsPackaging2PromoteVersion": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsPasswordNeverExpires": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsPaymentsAPIUser": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsPreventClassicExperience": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsPrivacyDataAccess": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsPublishPackaging": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsQueryAllFiles": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsQuipMetricsAccess": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsQuipUserEngagementMetrics": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsRecordVisibilityAPI": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsRemoteMediaVirtualDesktop": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsRemoveDirectMessageMembers": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsResetPasswords": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsRunFlow": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsRunReports": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsSalesConsole": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsSalesforceIQInbox": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsSalesforceIQInternal": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsSandboxTestingInCommunityApp": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsScheduleReports": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsSchedulingFacilityManager": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsSchedulingLineAmbassador": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsSelectFilesFromSalesforce": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsSendAnnouncementEmails": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsSendCustomNotifications": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsSendSitRequests": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsShareInternalArticles": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsShowCompanyNameAsUserBadge": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsSkipIdentityConfirmation": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsSolutionImport": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsStdAutomaticActivityCapture": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsSubmitMacrosAllowed": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsSubscribeDashboardRolesGrps": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsSubscribeDashboardToOtherUsers": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsSubscribeReportRolesGrps": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsSubscribeReportToOtherUsers": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsSubscribeReportsRunAsUser": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsSubscribeToLightningDashboards": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsSubscribeToLightningReports": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsTraceXdsQueries": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsTransactionSecurityExempt": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsTransactionalEmailSend": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsTransferAnyCase": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsTransferAnyEntity": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsTransferAnyLead": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsTwoFactorApi": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsUseAddOrderItemSummaryAPIs": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsUseAssistantDialog": { + "type": [ + "boolean", + "null" + ] + }, + "MaximumPermissionsUseFulfillmentAPIs": { + "type": [ + "boolean", + "null" + ] + }, + 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"type": [ + "null", + "integer" + ] + }, + "calculated": { + "type": [ + "null", + "boolean" + ] + }, + "caseSensitive": { + "type": [ + "null", + "boolean" + ] + }, + "controllerName": { + "type": [ + "null", + "string" + ] + }, + "createable": { + "type": [ + "null", + "boolean" + ] + }, + "custom": { + "type": [ + "null", + "boolean" + ] + }, + "dataTranslationEnabled": { + "type": [ + "null", + "boolean" + ] + }, + "defaultValueFormula": { + "type": [ + "null", + "string" + ] + }, + "defaultedOnCreate": { + "type": [ + "null", + "boolean" + ] + }, + "dependentPicklist": { + "type": [ + "null", + "boolean" + ] + }, + "deprecatedAndHidden": { + "type": [ + "null", + "boolean" + ] + }, + "digits": { + "type": [ + "null", + "integer" + ] + }, + "displayLocationInDecimal": { + "type": [ + "null", + "boolean" + ] + }, + "encrypted": { + "type": [ + "null", + "boolean" + ] + }, + "extraTypeInfo": { + "type": [ + "null", + "string" + ] + }, + "filterable": { + "type": [ + "null", + "boolean" + ] + }, + "filteredLookupInfo": { + "properties": { + "controllingFields": { + "items": { + "type": [ + "null", + "string" + ] + }, + "type": [ + "null", + "array" + ] + }, + "dependent": { + "type": [ + "null", + "boolean" + ] + }, + "optionalFilter": { + "type": [ + "null", + "boolean" + ] + } + }, + "type": [ + "null", + "object" + ] + }, + "formula": { + "type": [ + "null", + "string" + ] + }, + "groupable": { + "type": [ + "null", + "boolean" + ] + }, + "highScaleNumber": { + "type": [ + "null", + "boolean" + ] + }, + "htmlFormatted": { + "type": [ + "null", + "boolean" + ] + }, + "idLookup": { + "type": [ + "null", + "boolean" + ] + }, + "inlineHelpText": { + "type": [ + "null", + "string" + ] + }, + "label": { + "type": [ + "null", + "string" + ] + }, + "length": { + "type": [ + "null", + "integer" + ] + }, + "mask": { + "type": [ + "null", + "string" + ] + }, + "maskType": { + "type": [ + "null", + "string" + ] + }, + "name": { + "type": [ + "null", + "string" + ] + }, + "nameField": { + "type": [ + "null", + "boolean" + ] + }, + "namePointing": { + "type": [ + "null", + "boolean" + ] + }, + "nillable": { + "type": [ + "null", + "boolean" + ] + }, + "permissionable": { + "type": [ + "null", + "boolean" + ] + }, + "picklistValues": { + "items": { + "properties": { + "active": { + "type": [ + "null", + "boolean" + ] + }, + "defaultValue": { + "type": [ + "null", + "boolean" + ] + }, + "label": { + "type": [ + "null", + "string" + ] + }, + "validFor": { + "items": { + "type": [ + "null", + "integer" + ] + }, + "type": [ + "null", + "array" + ] + }, + "value": { + "type": [ + "null", + "string" + ] + } + }, + "type": [ + "null", + "object" + ] + }, + "type": [ + "null", + "array" + ] + }, + "polymorphicForeignKey": { + "type": [ + "null", + "boolean" + ] + }, + "precision": { + "type": [ + "null", + "integer" + ] + }, + "referenceTargetField": { + "type": [ + "null", + "string" + ] + }, + "referenceTo": { + "items": { + "type": [ + "null", + "string" + ] + }, + "type": "array" + }, + "relationshipName": { + "type": [ + "null", + "string" + ] + }, + "relationshipOrder": { + "type": [ + "null", + "integer" + ] + }, + "restrictedPicklist": { + "type": [ + "null", + "boolean" + ] + }, + "scale": { + "type": [ + "null", + "integer" + ] + }, + "searchPrefilterable": { + "type": [ + "null", + "boolean" + ] + }, + "soapType": { + "type": [ + "null", + "string" + ] + }, + "sortable": { + "type": [ + "null", + "boolean" + ] + }, + "type": { + "type": [ + "null", + "string" + ] + }, + "unique": { + "type": [ + "null", + "boolean" + ] + }, + "updateable": { + "type": [ + "null", + "boolean" + ] + }, + "writeRequiresMasterRead": { + "type": [ + "null", + "boolean" + ] + } + }, + "type": [ + "null", + "object" + ] + }, + "type": [ + "null", + "array" + ] + }, + "implementedBy": { + "type": [ + "null", + "string" + ] + }, + "implementsInterfaces": { + "type": [ + "null", + "string" + ] + }, + "isInterface": { + "type": [ + "null", + "boolean" + ] + }, + "keyPrefix": { + "type": [ + "null", + "string" + ] + }, + "label": { + "type": [ + "null", + "string" + ] + }, + "labelPlural": { + "type": [ + "null", + "string" + ] + }, + "layoutable": { + "type": [ + "null", + "boolean" + ] + }, + "mergeable": { + "type": [ + "null", + "boolean" + ] + }, + "mruEnabled": { + "type": [ + "null", + "boolean" + ] + }, + "name": { + "type": [ + "null", + "string" + ] + }, + "namedLayoutInfos": { + "items": { + "properties": { + "name": { + "type": [ + "null", + "string" + ] + } + }, + "type": [ + "null", + "object" + ] + }, + "type": [ + "null", + "array" + ] + }, + "networkScopeFieldName": { + "type": [ + "null", + "string" + ] + }, + "queryable": { + "type": [ + "null", + "boolean" + ] + }, + "recordTypeInfos": { + "type": [ + "null", + "array" + ] + }, + "replicateable": { + "type": [ + "null", + "boolean" + ] + }, + "retrieveable": { + "type": [ + "null", + "boolean" + ] + }, + "searchLayoutable": { + "type": [ + "null", + "boolean" + ] + }, + "searchable": { + "type": [ + "null", + "boolean" + ] + }, + "supportedScopes": { + "items": { + "properties": { + "label": { + "type": [ + "null", + "string" + ] + }, + "name": { + "type": [ + "null", + "string" + ] + } + }, + "type": [ + "null", + "object" + ] + }, + "type": [ + "null", + "array" + ] + }, + "triggerable": { + "type": [ + "null", + "boolean" + ] + }, + "undeletable": { + "type": [ + "null", + "boolean" + ] + }, + "updateable": { + "type": [ + "null", + "boolean" + ] + }, + "urlDetail": { + "type": [ + "null", + "string" + ] + }, + "urlEdit": { + "type": [ + "null", + "string" + ] + }, + "urlNew": { + "type": [ + "null", + "string" + ] + } + }, + "type": "object" + }, + "key": [ + "/name" + ], + "recommendedName": "Describe", + "resourceConfig": { + "stream": "Describe", + "syncMode": "full_refresh" + } + } +] diff --git a/source-salesforce/tests/snapshots/snapshots__spec__capture.stdout.json b/source-salesforce/tests/snapshots/snapshots__spec__capture.stdout.json new file mode 100644 index 0000000000..d1b545ee28 --- /dev/null +++ b/source-salesforce/tests/snapshots/snapshots__spec__capture.stdout.json @@ -0,0 +1,153 @@ +[ + { + "configSchema": { + "$schema": "http://json-schema.org/draft-07/schema#", + "additionalProperties": true, + "properties": { + "credentials": { + "properties": { + "auth_type": { + "const": "Client", + "type": "string" + }, + "client_id": { + "description": "Enter your Salesforce developer application's Client ID", + "order": 2, + "title": "Client ID", + "type": "string" + }, + "client_secret": { + "airbyte_secret": true, + "description": "Enter your Salesforce developer application's Client secret", + "order": 3, + "title": "Client Secret", + "type": "string" + }, + "is_sandbox": { + "default": false, + "description": "Toggle if you're using a Salesforce Sandbox", + "order": 1, + "title": "Sandbox", + "type": "boolean" + }, + "refresh_token": { + "airbyte_secret": true, + "description": "Enter your application's Salesforce Refresh Token used to access your Salesforce account.", + "order": 4, + "title": "Refresh Token", + "type": "string" + } + } + }, + "start_date": { + "description": "Enter the date in the YYYY-MM-DD format. We will replicate the data added on and after this date. If this field is blank, We will replicate the data for last two years.", + "examples": [ + "2021-07-25", + "2021-07-25T00:00:00Z" + ], + "format": "date-time", + "order": 5, + "pattern": "^([0-9]{4}-[0-9]{2}-[0-9]{2}(T[0-9]{2}:[0-9]{2}:[0-9]{2}Z)?)$", + "title": "Start Date", + "type": "string" + }, + "streams_criteria": { + "description": "Filter streams relevant to you", + "items": { + "properties": { + "criteria": { + "default": "contains", + "enum": [ + "starts with", + "ends with", + "contains", + "exacts", + "starts not with", + "ends not with", + "not contains", + "not exacts" + ], + "order": 1, + "title": "Search criteria", + "type": "string" + }, + "value": { + "order": 2, + "title": "Search value", + "type": "string" + } + }, + "required": [ + "criteria", + "value" + ], + "type": "object" + }, + "order": 6, + "title": "Filter Salesforce Objects", + "type": "array" + } + }, + "required": [ + "credentials", + "start_date" + ], + "title": "Salesforce Source Spec", + "type": "object" + }, + "documentationUrl": "https://go.estuary.dev/AyWXIh", + "oauth2": { + "accessTokenBody": "grant_type=authorization_code&client_id={{#urlencode}}{{{ client_id }}}{{/urlencode}}&client_secret={{#urlencode}}{{{ client_secret }}}{{/urlencode}}&redirect_uri={{#urlencode}}{{{ redirect_uri }}}{{/urlencode}}&code={{#urlencode}}{{{ code }}}{{/urlencode}}", + "accessTokenHeaders": { + "content-type": "application/x-www-form-urlencoded" + }, + "accessTokenResponseMap": { + "refresh_token": "/refresh_token" + }, + "accessTokenUrlTemplate": "https://{{#config.is_sandbox}}test{{/config.is_sandbox}}{{^config.is_sandbox}}login{{/config.is_sandbox}}.salesforce.com/services/oauth2/token", + "authUrlTemplate": "https://{{#config.is_sandbox}}test{{/config.is_sandbox}}{{^config.is_sandbox}}login{{/config.is_sandbox}}.salesforce.com/services/oauth2/authorize?client_id={{#urlencode}}{{{ client_id }}}{{/urlencode}}&redirect_uri={{#urlencode}}{{{ redirect_uri }}}{{/urlencode}}&response_type=code&state={{#urlencode}}{{{ state }}}{{/urlencode}}", + "provider": "salesforce" + }, + "protocol": 3032023, + "resourceConfigSchema": { + "$schema": "http://json-schema.org/draft-07/schema#", + "properties": { + "cursorField": { + "items": { + "type": "string" + }, + "type": [ + "array", + "null" + ] + }, + "namespace": { + "type": [ + "string", + "null" + ] + }, + "stream": { + "type": "string" + }, + "syncMode": { + "enum": [ + "incremental", + "full_refresh" + ], + "type": "string" + } + }, + "required": [ + "stream", + "syncMode" + ], + "title": "ResourceSpec", + "type": "object" + }, + "resourcePathPointers": [ + "/namespace", + "/stream" + ] + } +] diff --git a/source-salesforce/tests/test_memory.py b/source-salesforce/tests/test_memory.py new file mode 100644 index 0000000000..f7ba69cc8c --- /dev/null +++ b/source-salesforce/tests/test_memory.py @@ -0,0 +1,45 @@ +# +# Copyright (c) 2023 Airbyte, Inc., all rights reserved. +# + + +import tracemalloc + +import pytest +import requests_mock +from .conftest import generate_stream +from source_salesforce.streams import BulkIncrementalSalesforceStream + + +@pytest.mark.parametrize( + "n_records, first_size, first_peak", + ( + (1000, 0.4, 1), + (10000, 1, 2), + (100000, 4, 9), + (200000, 7, 19), + ), + ids=[ + "1k recods", + "10k records", + "100k records", + "200k records", + ], +) +def test_memory_download_data(stream_config, stream_api, n_records, first_size, first_peak): + job_full_url: str = "https://fase-account.salesforce.com/services/data/v57.0/jobs/query/7504W00000bkgnpQAA" + stream: BulkIncrementalSalesforceStream = generate_stream("Account", stream_config, stream_api) + content = b'"Id","IsDeleted"' + for _ in range(n_records): + content += b'"0014W000027f6UwQAI","false"\n' + + with requests_mock.Mocker() as m: + m.register_uri("GET", f"{job_full_url}/results", content=content) + tracemalloc.start() + for x in stream.read_with_chunks(*stream.download_data(url=job_full_url)): + pass + fs, fp = tracemalloc.get_traced_memory() + first_size_in_mb, first_peak_in_mb = fs / 1024**2, fp / 1024**2 + + assert first_size_in_mb < first_size + assert first_peak_in_mb < first_peak diff --git a/source-salesforce/tests/test_snapshots.py b/source-salesforce/tests/test_snapshots.py new file mode 100644 index 0000000000..05354c2a3a --- /dev/null +++ b/source-salesforce/tests/test_snapshots.py @@ -0,0 +1,58 @@ +import json +import subprocess + +import pytest_insta.format as insta_format +insta_format.FmtJson.dump = lambda _self, path, value: path.write_text(json.dumps(value, sort_keys=True, indent=2) + "\n", "utf-8") + +# def test_capture(request, snapshot): +# result = subprocess.run( +# [ +# "flowctl", +# "preview", +# "--source", +# request.config.rootdir + "/source-hubspot/test.flow.yaml", +# ], +# stdout=subprocess.PIPE, +# text=True, +# ) +# assert result.returncode == 0 +# lines = [json.loads(l) for l in result.stdout.splitlines()] + +# assert snapshot("capture.stdout.json") == lines + +def test_discover(request, snapshot): + result = subprocess.run( + [ + "flowctl", + "raw", + "discover", + "--source", + request.config.rootdir + "/source-salesforce/test.flow.yaml", + "-o", + "json", + "--emit-raw" + ], + stdout=subprocess.PIPE, + text=True, + ) + assert result.returncode == 0 + lines = [json.loads(l) for l in result.stdout.splitlines()] + + assert snapshot("capture.stdout.json") == lines + +def test_spec(request, snapshot): + result = subprocess.run( + [ + "flowctl", + "raw", + "spec", + "--source", + request.config.rootdir + "/source-salesforce/test.flow.yaml" + ], + stdout=subprocess.PIPE, + text=True, + ) + assert result.returncode == 0 + lines = [json.loads(l) for l in result.stdout.splitlines()] + + assert snapshot("capture.stdout.json") == lines