As our education marketplace grew, we faced a dilemma: we had little visibility into our data.
Questions such as "who is our best customer?", "which target countries are gaining in sales?" or "what are our most popular categories for paid leads?" required tinkering in the Rails console or writing custom stats pages. We lost a lot of developer time over the years.
So we started looking for the best Business Intelligence solution out there.
Unfortunately, they all had their problems. Some required knowledge of SQL. Some made multi-table data exploration a pain. Most cost an arm, a leg and an iPhone. Per month.
The best tool we found was Looker, but at a monthly price equal to our burn rate, it wouldn't work.
So I decided to re-implement the essential parts of Looker as an open source alternative.
Insights is a self-hosted "SQL-not-required" data analytics and business intelligence tool. Featuring linkable URLs, easy data exploration, automatic joins, graphs, exports, facets (pivots), saveable views, pretty colors and a ridiculously permissive license (MIT).
It's a work in progress and you're brave for checking it out! Cheers!
Similar to Looker and their LookML, insights requires you to define your data model in a file called insights.yml
.
You use the insights_export
gem to generate this file from your Rails Models. (Adapters for other frameworks coming soon.)
You keep this file with your code and update it whenever something changes. You edit it to add custom fields (e.g. full_name: first_name || ' ' || last_name
), hide existing fields (e.g. encrypted_password
) or hide entire models.
When your database changes, run rake insights:export
and the file is updated automatically.
One entry in this file looks like this:
Order:
enabled: true # set to false to hide
model: Order
table_name: orders
primary_key: id
columns:
id:
type: :number
index: :primary_key
total_price:
type: :number
hidden_field: false # this stays hidden
currency:
type: :string
# ...
custom:
total_price_in_eur:
sql: "$$.total_price * $$.currency_to_eur"
type: :number
links:
incoming:
order_lines:
model: OrderLine
model_key: order_id
my_key: id
outgoing:
user:
model: User
model_key: id
my_key: user_id
You give this insights.yml
file and a database connection to insights
and start exploring.
The point is this: your developers update the .yml
file. Your CEO and CFO browse the interface. If they ask for a report, you send them a link to the right view and they can explore further.
Play with the demo here and try to answer the following questions:
- Which product has been bought the most? (solution)
- Sales by country by month (solution) - export it as a PDF as well!
- Sales by delivery status (solution)
- Where are your users from (solution)
- ... by month? (solution)
- ... only ones with confirmed orders? (solution)
Hint: to count rows, select the id
field and then count
from the table header.
- Dashboards
- Better graph controls
- Graphs that don't require a time column
- View generated SQL
- Moderate React/Kea frontend code refactoring
- Polishing
Installing insights
is a two-part process:
First you need to create an insights.yml
file from your main Rails application. This file will describe your database structure,
including custom fields and aliases that you may define.
Add gem 'insights_export'
to your Gemfile
and run:
rake insights:export
The generated config/insights.yml
file needs to be accessible for insights
in the next steps. I recommend keeping it in your
app's repository and running rake insights:export
each time your database structure changes to update it. You can then symlink it to insights
.
git clone https://github.com/mariusandra/insights
cd insights
Assuming bundler and yarn are installed:
bundle
yarn
Make sure the above commands succeed!
Insights needs one database for its internal use.
Copy config/database.yml.example
to config/database.yml
Feel free to keep the default SQLite configuration or change it for something beefier. Then initialize it:
bundle exec rake db:create
bundle exec rake db:schema:load
The connection to your app lives in config/initializers/insights.rb
.
Copy it from config/initializers/insights.rb.example
and edit accordingly.
INSIGHTS_EXPORT_PATH = "#{Rails.root}/insights.yml"
INSIGHTS_EXPORT_PATH = '../my-app/config/insights.yml'
INSIGHTS_EXPORT_PATH = '/srv/my-app/current/config/insights.yml'
INSIGHTS_DATABASE = {
adapter: 'postgresql',
encoding: 'unicode',
host: 'localhost',
database: 'insights_demo',
pool: 5,
variables: {
# it's strongly recommended to have a timeout here!
statement_timeout: 5000
}
}
Uncomment any of the following to either have your app open to everyone or protected by a login screen.
INSIGHTS_LOGIN = false # no login screen
INSIGHTS_LOGIN = ['demo', 'demo']
INSIGHTS_LOGIN = [['demo', 'demo'], ['admin', 'pass']]
INSIGHTS_LOGIN = -> (user, pass) { user == 'demo' && pass == 'password' }
INSIGHTS_LOGIN = -> (user, pass) { connect_to_your_app_and_check_the_credentials(user, password) }
There's an example on authenticating against a devise backed users table in insights.rb.example
bundle exec foreman start
and open http://localhost:3300
Run these commands to update
git pull
bundle
yarn
bundle exec rake db:migrate
./script/build/react
RAILS_ENV=production bundle exec rake assets:precompile