diff --git a/kedro-datasets/kedro_datasets/networkx/json_dataset.py b/kedro-datasets/kedro_datasets/networkx/json_dataset.py
index 2a66d6928..f4d9851ac 100644
--- a/kedro-datasets/kedro_datasets/networkx/json_dataset.py
+++ b/kedro-datasets/kedro_datasets/networkx/json_dataset.py
@@ -59,10 +59,10 @@ def __init__(  # noqa: PLR0913
             filepath: Filepath in POSIX format to the NetworkX graph JSON file.
             load_args: Arguments passed on to ``networkx.node_link_graph``.
                 See the details in
-                https://networkx.org/documentation/networkx-1.9.1/reference/generated/networkx.readwrite.json_graph.node_link_graph.html
+                https://networkx.org/documentation/stable/reference/readwrite/generated/networkx.readwrite.json_graph.node_link_graph.html
             save_args: Arguments passed on to ``networkx.node_link_data``.
                 See the details in
-                https://networkx.org/documentation/networkx-1.9.1/reference/generated/networkx.readwrite.json_graph.node_link_data.html
+                https://networkx.org/documentation/stable/reference/readwrite/generated/networkx.readwrite.json_graph.node_link_data.html
             version: If specified, should be an instance of
                 ``kedro.io.core.Version``. If its ``load`` attribute is
                 None, the latest version will be loaded. If its ``save``
diff --git a/kedro-datasets/pyproject.toml b/kedro-datasets/pyproject.toml
index 96ad0fd41..67e8e38f9 100644
--- a/kedro-datasets/pyproject.toml
+++ b/kedro-datasets/pyproject.toml
@@ -24,7 +24,7 @@ s3fs-base = ["s3fs>=2021.4"]
 polars-base = ["polars>=0.18.0"]
 plotly-base = ["plotly>=4.8.0, <6.0"]
 delta-base = ["delta-spark>=1.0, <4.0"]
-networkx-base = ["networkx~=2.4"]
+networkx-base = ["networkx~=3.4"]
 
 # Individual Datasets
 api-apidataset = ["requests~=2.20"]
@@ -228,8 +228,7 @@ test = [
     "matplotlib>=3.5, <4.0",
     "memory_profiler>=0.50.0, <1.0",
     "moto==5.0.0",
-    "networkx~=2.4",
-    "numpy<2",
+    "networkx~=3.4",
     "openpyxl>=3.0.3, <4.0",
     "pandas-gbq>=0.12.0",
     "pandas>=2.0",
diff --git a/kedro-datasets/tests/networkx/test_json_dataset.py b/kedro-datasets/tests/networkx/test_json_dataset.py
index d61043126..c09660953 100644
--- a/kedro-datasets/tests/networkx/test_json_dataset.py
+++ b/kedro-datasets/tests/networkx/test_json_dataset.py
@@ -39,9 +39,7 @@ def versioned_json_dataset(filepath_json, load_version, save_version):
 
 @pytest.fixture
 def json_dataset_args(filepath_json):
-    return JSONDataset(
-        filepath=filepath_json, load_args={"attrs": ATTRS}, save_args={"attrs": ATTRS}
-    )
+    return JSONDataset(filepath=filepath_json, load_args=ATTRS, save_args=ATTRS)
 
 
 @pytest.fixture()
@@ -70,7 +68,14 @@ def test_load_args_save_args(self, mocker, json_dataset_args, dummy_graph_data):
             "networkx.node_link_data", wraps=networkx.node_link_data
         )
         json_dataset_args.save(dummy_graph_data)
-        patched_save.assert_called_once_with(dummy_graph_data, attrs=ATTRS)
+        patched_save.assert_called_once_with(
+            dummy_graph_data,
+            source="from",
+            target="to",
+            name="fake_id",
+            key="fake_key",
+            link="fake_link",
+        )
 
         patched_load = mocker.patch(
             "networkx.node_link_graph", wraps=networkx.node_link_graph
@@ -91,7 +96,11 @@ def test_load_args_save_args(self, mocker, json_dataset_args, dummy_graph_data):
                     {"from": 1, "to": 2},
                 ],
             },
-            attrs=ATTRS,
+            source="from",
+            target="to",
+            name="fake_id",
+            key="fake_key",
+            link="fake_link",
         )
         assert dummy_graph_data.nodes(data=True) == reloaded.nodes(data=True)