diff --git a/.github/workflows/render-docs.yml b/.github/workflows/render-docs.yml
index 3d8b5fc3..5241489d 100644
--- a/.github/workflows/render-docs.yml
+++ b/.github/workflows/render-docs.yml
@@ -4,12 +4,12 @@ name: Render docs
 on:
   # Triggers the workflow on push or pull request events but only for the "main" branch
   push:
-    branches: [ "main" ]
+    branches: ["main"]
   pull_request:
     paths:
       - "python-wrapper/**" # python code
       - "docs/**" # documentation
-    branches: [ "main" ]
+    branches: ["main"]
 
   # Allows you to run this workflow manually from the Actions tab
   workflow_dispatch:
@@ -26,10 +26,10 @@ jobs:
 
       - uses: actions/setup-python@v5
         with:
-          python-version: '3.11'
-          cache: 'pip'
+          python-version: "3.11"
+          cache: "pip"
           cache-dependency-path: pyproject.toml
-      - run: pip install "python-wrapper/[dev, pandas, gds, docs]"
+      - run: pip install "python-wrapper/[dev, pandas, gds, snowflake, docs]"
 
       - name: Setup pandoc
         uses: pandoc/actions/setup@v1
diff --git a/docs/source/api-reference/render_options.rst b/docs/source/api-reference/render_options.rst
index 0c1dd13b..c49e98fe 100644
--- a/docs/source/api-reference/render_options.rst
+++ b/docs/source/api-reference/render_options.rst
@@ -4,7 +4,7 @@
 .. autoenum:: neo4j_viz.Layout
     :members:
 
-.. autoclass:: neo4j_viz.Force-Directed
+.. autoclass:: neo4j_viz.ForceDirectedLayoutOptions
     :members:
     :exclude-members: model_config
 
@@ -12,10 +12,10 @@
     :members:
     :exclude-members: model_config
 
-.. autoenum:: neo4j_viz.options.Direction
+.. autoenum:: neo4j_viz.Direction
     :members:
 
-.. autoenum:: neo4j_viz.options.Packing
+.. autoenum:: neo4j_viz.Packing
     :members:
 
 .. autoenum:: neo4j_viz.Renderer
diff --git a/python-wrapper/src/neo4j_viz/options.py b/python-wrapper/src/neo4j_viz/options.py
index cb67bc62..f6f7eca9 100644
--- a/python-wrapper/src/neo4j_viz/options.py
+++ b/python-wrapper/src/neo4j_viz/options.py
@@ -22,6 +22,9 @@ class CaptionAlignment(str, Enum):
 @enum_tools.documentation.document_enum
 class Layout(str, Enum):
     FORCE_DIRECTED = "forcedirected"
+    """
+    The force-directed layout uses a physics simulation to position the nodes.
+    """
     HIERARCHICAL = "hierarchical"
     """
     The nodes are then arranged by the directionality of their relationships
diff --git a/python-wrapper/src/neo4j_viz/snowflake.py b/python-wrapper/src/neo4j_viz/snowflake.py
index ac237921..8e5e1815 100644
--- a/python-wrapper/src/neo4j_viz/snowflake.py
+++ b/python-wrapper/src/neo4j_viz/snowflake.py
@@ -314,6 +314,16 @@ def from_snowflake(
     project_config: dict[str, Any],
     node_radius_min_max: Optional[tuple[float, float]] = (3, 60),
 ) -> VisualizationGraph:
+    """
+    Create a VisualizationGraph from Snowflake tables based on a project configuration.
+
+    Args:
+        session (Session): The Snowflake session to use for querying the tables.
+        project_config (dict[str, Any]): The project configuration dictionary defining node and relationship tables.
+        node_radius_min_max (Optional[tuple[float, float]], optional): Tuple defining the min and max radius for nodes. Defaults to (3, 60).
+    Returns:
+        VisualizationGraph: The constructed visualization graph.
+    """
     project_model = VizProjectConfig.model_validate(project_config, strict=False, context={"session": session})
     node_dfs, rel_dfs, rel_table_names = _map_tables(session, project_model)