Fokko commented on code in PR #2996:
URL: https://github.com/apache/iceberg-python/pull/2996#discussion_r2834956495


##########
Makefile:
##########
@@ -149,29 +156,23 @@ coverage-report: ## Combine and report coverage
 
 ##@ Documentation
 
-docs-install: ## Install docs dependencies (included in default groups)
-       uv sync $(PYTHON_ARG) --group docs
-
 docs-serve: ## Serve local docs preview (hot reload)
-       uv run $(PYTHON_ARG) mkdocs serve -f mkdocs/mkdocs.yml --livereload
+       uv run $(PYTHON_ARG) --group docs mkdocs serve -f mkdocs/mkdocs.yml 
--livereload
 
 docs-build: ## Build the static documentation site
-       uv run $(PYTHON_ARG) mkdocs build -f mkdocs/mkdocs.yml --strict
+       uv run $(PYTHON_ARG) --group docs mkdocs build -f mkdocs/mkdocs.yml 
--strict
 
 # ========================
 # Experimentation
 # ========================
 
 ##@ Experimentation
 
-notebook-install: ## Install notebook dependencies
-       uv sync $(PYTHON_ARG) --all-extras --group notebook
-
-notebook: notebook-install ## Launch notebook for experimentation
-       uv run jupyter lab --notebook-dir=notebooks
+notebook: ## Launch notebook for experimentation
+       uv run $(PYTHON_ARG) --all-extras --group notebook jupyter lab 
--notebook-dir=notebooks
 
-notebook-infra: notebook-install test-integration-setup ## Launch notebook 
with integration test infra (Spark, Iceberg Rest Catalog, object storage, etc.)
-       uv run jupyter lab --notebook-dir=notebooks
+notebook-infra: test-integration-setup ## Launch notebook with integration 
test infra (Spark, Iceberg Rest Catalog, object storage, etc.)
+       uv run $(PYTHON_ARG) --all-extras --group notebook jupyter lab 
--notebook-dir=notebooks

Review Comment:
   Nice catch



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