diff --git a/examples/python/web_url_loader_example.py b/examples/python/web_url_loader_example.py
new file mode 100644
index 000000000..7845d4001
--- /dev/null
+++ b/examples/python/web_url_loader_example.py
@@ -0,0 +1,46 @@
+import asyncio
+
+import cognee
+from cognee.shared.logging_utils import setup_logging, ERROR
+
+
+async def main():
+    await cognee.prune.prune_data()
+    print("Data pruned.")
+
+    await cognee.prune.prune_system(metadata=True)
+
+    extraction_rules = {
+        "title": {"selector": "title", "attr": "text"},
+        "headings": {"selector": "h1, h2, h3", "attr": "text", "all": True},
+        "links": {"selector": "a", "attr": "href", "all": True},
+        "paragraphs": {"selector": "p", "attr": "text", "all": True},
+    }
+
+    loaders_config = {
+        "web_url_loader": {
+            "soup_config": {
+                "max_depth": 1,
+                "follow_links": False,
+                "extraction_rules": extraction_rules,
+            }
+        }
+    }
+
+    await cognee.add(
+        "https://en.wikipedia.org/wiki/Large_language_model",
+        preferred_loaders=["web_url_loader"],
+        incremental_loading=False,  # TODO: incremental loading bypasses regular data ingestion, which breaks. Will fix
+        loaders_config=loaders_config,
+    )
+
+    await cognee.cognify()
+    print("Knowledge graph created.")
+
+    await cognee.visualize_graph()
+    print("Data visualized")
+
+
+if __name__ == "__main__":
+    logger = setup_logging(log_level=ERROR)
+    asyncio.run(main())