diff --git a/examples/basics/ontologies.ipynb b/examples/basics/ontologies.ipynb
index 476284f35..64a13d7ff 100644
--- a/examples/basics/ontologies.ipynb
+++ b/examples/basics/ontologies.ipynb
@@ -227,6 +227,44 @@
       "outputs": [],
       "execution_count": null
     },
+    {
+      "metadata": {},
+      "source": [
+        "# Update a feature's title \n",
+        "client.update_feature_schema_title(feature_schema_id=feature_schema.uid, title=\"cat-2\")\n",
+        "feature = client.get_feature_schema(feature_schema_id=feature_schema.uid)\n",
+        "print(\"Feature: \", feature)"
+      ],
+      "cell_type": "code",
+      "outputs": [],
+      "execution_count": null
+    },
+    {
+      "metadata": {},
+      "source": [
+        "# Replace a feature \n",
+        "tool = lb.Tool(feature_schema_id=feature_schema.uid, name=\"tool-cat-upserted\", tool=lb.Tool.Type.BBOX, color=\"#FF0000\")\n",
+        "upserted_feature_schema_id = client.upsert_feature_schema(tool.asdict()).uid\n",
+        "feature = client.get_feature_schema(feature_schema_id=upserted_feature_schema_id)\n",
+        "print(\"Updated feature: \", feature)"
+      ],
+      "cell_type": "code",
+      "outputs": [],
+      "execution_count": null
+    },
+    {
+      "metadata": {},
+      "source": [
+        "# Insert a new feature \n",
+        "tool = lb.Tool(name=\"tool-cat-2\", tool=lb.Tool.Type.RASTER_SEGMENTATION)\n",
+        "feature_schema_id_new = client.create_feature_schema(tool.asdict()).uid\n",
+        "client.insert_feature_schema_into_ontology(feature_schema_id=feature_schema_id_new, ontology_id=ontology.uid , position=2)\n",
+        "print(\"Updated ontology: \", client.get_ontology(ontology_id=ontology.uid))"
+      ],
+      "cell_type": "code",
+      "outputs": [],
+      "execution_count": null
+    },
     {
       "metadata": {},
       "source": [
@@ -241,7 +279,19 @@
     {
       "metadata": {},
       "source": [
-        "client.delete_feature_schema_from_ontology(ontology_id=ontology.uid, feature_schema_id=feature_schema.uid)"
+        "client.delete_feature_schema_from_ontology(ontology_id=ontology.uid, feature_schema_id=feature_schema_id_new)"
+      ],
+      "cell_type": "code",
+      "outputs": [],
+      "execution_count": null
+    },
+    {
+      "metadata": {},
+      "source": [
+        "# Only features with annotations will be archived, features without annotations will be deleted. \n",
+        "feature_schema_id_with_annotations = \"\" \n",
+        "ontology_id = \"\"\n",
+        "client.unarchive_feature_schema_node(ontology_id=ontology_id, root_feature_schema_id=feature_schema_id_with_annotations)"
       ],
       "cell_type": "code",
       "outputs": [],