diff --git a/docs/docs/modules/data_connection/text_embedding/caching_embeddings.ipynb b/docs/docs/modules/data_connection/text_embedding/caching_embeddings.ipynb
index 2e5241d00d..079fa3ce1d 100644
--- a/docs/docs/modules/data_connection/text_embedding/caching_embeddings.ipynb
+++ b/docs/docs/modules/data_connection/text_embedding/caching_embeddings.ipynb
@@ -29,7 +29,10 @@
     "- batch_size: (optional, defaults to `None`) The number of documents to embed between store updates.\n",
     "- namespace: (optional, defaults to `\"\"`) The namespace to use for document cache. This namespace is used to avoid collisions with other caches. For example, set it to the name of the embedding model used.\n",
     "\n",
-    "**Attention**: Be sure to set the `namespace` parameter to avoid collisions of the same text embedded using different embeddings models."
+    "**Attention**:\n",
+    "\n",
+    "- Be sure to set the `namespace` parameter to avoid collisions of the same text embedded using different embeddings models.\n",
+    "- Currently `CacheBackedEmbeddings` does not cache embedding created with `embed_query()` `aembed_query()` methods."
    ]
   },
   {