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diff --git a/_sources/vast_database/sdk_ref/python-sdk-101-03.ipynb b/_sources/vast_database/sdk_ref/python-sdk-101-03.ipynb
@@ -5,7 +5,7 @@
    "id": "353faac2",
    "metadata": {},
    "source": [
-    "# Python SDK Reference"
+    "# Complete Python SDK Reference"
    ]
   },
   {

diff --git a/_sources/vast_database/tuning/python/howto.md b/_sources/vast_database/tuning/python/howto.md
@@ -1,7 +1,8 @@
-# Tuning
+# Tuning Python SDK
 
-<font color='red'><b>NOTE:</b> This documentation is currently under review. Please be aware that the information contained here is subject to change as we finalize our recommendations.
-</font>
+```{important}
+This documentation is currently under review. Please be aware that the information contained here is subject to change as we finalize our recommendations.
+```
 
 ## **Splits and Subsplits**
 

diff --git a/_sources/vast_database/tuning/trino/howto.md b/_sources/vast_database/tuning/trino/howto.md
@@ -1,4 +1,4 @@
-# Tuning VAST DB for Trino
+# Tuning Trino
 
 Example config:
 

diff --git a/_sources/vast_datastore/nifi/tagging_s3/overview.md b/_sources/vast_datastore/nifi/tagging_s3/overview.md
@@ -1,4 +1,4 @@
-# Apache Nifi to Tag VAST Datastore S3 objects
+# Tagging Datastore S3 Objects
 
 * NIFI Dataflow Overview  
 * ListS3 Processor  

diff --git a/feedback/intro.html b/feedback/intro.html
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-<li class="toctree-l2"><a class="reference internal" href="../vast_datastore/nifi/quickstart.html">Apache NiFi Quickstart</a></li>
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-<li class="toctree-l2"><a class="reference internal" href="../vast_database/sdk_ref/python-sdk-101-03.html">Complete Reference</a></li>
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+<li class="toctree-l2"><a class="reference internal" href="vast_datastore/nifi/quickstart.html">NiFi 2.x Quickstart</a></li>
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-<li class="toctree-l2"><a class="reference internal" href="vast_database/sdk_ref/python-sdk-101-03.html">Complete Reference</a></li>
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diff --git a/intro.html b/intro.html
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-<li class="toctree-l2"><a class="reference internal" href="vast_datastore/nifi/quickstart.html">Apache NiFi Quickstart</a></li>
+<li class="toctree-l2"><a class="reference internal" href="vast_datastore/nifi/quickstart.html">NiFi 2.x Quickstart</a></li>
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-<li class="toctree-l2"><a class="reference internal" href="vast_database/sdk_ref/python-sdk-101-03.html">Complete Reference</a></li>
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-<li class="toctree-l2"><a class="reference internal" href="vast_datastore/nifi/quickstart.html">Apache NiFi Quickstart</a></li>
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-<li class="toctree-l2"><a class="reference internal" href="vast_database/sdk_ref/python-sdk-101-03.html">Complete Reference</a></li>
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-<li class="toctree-l2"><a class="reference internal" href="../vast_database/sdk_ref/python-sdk-101-03.html">Complete Reference</a></li>
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-<li class="toctree-l2"><a class="reference internal" href="../vast_datastore/nifi/quickstart.html">Apache NiFi Quickstart</a></li>
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-<li class="toctree-l2"><a class="reference internal" href="../vast_database/sdk_ref/python-sdk-101-03.html">Complete Reference</a></li>
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diff --git a/vast_catalog/trino_quickstart/howto.html b/vast_catalog/trino_quickstart/howto.html
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diff --git a/vast_database/ingestion/python_kafka.html b/vast_database/ingestion/python_kafka.html
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