diff --git a/docs/crs-examples.ipynb b/docs/crs-examples.ipynb
index 920f836a..e23c07c7 100644
--- a/docs/crs-examples.ipynb
+++ b/docs/crs-examples.ipynb
@@ -7,7 +7,7 @@
    "source": [
     "# Joining Spatial Data with Different Coordinate Systems\n",
     "\n",
-    "> Note: Before running this notebook, ensure that you have installed SedonaDB: `pip install \"sedona[db]\"`\n",
+    "> Note: Before running this notebook, ensure that you have installed SedonaDB: `pip install \"apache-sedona[db]\"`\n",
     "\n",
     "This example demonstrates how one table with an EPSG 4326 CRS cannot be joined with another table that uses EPSG 3857.\n",
     "\n",
diff --git a/docs/geopandas-interop.ipynb b/docs/geopandas-interop.ipynb
index 629c0c03..f699c76d 100644
--- a/docs/geopandas-interop.ipynb
+++ b/docs/geopandas-interop.ipynb
@@ -26,7 +26,7 @@
     "\n",
     "# GeoPandas Interoperability\n",
     "\n",
-    "> Note: Before running this notebook, ensure that you have installed SedonaDB: `pip install \"sedona[db]\"`\n",
+    "> Note: Before running this notebook, ensure that you have installed SedonaDB: `pip install \"apache-sedona[db]\"`\n",
     "\n",
     "This notebook shows how to leverage GeoPandas with SedonaDB for large-scale geospatial analysis.\n",
     "\n",
diff --git a/docs/geopandas-interop.md b/docs/geopandas-interop.md
index 0efd8080..e4cdc302 100644
--- a/docs/geopandas-interop.md
+++ b/docs/geopandas-interop.md
@@ -19,7 +19,7 @@
 
 # GeoPandas Interoperability
 
-> Note: Before running this notebook, ensure that you have installed SedonaDB: `pip install "sedona[db]"`
+> Note: Before running this notebook, ensure that you have installed SedonaDB: `pip install "apache-sedona[db]"`
 
 This notebook shows how to leverage GeoPandas with SedonaDB for large-scale geospatial analysis.
 
diff --git a/docs/overture-examples.ipynb b/docs/overture-examples.ipynb
index 1be3f99a..70703362 100644
--- a/docs/overture-examples.ipynb
+++ b/docs/overture-examples.ipynb
@@ -26,7 +26,7 @@
     "\n",
     "# SedonaDB Overture Examples\n",
     "\n",
-    "> Note: Before running this notebook, ensure that you have installed SedonaDB: `pip install \"sedona[db]\"`\n",
+    "> Note: Before running this notebook, ensure that you have installed SedonaDB: `pip install \"apache-sedona[db]\"`\n",
     "\n",
     "This notebook demonstrates how to query and analyze the [Overture Maps](https://overturemaps.org/) dataset using SedonaDB.\n",
     "\n",
diff --git a/docs/programming-guide.ipynb b/docs/programming-guide.ipynb
index 77863d40..db15b7d2 100644
--- a/docs/programming-guide.ipynb
+++ b/docs/programming-guide.ipynb
@@ -26,7 +26,7 @@
     "\n",
     "# Working with Vector Data\n",
     "\n",
-    "> Note: Before running this notebook, ensure that you have installed SedonaDB: `pip install \"sedona[db]\"`\n",
+    "> Note: Before running this notebook, ensure that you have installed SedonaDB: `pip install \"apache-sedona[db]\"`\n",
     "\n",
     "Process vector data using sedona.db. You will learn to create DataFrames, run spatial queries, and manage file I/O. Let's begin by connecting to sedona.db.\n",
     "\n",