diff --git a/web/pandas/getting_started.md b/web/pandas/getting_started.md
index cb14e52edad2c..17ff14caf1b60 100644
--- a/web/pandas/getting_started.md
+++ b/web/pandas/getting_started.md
@@ -42,7 +42,7 @@ The book we recommend to learn pandas is [Python for Data Analysis](https://amzn
 by [Wes McKinney](https://wesmckinney.com/), creator of pandas.
 
 <a href="https://amzn.to/3DyLaJc">
-    <img alt="Python for Data Analysis" src="{{ base_url }}static/img/pydata_book.gif"/>
+    <img alt="Python for Data Analysis" src="{{ base_url }}static/img/books/pydata_book.gif"/>
 </a>
 
 ## Videos
diff --git a/web/pandas/index.html b/web/pandas/index.html
index 3d2e5363a2a2d..4ad1095e0464e 100644
--- a/web/pandas/index.html
+++ b/web/pandas/index.html
@@ -90,10 +90,15 @@ <h4>Follow us</h4>
                     </ul>
 
                 </div>
-				<h4>Get the book</h4>
+				<h4>Recommended books</h4>
 				<p class="book">
 					<a href="https://amzn.to/3DyLaJc">
-						<img class="img-fluid" alt="Python for Data Analysis" src="{{ base_url }}static/img/pydata_book.gif"/>
+						<img class="img-fluid" alt="Python for Data Analysis" src="{{ base_url }}static/img/books/pydata_book.gif"/>
+					</a>
+				</p>
+				<p class="book">
+					<a href="https://store.metasnake.com/effective-pandas-book/lhte7">
+						<img class="img-fluid" alt="Effective pandas 2" src="{{ base_url }}static/img/books/effective_pandas_2.gif"/>
 					</a>
 				</p>
                 {% if releases[1:5] %}
diff --git a/web/pandas/static/img/books/effective_pandas_2.gif b/web/pandas/static/img/books/effective_pandas_2.gif
new file mode 100644
index 0000000000000..ae3efbcbd18a8
Binary files /dev/null and b/web/pandas/static/img/books/effective_pandas_2.gif differ
diff --git a/web/pandas/static/img/pydata_book.gif b/web/pandas/static/img/books/pydata_book.gif
similarity index 100%
rename from web/pandas/static/img/pydata_book.gif
rename to web/pandas/static/img/books/pydata_book.gif