diff --git a/pandas-on-spark/index.md b/pandas-on-spark/index.md
index ee048f66f3f..fa327832966 100644
--- a/pandas-on-spark/index.md
+++ b/pandas-on-spark/index.md
@@ -191,4 +191,4 @@ pandas on Spark uses syntax that’s familiar to pandas users, so it’s easy to
 
 pandas on Spark is also a great technology to be used in conjunction with pandas.  You can use the big-data and performant processing capabilities of pandas on Spark to process datasets before they’re converted into pandas DataFrames that are compatible with other technologies.
 
-Check out [the docs](https://spark.apache.org/docs/latest/api/python/user_guide/pandas_on_spark/index.html) to learn more about how to use pandas on Spark.
+Check out [the docs](https://spark.apache.org/docs/latest/api/python/reference/pyspark.pandas/index.html) to learn more about how to use pandas on Spark.
diff --git a/site/docs/3.5.0/api/python/user_guide/pandas_on_spark/index.html b/site/docs/3.5.0/api/python/user_guide/pandas_on_spark/index.html
index a2a463e0318..44443d049b8 100644
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+++ b/site/docs/3.5.0/api/python/user_guide/pandas_on_spark/index.html
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-    <link rel="canonical" href="https://spark.apache.org/docs/latest/api/python/user_guide/pandas_on_spark/index.html" />
+    <link rel="canonical" href="https://spark.apache.org/docs/latest/api/python/reference/pyspark.pandas/index.html" />
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diff --git a/site/docs/3.5.1/api/python/user_guide/pandas_on_spark/index.html b/site/docs/3.5.1/api/python/user_guide/pandas_on_spark/index.html
index 84f23f58719..3a6d97ba216 100644
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+++ b/site/docs/3.5.1/api/python/user_guide/pandas_on_spark/index.html
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-    <link rel="canonical" href="https://spark.apache.org/docs/latest/api/python/user_guide/pandas_on_spark/index.html" />
+    <link rel="canonical" href="https://spark.apache.org/docs/latest/api/python/reference/pyspark.pandas/index.html" />
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diff --git a/site/docs/3.5.2/api/python/user_guide/pandas_on_spark/index.html b/site/docs/3.5.2/api/python/user_guide/pandas_on_spark/index.html
index ac4ac458b82..3602525330c 100644
--- a/site/docs/3.5.2/api/python/user_guide/pandas_on_spark/index.html
+++ b/site/docs/3.5.2/api/python/user_guide/pandas_on_spark/index.html
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-    <link rel="canonical" href="https://spark.apache.org/docs/latest/api/python/user_guide/pandas_on_spark/index.html" />
+    <link rel="canonical" href="https://spark.apache.org/docs/latest/api/python/reference/pyspark.pandas/index.html" />
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diff --git a/site/docs/3.5.3/api/python/user_guide/pandas_on_spark/index.html b/site/docs/3.5.3/api/python/user_guide/pandas_on_spark/index.html
index 80eeb6a154b..c7c6338e323 100644
--- a/site/docs/3.5.3/api/python/user_guide/pandas_on_spark/index.html
+++ b/site/docs/3.5.3/api/python/user_guide/pandas_on_spark/index.html
@@ -38,7 +38,7 @@
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-    <link rel="canonical" href="https://spark.apache.org/docs/latest/api/python/user_guide/pandas_on_spark/index.html" />
+    <link rel="canonical" href="https://spark.apache.org/docs/latest/api/python/reference/pyspark.pandas/index.html" />
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diff --git a/site/docs/3.5.4/api/python/user_guide/pandas_on_spark/index.html b/site/docs/3.5.4/api/python/user_guide/pandas_on_spark/index.html
index 0b5137fa9b1..4c35738a9fc 100644
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+++ b/site/docs/3.5.4/api/python/user_guide/pandas_on_spark/index.html
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-    <link rel="canonical" href="https://spark.apache.org/docs/latest/api/python/user_guide/pandas_on_spark/index.html" />
+    <link rel="canonical" href="https://spark.apache.org/docs/latest/api/python/reference/pyspark.pandas/index.html" />
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diff --git a/site/docs/3.5.5/api/python/user_guide/pandas_on_spark/index.html b/site/docs/3.5.5/api/python/user_guide/pandas_on_spark/index.html
index b9bf257a7f2..05d41f79204 100644
--- a/site/docs/3.5.5/api/python/user_guide/pandas_on_spark/index.html
+++ b/site/docs/3.5.5/api/python/user_guide/pandas_on_spark/index.html
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-    <link rel="canonical" href="https://spark.apache.org/docs/latest/api/python/user_guide/pandas_on_spark/index.html" />
+    <link rel="canonical" href="https://spark.apache.org/docs/latest/api/python/reference/pyspark.pandas/index.html" />
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diff --git a/site/docs/3.5.6/api/python/user_guide/pandas_on_spark/index.html b/site/docs/3.5.6/api/python/user_guide/pandas_on_spark/index.html
index 36cef50fe00..e12a4e074ce 100644
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+++ b/site/docs/3.5.6/api/python/user_guide/pandas_on_spark/index.html
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-    <link rel="canonical" href="https://spark.apache.org/docs/latest/api/python/user_guide/pandas_on_spark/index.html" />
+    <link rel="canonical" href="https://spark.apache.org/docs/latest/api/python/reference/pyspark.pandas/index.html" />
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diff --git a/site/pandas-on-spark/index.html b/site/pandas-on-spark/index.html
index 2a4be9de3fe..90b61cebe1c 100644
--- a/site/pandas-on-spark/index.html
+++ b/site/pandas-on-spark/index.html
@@ -343,7 +343,7 @@ <h2 id="conclusion">Conclusion</h2>
 
 <p>pandas on Spark is also a great technology to be used in conjunction with pandas.  You can use the big-data and performant processing capabilities of pandas on Spark to process datasets before they’re converted into pandas DataFrames that are compatible with other technologies.</p>
 
-<p>Check out <a href="https://spark.apache.org/docs/latest/api/python/user_guide/pandas_on_spark/index.html">the docs</a> to learn more about how to use pandas on Spark.</p>
+<p>Check out <a href="https://spark.apache.org/docs/latest/api/python/reference/pyspark.pandas/index.html">the docs</a> to learn more about how to use pandas on Spark.</p>
 
     </div>
     <div class="col-12 col-md-3">