diff --git a/doc/source/conf.py b/doc/source/conf.py
index 6891f7d82d6c1..5ea76c2f9c39f 100644
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -194,7 +194,7 @@
 
 # The theme to use for HTML and HTML Help pages.  Major themes that come with
 # Sphinx are currently 'default' and 'sphinxdoc'.
-html_theme = "pandas_sphinx_theme"
+html_theme = "pydata_sphinx_theme"
 
 # The style sheet to use for HTML and HTML Help pages. A file of that name
 # must exist either in Sphinx' static/ path, or in one of the custom paths
diff --git a/doc/source/user_guide/scale.rst b/doc/source/user_guide/scale.rst
index 43bb4966ec5bf..61fa24bb77cfc 100644
--- a/doc/source/user_guide/scale.rst
+++ b/doc/source/user_guide/scale.rst
@@ -246,6 +246,7 @@ We'll import ``dask.dataframe`` and notice that the API feels similar to pandas.
 We can use Dask's ``read_parquet`` function, but provide a globstring of files to read in.
 
 .. ipython:: python
+   :okwarning:
 
    import dask.dataframe as dd
 
diff --git a/environment.yml b/environment.yml
index 0d624c3c716a0..3c7aed32af3f8 100644
--- a/environment.yml
+++ b/environment.yml
@@ -105,4 +105,4 @@ dependencies:
   - pyreadstat  # pandas.read_spss
   - tabulate>=0.8.3  # DataFrame.to_markdown
   - pip:
-    - git+https://github.com/pandas-dev/pandas-sphinx-theme.git@master
+    - git+https://github.com/pandas-dev/pydata-sphinx-theme.git@master
diff --git a/requirements-dev.txt b/requirements-dev.txt
index b10ea0c54b96c..3089b96d26780 100644
--- a/requirements-dev.txt
+++ b/requirements-dev.txt
@@ -71,4 +71,4 @@ sqlalchemy
 xarray
 pyreadstat
 tabulate>=0.8.3
-git+https://github.com/pandas-dev/pandas-sphinx-theme.git@master
\ No newline at end of file
+git+https://github.com/pandas-dev/pydata-sphinx-theme.git@master
\ No newline at end of file