docs: Fix typo

docs/source/development/contributing/index.md

@@ -234,8 +234,9 @@ your solution, feel free to open a draft pull request and ask for help.
 ## Contributing to documentation
 
 The most important components of Polars documentation are the
-[user guide](https://docs.pola.rs/user-guide/), the [API references](https://docs.pola.rs/api/), and
-the database of questions on [StackOverflow](https://stackoverflow.com/).
+[user guide](https://docs.pola.rs/user-guide/), the
+[API references](https://docs.pola.rs/api/python/stable/reference/index.html), and the database of
+questions on [StackOverflow](https://stackoverflow.com/).
 
 ### User guide
 

docs/source/polars-cloud/index.md

@@ -49,7 +49,7 @@ pay for the resources you use in your own cloud environment.
 
 ## Cloud availability
 
-Currently, Polars CLoud is available on AWS. Other cloud providers and on-premise solution is on the
+Currently, Polars Cloud is available on AWS. Other cloud providers and on-premise solution is on the
 roadmap and will become available in the upcoming months.
 
 ![AWS logo](https://raw.githubusercontent.com/pola-rs/polars-static/refs/heads/master/polars_cloud/aws-logo.svg)

docs/source/polars-cloud/run/distributed-engine.md

@@ -11,7 +11,7 @@ significantly reduced, allowing users to process at scale.
 <!-- dprint-ignore-start -->
 
 !!! info "Distributed engine is in early stage"
-    The distributed engine is in its very early development. It currently runs all [PDS-H benchmarks](https://github.com/pola-rs/polars-benchmark). Many operations are either unsupported or not yet optimized. Major performance improvements will be introduced in the near future. When a operation is not available in a distributed manner, Polars Cloud will run that operation on single node.
+    The distributed engine is in its very early development. It currently runs all [PDS-H benchmarks](https://github.com/pola-rs/polars-benchmark). Major performance improvements will be introduced in the near future. When a operation is not available in a distributed manner, Polars Cloud will run that operation on single node.
 
 <!-- dprint-ignore-end-->
 

py-polars/docs/source/_templates/layout.html

@@ -7,7 +7,7 @@
           data-project-name="Polars"
           data-project-color="#0075FF"
           data-project-logo="https://github.com/pola-rs/polars-static/blob/master/logos/polars_logo_blue_square_white_background.png?raw=true"
-          data-modal-disclaimer="This is a custom LLM for Polars with access to all [documentation](https://docs.pola.rs) and the [API reference.](https://docs.pola.rs/api/)."
+          data-modal-disclaimer="This is a custom LLM for Polars with access to all [documentation](https://docs.pola.rs) and the [API reference.](https://docs.pola.rs/api/python/stable/reference/index.html)."
 	  data-modal-example-questions="How can I execute a SQL query against Polars DataFrames?,Can you help me figure out how to read a CSV file using Polars?">
                 </script>
 {% endblock %}