Update SDK docs links (#17138)

docs/integrations/prefect-aws/index.mdx

@@ -246,6 +246,6 @@ if __name__ == "__main__":
 
 For assistance using AWS, consult the [AWS documentation](https://docs.aws.amazon.com/) and, in particular, the [Boto3 documentation](https://boto3.amazonaws.com/v1/documentation/api/latest/index.html).
 
-Refer to the `prefect-aws` SDK documentation linked in the sidebar to explore all the capabilities of the `prefect-aws` library.
+Refer to the `prefect-aws` [SDK documentation](https://reference.prefect.io/prefect_aws/) to explore all the capabilities of the `prefect-aws` library.
 
 Refer to the [secrets documentation](/v3/develop/secrets) to see an example of using the `AwsCredentials` block with a third-party service like Snowflake. The example does not require you to save your AWS credentials as part of the Snowflake block.

docs/integrations/prefect-bitbucket/index.mdx

@@ -143,4 +143,4 @@ if __name__ == "__main__":
 
 For assistance using Bitbucket, consult the [Bitbucket documentation](https://bitbucket.org/product/guides).
 
-Refer to the `prefect-bitbucket` SDK documentation linked in the sidebar to explore all the capabilities of the `prefect-bitbucket` library.
+Refer to the `prefect-bitbucket` [SDK documentation](https://reference.prefect.io/prefect_bitbucket/) to explore all the capabilities of the `prefect-bitbucket` library.

docs/integrations/prefect-dask/index.mdx

@@ -398,7 +398,7 @@ if __name__ == "__main__":
 
 ## Additional Resources
 
-Refer to the `prefect-dask` SDK documentation linked in the sidebar to explore all the capabilities of the `prefect-dask` library.
+Refer to the `prefect-dask` [SDK documentation](https://reference.prefect.io/prefect_dask/) to explore all the capabilities of the `prefect-dask` library.
 
 For assistance using Dask, consult the [Dask documentation](https://docs.dask.org/en/stable/)
 

docs/integrations/prefect-databricks/index.mdx

@@ -134,4 +134,4 @@ Note, instead of using the built-in models, you may also input valid JSON. For e
 
 For assistance using Databricks, consult the [Databricks documentation](https://www.databricks.com/databricks-documentation).
 
-Refer to the `prefect-databricks` SDK documentation linked in the sidebar to explore all the capabilities of the `prefect-databricks` library.
+Refer to the `prefect-databricks` [SDK documentation](https://reference.prefect.io/prefect_databricks/) to explore all the capabilities of the `prefect-databricks` library.

docs/integrations/prefect-dbt/index.mdx

@@ -540,7 +540,7 @@ DbtCoreOperation.load("DBT-CORE-OPERATION-BLOCK-NAME-PLACEHOLDER")
 
 For assistance using dbt, consult the [dbt documentation](https://docs.getdbt.com/docs/building-a-dbt-project/documentation).
 
-Refer to the `prefect-dbt` SDK documentation linked in the sidebar to explore all the capabilities of the `prefect-dbt` library.
+Refer to the `prefect-dbt` [SDK documentation](https://reference.prefect.io/prefect_dbt/) to explore all the capabilities of the `prefect-dbt` library.
 
 ### Additional installation options
 

docs/integrations/prefect-docker/index.mdx

@@ -31,4 +31,4 @@ See the Prefect [Workers docs](/v3/deploy/infrastructure-examples/docker) to lea
 
 For assistance using Docker, consult the [Docker documentation](https://docs.docker.com/).
 
-Refer to the `prefect-docker` SDK documentation linked in the sidebar to explore all the capabilities of the `prefect-docker` library.
+Refer to the `prefect-docker` [SDK documentation](https://reference.prefect.io/prefect_docker/) to explore all the capabilities of the `prefect-docker` library.

docs/integrations/prefect-email/index.mdx

@@ -115,4 +115,4 @@ if __name__ == "__main__":
 
 ## Resources
 
-Refer to the `prefect-email` SDK documentation linked in the sidebar to explore all the capabilities of the `prefect-email` library.
+Refer to the `prefect-email` [SDK documentation](https://reference.prefect.io/prefect_email/) to explore all the capabilities of the `prefect-email` library.

docs/integrations/prefect-github/index.mdx

@@ -123,4 +123,4 @@ if __name__ == "__main__":
 
 For assistance using GitHub, consult the [GitHub documentation](https://docs.github.com).
 
-Refer to the `prefect-github` SDK documentation linked in the sidebar to explore all the capabilities of the `prefect-github` library.
+Refer to the `prefect-github` [SDK documentation](https://reference.prefect.io/prefect_github/) to explore all the capabilities of the `prefect-github` library.

docs/integrations/prefect-gitlab/index.mdx

@@ -138,4 +138,4 @@ if __name__ == "__main__":
 
 For assistance using GitLab, consult the [GitLab documentation](https://gitlab.com).
 
-Refer to the `prefect-gitlab` SDK documentation linked in the sidebar to explore all the capabilities of the `prefect-gitlab` library.
+Refer to the `prefect-gitlab` [SDK documentation](https://reference.prefect.io/prefect_gitlab/) to explore all the capabilities of the `prefect-gitlab` library.

docs/integrations/prefect-kubernetes/index.mdx

@@ -120,4 +120,4 @@ def kubernetes_orchestrator():
 
 For assistance using Kubernetes, consult the [Kubernetes documentation](https://kubernetes.io/).
 
-Refer to the `prefect-kubernetes` SDK documentation linked in the sidebar to explore all the capabilities of the `prefect-kubernetes` library.
+Refer to the `prefect-kubernetes` [SDK documentation](https://reference.prefect.io/prefect_kubernetes/) to explore all the capabilities of the `prefect-kubernetes` library.

docs/integrations/prefect-ray/index.mdx

@@ -204,6 +204,6 @@ def my_flow():
 
 ## Resources
 
-Refer to the `prefect-ray` SDK documentation to explore all the capabilities of the `prefect-ray` library.
+Refer to the `prefect-ray` [SDK documentation](https://reference.prefect.io/prefect_ray/) to explore all the capabilities of the `prefect-ray` library.
 
 For further assistance using Ray, consult the [Ray documentation](https://docs.ray.io/en/latest/index.html).

docs/integrations/prefect-shell/index.mdx

@@ -130,4 +130,4 @@ ping_op = ShellOperation.load("block-name")
 
 ## Resources
 
-Refer to the `prefect-shell` SDK documentation linked in the sidebar to explore all the capabilities of the `prefect-shell` library.
+Refer to the `prefect-shell` [SDK documentation](https://reference.prefect.io/prefect_shell/) to explore all the capabilities of the `prefect-shell` library.

docs/integrations/prefect-slack/index.mdx

@@ -65,6 +65,6 @@ if __name__ == "__main__":
 
 ## Resources
 
-Refer to the `prefect-slack` SDK documentation linked in the sidebar to explore all the capabilities of the `prefect-slack` library.
+Refer to the `prefect-slack` [SDK documentation](https://reference.prefect.io/prefect_slack/) to explore all the capabilities of the `prefect-slack` library.
 
 For further assistance developing with Slack, consult the [Slack documentation](https://api.slack.com/).

docs/integrations/prefect-snowflake/index.mdx

@@ -36,7 +36,7 @@ prefect block register -m prefect_snowflake
 #### Create the credentials block
 
 Below is a walkthrough on saving a `SnowflakeCredentials` block through code. Log into your Snowflake account to find your credentials.
-The example below uses a user and password combination, but refer to the SDK documentation for a full list of authentication and connection options.
+The example below uses a user and password combination, but refer to the [SDK documentation](https://reference.prefect.io/prefect_snowflake/) for a full list of authentication and connection options.
 
 ```python
 from prefect_snowflake import SnowflakeCredentials

docs/integrations/prefect-sqlalchemy/index.mdx

@@ -216,6 +216,6 @@ if __name__ == "__main__":
 
 ## Resources
 
-Refer to the `prefect-sqlalchemy` SDK documentation linked in the sidebar to explore all the capabilities of the `prefect-sqlalchemy` library.
+Refer to the `prefect-sqlalchemy` [SDK documentation](https://reference.prefect.io/prefect_sqlalchemy/) to explore all the capabilities of the `prefect-sqlalchemy` library.
 
 For assistance using SQLAlchemy, consult the [SQLAlchemy documentation](https://www.sqlalchemy.org/).