diff --git a/docs/domain/timeseries/normalize-intervals.rst b/docs/domain/timeseries/normalize-intervals.rst
index 30ae0548..376989f0 100644
--- a/docs/domain/timeseries/normalize-intervals.rst
+++ b/docs/domain/timeseries/normalize-intervals.rst
@@ -184,8 +184,8 @@ To get started, import the ``pandas`` library:
 
     import pandas
 
-Pandas uses `SQLAlchemy`_ and the :ref:`crate-python:index` to provide support
-for ``crate://`` style :ref:`connection strings <crate-python:database-urls>`.
+Pandas uses `SQLAlchemy`_ and the :ref:`sqlalchemy-cratedb:index` to provide support
+for ``crate://`` style :ref:`connection strings <sqlalchemy-cratedb:database-urls>`.
 
 Then, query the raw data:
 
diff --git a/docs/install/cloud/aws/aws-terraform-setup.rst b/docs/install/cloud/aws/aws-terraform-setup.rst
index c02d05da..d92167e6 100644
--- a/docs/install/cloud/aws/aws-terraform-setup.rst
+++ b/docs/install/cloud/aws/aws-terraform-setup.rst
@@ -195,7 +195,7 @@ to destroy all associated resources:
 .. _git's installation guide: https://git-scm.com/downloads
 .. _AWS provider: https://registry.terraform.io/providers/hashicorp/aws/latest/docs
 .. _List of available AWS regions: https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/using-regions-availability-zones.html#concepts-available-regions
-.. _How to view VPC properties: https://docs.aws.amazon.com/vpc/latest/userguide/default-vpc.html#view-default-vpc
+.. _How to view VPC properties: https://docs.aws.amazon.com/vpc/latest/userguide/work-with-default-vpc.html#view-default-vpc
 .. _How to view subnet properties: https://docs.aws.amazon.com/vpc/latest/userguide/modify-subnets.html#view-subnet
 .. _How to create EC2 key pairs: https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/create-key-pairs.html
 .. _community post: https://community.cratedb.com/t/deploying-cratedb-to-the-cloud-via-terraform/849
diff --git a/docs/install/windows.rst b/docs/install/windows.rst
index 996c9c2f..38a72f36 100644
--- a/docs/install/windows.rst
+++ b/docs/install/windows.rst
@@ -70,5 +70,5 @@ How to use the release archives to run CrateDB on Microsoft Windows.
 .. _msvcrt x86-32: https://aka.ms/vs/16/release/vc_redist.x86.exe
 .. _msvcrt x86-64: https://aka.ms/vs/16/release/vc_redist.x64.exe
 .. _Powershell: https://docs.microsoft.com/en-us/powershell/scripting/overview?view=powershell-7.2
-.. _starting PowerShell: https://docs.microsoft.com/en-us/powershell/scripting/learn/ps101/01-getting-started?view=powershell-7.1#how-do-i-launch-powershell
+.. _starting PowerShell: https://learn.microsoft.com/en-us/powershell/scripting/learn/ps101/01-getting-started?view=powershell-7.4#how-to-launch-powershell
 .. _Windows Server: https://www.microsoft.com/en-us/windows-server
diff --git a/docs/integrate/orm.md b/docs/integrate/orm.md
index 73181332..8a81de9e 100644
--- a/docs/integrate/orm.md
+++ b/docs/integrate/orm.md
@@ -10,5 +10,5 @@ How to use CrateDB together with popular open-source ORM libraries.
 
 
 [SQLAlchemy Code Examples]: https://github.com/crate/cratedb-examples/tree/main/by-language/python-sqlalchemy
-[The CrateDB SQLAlchemy Dialect]: https://cratedb.com/docs/python/en/latest/sqlalchemy.html
-[Working with SQLAlchemy and CrateDB]: https://cratedb.com/docs/python/en/latest/by-example/index.html#sqlalchemy-by-example
+[The CrateDB SQLAlchemy Dialect]: inv:sqlalchemy-cratedb:*:label#index
+[Working with SQLAlchemy and CrateDB]: inv:sqlalchemy-cratedb:*:label#by-example