diff --git a/language/index.md b/language/index.md
index 7c12dad999..ec6e809ce9 100644
--- a/language/index.md
+++ b/language/index.md
@@ -12,10 +12,10 @@ In addition to the language-specific modules, Docker documentation also provides
 
 For more information, refer to the following topics:
 
-* [Best practices for writing Dockerfiles](/develop/develop-images/dockerfile_best-practices/)
-* [Docker development best practices](/develop/dev-best-practices/)
-* [Build images with BuildKit](/develop-images/build_enhancements/)
-* [Manage images](/develop/develop-images/image_management/)
+* [Best practices for writing Dockerfiles](../../develop/develop-images/dockerfile_best-practices.md)
+* [Docker development best practices](../../develop/dev-best-practices.md)
+* [Build images with BuildKit](../../develop/develop-images/build_enhancements.md)
+* [Manage images](../../develop/develop-images/image_management.md)
 
 ## Language-specific getting started guides
 
diff --git a/language/nodejs/build-images.md b/language/nodejs/build-images.md
index 659107446f..0a1601ec4f 100644
--- a/language/nodejs/build-images.md
+++ b/language/nodejs/build-images.md
@@ -10,7 +10,7 @@ redirect_from:
 
 ## Prerequisites
 
-Work through the orientation and setup in Get started [Part 1](/get-started/) to understand Docker concepts.
+Work through the orientation and setup in Get started [Part 1](../../get-started/index.md) to understand Docker concepts.
 
 ## Overview
 
@@ -103,7 +103,7 @@ In the same way, when we use the `FROM` command, we tell Docker to include in ou
 
 > **Note**
 >
-> If you want to learn more about creating your own base images, see [Creating base images](https://docs.docker.com/develop/develop-images/baseimages/).
+> If you want to learn more about creating your own base images, see [Creating base images](../../develop/develop-images/baseimages.md).
 
 The `NODE_ENV` environment variable specifies the environment in which an application is running (usually, development or production). One of the simplest things you can do to improve performance is to set `NODE_ENV` to `production`.
 
@@ -249,6 +249,6 @@ In this module, we took a look at setting up our example Node application that w
 
 ## Feedback
 
-Help us improve this topic by providing your feedback. Let us know what you think by creating an issue in the [Docker Docs ](https://github.com/docker/docker.github.io/issues/new?title=[Node.js%20docs%20feedback]){:target="_blank" rel="noopener" class="_"} GitHub repository. Alternatively, [create a PR](https://github.com/docker/docker.github.io/pulls){:target="_blank" rel="noopener" class="_"} to suggest updates.
+Help us improve this topic by providing your feedback. Let us know what you think by creating an issue in the [Docker Docs](https://github.com/docker/docker.github.io/issues/new?title=[Node.js%20docs%20feedback]){:target="_blank" rel="noopener" class="_"} GitHub repository. Alternatively, [create a PR](https://github.com/docker/docker.github.io/pulls){:target="_blank" rel="noopener" class="_"} to suggest updates.
 
 <br />
diff --git a/language/nodejs/deploy.md b/language/nodejs/deploy.md
index 2cc8a286d2..a1c94e617a 100644
--- a/language/nodejs/deploy.md
+++ b/language/nodejs/deploy.md
@@ -12,7 +12,7 @@ Now, that we have configured a CI/CD pipleline, let's look at how we can deploy
 
 The Docker Azure Integration enables developers to use native Docker commands to run applications in Azure Container Instances (ACI) when building cloud-native applications. The new experience provides a tight integration between Docker Desktop and Microsoft Azure allowing developers to quickly run applications using the Docker CLI or VS Code extension, to switch seamlessly from local development to cloud deployment.
 
-For detailed instructions, see [Deploying Docker containers on Azure](/cloud/aci-integration/).
+For detailed instructions, see [Deploying Docker containers on Azure](../../cloud/aci-integration.md).
 
 ## Docker and ECS
 
@@ -20,10 +20,10 @@ The Docker ECS Integration enables developers to use native Docker commands in D
 
 The integration between Docker and Amazon ECS allows developers to use the Docker Compose CLI to set up an AWS context in one Docker command, allowing you to switch from a local context to a cloud context and run applications quickly and easily simplify multi-container application development on Amazon ECS using Compose files.
 
-For detailed instructions, see [Deploying Docker containers on ECS](/cloud/ecs-integration.md).
+For detailed instructions, see [Deploying Docker containers on ECS](../../cloud/ecs-integration.md).
 
 ## Feedback
 
-Help us improve this topic by providing your feedback. Let us know what you think by creating an issue in the [Docker Docs ](https://github.com/docker/docker.github.io/issues/new?title=[Node.js%20docs%20feedback]){:target="_blank" rel="noopener" class="_"} GitHub repository. Alternatively, [create a PR](https://github.com/docker/docker.github.io/pulls){:target="_blank" rel="noopener" class="_"} to suggest updates.
+Help us improve this topic by providing your feedback. Let us know what you think by creating an issue in the [Docker Docs](https://github.com/docker/docker.github.io/issues/new?title=[Node.js%20docs%20feedback]){:target="_blank" rel="noopener" class="_"} GitHub repository. Alternatively, [create a PR](https://github.com/docker/docker.github.io/pulls){:target="_blank" rel="noopener" class="_"} to suggest updates.
 
 <br />
diff --git a/language/nodejs/develop.md b/language/nodejs/develop.md
index fca7f23e9c..86f917e21b 100644
--- a/language/nodejs/develop.md
+++ b/language/nodejs/develop.md
@@ -228,6 +228,6 @@ In the next module, we’ll take a look at how to run unit tests in Docker. See:
 
 ## Feedback
 
-Help us improve this topic by providing your feedback. Let us know what you think by creating an issue in the [Docker Docs ](https://github.com/docker/docker.github.io/issues/new?title=[Node.js%20docs%20feedback]){:target="_blank" rel="noopener" class="_"} GitHub repository. Alternatively, [create a PR](https://github.com/docker/docker.github.io/pulls){:target="_blank" rel="noopener" class="_"} to suggest updates.
+Help us improve this topic by providing your feedback. Let us know what you think by creating an issue in the [Docker Docs](https://github.com/docker/docker.github.io/issues/new?title=[Node.js%20docs%20feedback]){:target="_blank" rel="noopener" class="_"} GitHub repository. Alternatively, [create a PR](https://github.com/docker/docker.github.io/pulls){:target="_blank" rel="noopener" class="_"} to suggest updates.
 
 <br />
diff --git a/language/nodejs/run-containers.md b/language/nodejs/run-containers.md
index 97676a0d8c..81da43f9c2 100644
--- a/language/nodejs/run-containers.md
+++ b/language/nodejs/run-containers.md
@@ -201,6 +201,6 @@ In this module, we took a look at running containers, publishing ports, and runn
 
 ## Feedback
 
-Help us improve this topic by providing your feedback. Let us know what you think by creating an issue in the [Docker Docs ](https://github.com/docker/docker.github.io/issues/new?title=[Node.js%20docs%20feedback]){:target="_blank" rel="noopener" class="_"} GitHub repository. Alternatively, [create a PR](https://github.com/docker/docker.github.io/pulls){:target="_blank" rel="noopener" class="_"} to suggest updates.
+Help us improve this topic by providing your feedback. Let us know what you think by creating an issue in the [Docker Docs](https://github.com/docker/docker.github.io/issues/new?title=[Node.js%20docs%20feedback]){:target="_blank" rel="noopener" class="_"} GitHub repository. Alternatively, [create a PR](https://github.com/docker/docker.github.io/pulls){:target="_blank" rel="noopener" class="_"} to suggest updates.
 
 <br />
diff --git a/language/nodejs/run-tests.md b/language/nodejs/run-tests.md
index bcf5c7c28e..aab302d45d 100644
--- a/language/nodejs/run-tests.md
+++ b/language/nodejs/run-tests.md
@@ -246,6 +246,6 @@ In the next module, we’ll take a look at how to set up a CI/CD pipeline using
 
 ## Feedback
 
-Help us improve this topic by providing your feedback. Let us know what you think by creating an issue in the [Docker Docs ](https://github.com/docker/docker.github.io/issues/new?title=[Node.js%20docs%20feedback]){:target="_blank" rel="noopener" class="_"} GitHub repository. Alternatively, [create a PR](https://github.com/docker/docker.github.io/pulls){:target="_blank" rel="noopener" class="_"} to suggest updates.
+Help us improve this topic by providing your feedback. Let us know what you think by creating an issue in the [Docker Docs](https://github.com/docker/docker.github.io/issues/new?title=[Node.js%20docs%20feedback]){:target="_blank" rel="noopener" class="_"} GitHub repository. Alternatively, [create a PR](https://github.com/docker/docker.github.io/pulls){:target="_blank" rel="noopener" class="_"} to suggest updates.
 
 <br />
diff --git a/language/python/build-images.md b/language/python/build-images.md
index 7e78cdf2ca..0b014c5b06 100644
--- a/language/python/build-images.md
+++ b/language/python/build-images.md
@@ -8,7 +8,7 @@ description: Learn how to build your first Docker image by writing a Dockerfile
 
 ## Prerequisites
 
-Work through the orientation and setup in Get started [Part 1](/get-started/) to understand Docker concepts.
+Work through the orientation and setup in Get started [Part 1](../../get-started/index.md) to understand Docker concepts.
 
 ## Overview
 
@@ -54,7 +54,7 @@ To test that the application is working properly, open a new browser and navigat
 
 Switch back to the terminal where our server is running and you should see the following requests in the server logs. The data and timestamp will be different on your machine.
 
-```shel
+```shell
 127.0.0.1 - - [22/Sep/2020 11:07:41] "GET / HTTP/1.1" 200 -
 ```
 
@@ -236,6 +236,6 @@ In this module, we took a look at setting up our example Python application that
 
 ## Feedback
 
-Help us improve this topic by providing your feedback. Let us know what you think by creating an issue in the [Docker Docs ](https://github.com/docker/docker.github.io/issues/new?title=[Python%20docs%20feedback]){:target="_blank" rel="noopener" class="_"} GitHub repository. Alternatively, [create a PR](https://github.com/docker/docker.github.io/pulls){:target="_blank" rel="noopener" class="_"} to suggest updates.
+Help us improve this topic by providing your feedback. Let us know what you think by creating an issue in the [Docker Docs](https://github.com/docker/docker.github.io/issues/new?title=[Python%20docs%20feedback]){:target="_blank" rel="noopener" class="_"} GitHub repository. Alternatively, [create a PR](https://github.com/docker/docker.github.io/pulls){:target="_blank" rel="noopener" class="_"} to suggest updates.
 
 <br />
diff --git a/language/python/configure-ci-cd.md b/language/python/configure-ci-cd.md
index 8c43e319e0..796b7fbb2e 100644
--- a/language/python/configure-ci-cd.md
+++ b/language/python/configure-ci-cd.md
@@ -237,6 +237,6 @@ You can also consider deploying your application to the cloud. For detailed inst
 
 ## Feedback
 
-Help us improve this topic by providing your feedback. Let us know what you think by creating an issue in the [Docker Docs ](https://github.com/docker/docker.github.io/issues/new?title=[Python%20docs%20feedback]){:target="_blank" rel="noopener" class="_"} GitHub repository. Alternatively, [create a PR](https://github.com/docker/docker.github.io/pulls){:target="_blank" rel="noopener" class="_"} to suggest updates.
+Help us improve this topic by providing your feedback. Let us know what you think by creating an issue in the [Docker Docs](https://github.com/docker/docker.github.io/issues/new?title=[Python%20docs%20feedback]){:target="_blank" rel="noopener" class="_"} GitHub repository. Alternatively, [create a PR](https://github.com/docker/docker.github.io/pulls){:target="_blank" rel="noopener" class="_"} to suggest updates.
 
 <br />
diff --git a/language/python/deploy.md b/language/python/deploy.md
index ffd483c963..2b7f33d740 100644
--- a/language/python/deploy.md
+++ b/language/python/deploy.md
@@ -12,7 +12,7 @@ Now, that we have configured a CI/CD pipleline, let's look at how we can deploy
 
 The Docker Azure Integration enables developers to use native Docker commands to run applications in Azure Container Instances (ACI) when building cloud-native applications. The new experience provides a tight integration between Docker Desktop and Microsoft Azure allowing developers to quickly run applications using the Docker CLI or VS Code extension, to switch seamlessly from local development to cloud deployment.
 
-For detailed instructions, see [Deploying Docker containers on Azure](/cloud/aci-integration/).
+For detailed instructions, see [Deploying Docker containers on Azure](../../cloud/aci-integration.md).
 
 ## Docker and ECS
 
@@ -20,10 +20,10 @@ The Docker ECS Integration enables developers to use native Docker commands in D
 
 The integration between Docker and Amazon ECS allows developers to use the Docker Compose CLI to set up an AWS context in one Docker command, allowing you to switch from a local context to a cloud context and run applications quickly and easily simplify multi-container application development on Amazon ECS using Compose files.
 
-For detailed instructions, see [Deploying Docker containers on ECS](/cloud/ecs-integration.md).
+For detailed instructions, see [Deploying Docker containers on ECS](../../cloud/ecs-integration.md).
 
 ## Feedback
 
-Help us improve this topic by providing your feedback. Let us know what you think by creating an issue in the [Docker Docs ](https://github.com/docker/docker.github.io/issues/new?title=[Python%20docs%20feedback]){:target="_blank" rel="noopener" class="_"} GitHub repository. Alternatively, [create a PR](https://github.com/docker/docker.github.io/pulls){:target="_blank" rel="noopener" class="_"} to suggest updates.
+Help us improve this topic by providing your feedback. Let us know what you think by creating an issue in the [Docker Docs](https://github.com/docker/docker.github.io/issues/new?title=[Python%20docs%20feedback]){:target="_blank" rel="noopener" class="_"} GitHub repository. Alternatively, [create a PR](https://github.com/docker/docker.github.io/pulls){:target="_blank" rel="noopener" class="_"} to suggest updates.
 
 <br />
diff --git a/language/python/develop.md b/language/python/develop.md
index 340df6c056..0265d46a8c 100644
--- a/language/python/develop.md
+++ b/language/python/develop.md
@@ -255,4 +255,4 @@ In the next module, we’ll take a look at how to set up a CI/CD pipeline using
 
 ## Feedback
 
-Help us improve this topic by providing your feedback. Let us know what you think by creating an issue in the [Docker Docs ](https://github.com/docker/docker.github.io/issues/new?title=[Python%20docs%20feedback]){:target="_blank" rel="noopener" class="_"} GitHub repository. Alternatively, [create a PR](https://github.com/docker/docker.github.io/pulls){:target="_blank" rel="noopener" class="_"} to suggest updates.
\ No newline at end of file
+Help us improve this topic by providing your feedback. Let us know what you think by creating an issue in the [Docker Docs](https://github.com/docker/docker.github.io/issues/new?title=[Python%20docs%20feedback]){:target="_blank" rel="noopener" class="_"} GitHub repository. Alternatively, [create a PR](https://github.com/docker/docker.github.io/pulls){:target="_blank" rel="noopener" class="_"} to suggest updates.
\ No newline at end of file
diff --git a/language/python/run-containers.md b/language/python/run-containers.md
index b12de3d82d..e04bc00f96 100644
--- a/language/python/run-containers.md
+++ b/language/python/run-containers.md
@@ -199,6 +199,6 @@ In this module, we took a look at running containers, publishing ports, and runn
 
 ## Feedback
 
-Help us improve this topic by providing your feedback. Let us know what you think by creating an issue in the [Docker Docs ](https://github.com/docker/docker.github.io/issues/new?title=[Python%20docs%20feedback]){:target="_blank" rel="noopener" class="_"} GitHub repository. Alternatively, [create a PR](https://github.com/docker/docker.github.io/pulls){:target="_blank" rel="noopener" class="_"} to suggest updates.
+Help us improve this topic by providing your feedback. Let us know what you think by creating an issue in the [Docker Docs](https://github.com/docker/docker.github.io/issues/new?title=[Python%20docs%20feedback]){:target="_blank" rel="noopener" class="_"} GitHub repository. Alternatively, [create a PR](https://github.com/docker/docker.github.io/pulls){:target="_blank" rel="noopener" class="_"} to suggest updates.
 
 <br />
\ No newline at end of file