diff --git a/.hadolint.yaml b/.hadolint.yaml
index 3d6d83e9da..11ee226343 100644
--- a/.hadolint.yaml
+++ b/.hadolint.yaml
@@ -2,3 +2,4 @@
 ignored:
   - DL3006
   - DL3008
+  - DL3013
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index aa5faab5c3..c3ca4a0762 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -72,6 +72,16 @@ repos:
       - id: hadolint-docker
         entry: hadolint/hadolint:v2.12.1-beta hadolint
 
+  # Lint: Dockerfile
+  # We're linting .dockerfile files as well
+  - repo: https://github.com/hadolint/hadolint.git
+    rev: v2.12.1-beta
+    hooks:
+      - id: hadolint-docker
+        entry: hadolint/hadolint:v2.12.1-beta hadolint
+        types: [file]
+        files: \.dockerfile$
+
   # Lint: YAML
   - repo: https://github.com/adrienverge/yamllint.git
     rev: v1.32.0
diff --git a/docs/contributing/lint.md b/docs/contributing/lint.md
index 4fb83bf7e3..1b213d0572 100644
--- a/docs/contributing/lint.md
+++ b/docs/contributing/lint.md
@@ -50,6 +50,7 @@ The following rules are ignored by default for all images in the `.hadolint.yaml
   - `base-notebook` `FROM` clause is fixed but based on an argument (`ARG`).
   - Building downstream images from (`FROM`) the latest is done on purpose.
 - [`DL3008`][dl3008]: System packages are always updated (`apt-get`) to the latest version.
+- [`DL3013`][dl3013]: We always install latest packages using `pip`
 
 The preferred way to do it for other rules is to flag ignored ones in the `Dockerfile`.
 
@@ -69,4 +70,5 @@ RUN cd /tmp && echo "hello!"
 [rules]: https://github.com/hadolint/hadolint#rules
 [dl3006]: https://github.com/hadolint/hadolint/wiki/DL3006
 [dl3008]: https://github.com/hadolint/hadolint/wiki/DL3008
+[dl3013]: https://github.com/hadolint/hadolint/wiki/DL3013
 [pre-commit]: https://pre-commit.com/
diff --git a/docs/using/recipe_code/dask_jupyterlab.dockerfile b/docs/using/recipe_code/dask_jupyterlab.dockerfile
new file mode 100644
index 0000000000..e9cb281e2f
--- /dev/null
+++ b/docs/using/recipe_code/dask_jupyterlab.dockerfile
@@ -0,0 +1,10 @@
+FROM jupyter/base-notebook
+
+# Install the Dask dashboard
+RUN mamba install --yes 'dask-labextension' && \
+    mamba clean --all -f -y && \
+    fix-permissions "${CONDA_DIR}" && \
+    fix-permissions "/home/${NB_USER}"
+
+# Dask Scheduler port
+EXPOSE 8787
diff --git a/docs/using/recipe_code/jupyterhub_version.dockerfile b/docs/using/recipe_code/jupyterhub_version.dockerfile
new file mode 100644
index 0000000000..8704ded1a5
--- /dev/null
+++ b/docs/using/recipe_code/jupyterhub_version.dockerfile
@@ -0,0 +1,6 @@
+FROM jupyter/base-notebook
+
+RUN mamba install --yes 'jupyterhub==4.0.1' && \
+    mamba clean --all -f -y && \
+    fix-permissions "${CONDA_DIR}" && \
+    fix-permissions "/home/${NB_USER}"
diff --git a/docs/using/recipe_code/mamba_install.dockerfile b/docs/using/recipe_code/mamba_install.dockerfile
new file mode 100644
index 0000000000..05e20bd91a
--- /dev/null
+++ b/docs/using/recipe_code/mamba_install.dockerfile
@@ -0,0 +1,13 @@
+FROM jupyter/base-notebook
+
+RUN mamba install --yes 'flake8' && \
+    mamba clean --all -f -y && \
+    fix-permissions "${CONDA_DIR}" && \
+    fix-permissions "/home/${NB_USER}"
+
+# Install from the requirements.txt file
+COPY --chown=${NB_UID}:${NB_GID} requirements.txt /tmp/
+RUN mamba install --yes --file /tmp/requirements.txt && \
+    mamba clean --all -f -y && \
+    fix-permissions "${CONDA_DIR}" && \
+    fix-permissions "/home/${NB_USER}"
diff --git a/docs/using/recipe_code/manpage_install.dockerfile b/docs/using/recipe_code/manpage_install.dockerfile
new file mode 100644
index 0000000000..d3043258a1
--- /dev/null
+++ b/docs/using/recipe_code/manpage_install.dockerfile
@@ -0,0 +1,16 @@
+FROM jupyter/base-notebook
+
+# Fix: https://github.com/hadolint/hadolint/wiki/DL4006
+# Fix: https://github.com/koalaman/shellcheck/wiki/SC3014
+SHELL ["/bin/bash", "-o", "pipefail", "-c"]
+
+USER root
+
+# `/etc/dpkg/dpkg.cfg.d/excludes` contains several `path-exclude`s, including man pages
+# Remove it, then install man, install docs
+RUN rm /etc/dpkg/dpkg.cfg.d/excludes && \
+    apt-get update --yes && \
+    dpkg -l | grep ^ii | cut -d' ' -f3 | xargs apt-get install --yes --no-install-recommends --reinstall man && \
+    apt-get clean && rm -rf /var/lib/apt/lists/*
+
+USER ${NB_UID}
diff --git a/docs/using/recipe_code/microsoft_odbc.dockerfile b/docs/using/recipe_code/microsoft_odbc.dockerfile
new file mode 100644
index 0000000000..36cfc068ac
--- /dev/null
+++ b/docs/using/recipe_code/microsoft_odbc.dockerfile
@@ -0,0 +1,30 @@
+FROM jupyter/base-notebook
+
+# Fix: https://github.com/hadolint/hadolint/wiki/DL4006
+# Fix: https://github.com/koalaman/shellcheck/wiki/SC3014
+SHELL ["/bin/bash", "-o", "pipefail", "-c"]
+
+USER root
+
+ENV MSSQL_DRIVER "ODBC Driver 18 for SQL Server"
+ENV PATH="/opt/mssql-tools18/bin:${PATH}"
+
+RUN apt-get update --yes && \
+    apt-get install --yes --no-install-recommends curl gnupg2 lsb-release && \
+    curl https://packages.microsoft.com/keys/microsoft.asc | apt-key add - && \
+    curl "https://packages.microsoft.com/config/ubuntu/$(lsb_release -rs)/prod.list" > /etc/apt/sources.list.d/mssql-release.list && \
+    apt-get update --yes && \
+    ACCEPT_EULA=Y apt-get install --yes --no-install-recommends msodbcsql18 && \
+    # optional: for bcp and sqlcmd
+    ACCEPT_EULA=Y apt-get install --yes --no-install-recommends mssql-tools18 && \
+    # optional: for unixODBC development headers
+    apt-get install --yes --no-install-recommends unixodbc-dev && \
+    apt-get clean && rm -rf /var/lib/apt/lists/*
+
+# Switch back to jovyan to avoid accidental container runs as root
+USER ${NB_UID}
+
+RUN mamba install --yes 'pyodbc' && \
+    mamba clean --all -f -y && \
+    fix-permissions "${CONDA_DIR}" && \
+    fix-permissions "/home/${NB_USER}"
diff --git a/docs/using/recipe_code/pip_install.dockerfile b/docs/using/recipe_code/pip_install.dockerfile
new file mode 100644
index 0000000000..60fbd46dee
--- /dev/null
+++ b/docs/using/recipe_code/pip_install.dockerfile
@@ -0,0 +1,12 @@
+FROM jupyter/base-notebook
+
+# Install in the default python3 environment
+RUN pip install --no-cache-dir 'flake8' && \
+    fix-permissions "${CONDA_DIR}" && \
+    fix-permissions "/home/${NB_USER}"
+
+# Install from the requirements.txt file
+COPY --chown=${NB_UID}:${NB_GID} requirements.txt /tmp/
+RUN pip install --no-cache-dir --requirement /tmp/requirements.txt && \
+    fix-permissions "${CONDA_DIR}" && \
+    fix-permissions "/home/${NB_USER}"
diff --git a/docs/using/recipe_code/rise_jupyterlab.dockerfile b/docs/using/recipe_code/rise_jupyterlab.dockerfile
new file mode 100644
index 0000000000..e665b8e9b7
--- /dev/null
+++ b/docs/using/recipe_code/rise_jupyterlab.dockerfile
@@ -0,0 +1,6 @@
+FROM jupyter/base-notebook
+
+RUN mamba install --yes 'jupyterlab_rise' && \
+    mamba clean --all -f -y && \
+    fix-permissions "${CONDA_DIR}" && \
+    fix-permissions "/home/${NB_USER}"
diff --git a/docs/using/recipe_code/xgboost.dockerfile b/docs/using/recipe_code/xgboost.dockerfile
new file mode 100644
index 0000000000..8b762ff684
--- /dev/null
+++ b/docs/using/recipe_code/xgboost.dockerfile
@@ -0,0 +1,6 @@
+FROM jupyter/base-notebook
+
+RUN mamba install --yes 'py-xgboost' && \
+    mamba clean --all -f -y && \
+    fix-permissions "${CONDA_DIR}" && \
+    fix-permissions "/home/${NB_USER}"
diff --git a/docs/using/recipes.md b/docs/using/recipes.md
index 426198f613..f4477f1262 100644
--- a/docs/using/recipes.md
+++ b/docs/using/recipes.md
@@ -28,37 +28,14 @@ See [Docker security documentation](https://docs.docker.com/engine/security/user
 Create a new Dockerfile like the one shown below.
 To use a requirements.txt file, first, create your `requirements.txt` file with the listing of packages desired.
 
-```dockerfile
-FROM jupyter/base-notebook
-
-RUN mamba install --yes 'flake8' && \
-    mamba clean --all -f -y && \
-    fix-permissions "${CONDA_DIR}" && \
-    fix-permissions "/home/${NB_USER}"
-
-# Install from the requirements.txt file
-COPY --chown=${NB_UID}:${NB_GID} requirements.txt /tmp/
-RUN mamba install --yes --file /tmp/requirements.txt && \
-    mamba clean --all -f -y && \
-    fix-permissions "${CONDA_DIR}" && \
-    fix-permissions "/home/${NB_USER}"
+```{literalinclude} recipe_code/mamba_install.dockerfile
+:language: docker
 ```
 
 `pip` usage is similar:
 
-```dockerfile
-FROM jupyter/base-notebook
-
-# Install in the default python3 environment
-RUN pip install --no-cache-dir 'flake8' && \
-    fix-permissions "${CONDA_DIR}" && \
-    fix-permissions "/home/${NB_USER}"
-
-# Install from the requirements.txt file
-COPY --chown=${NB_UID}:${NB_GID} requirements.txt /tmp/
-RUN pip install --no-cache-dir --requirement /tmp/requirements.txt && \
-    fix-permissions "${CONDA_DIR}" && \
-    fix-permissions "/home/${NB_USER}"
+```{literalinclude} recipe_code/pip_install.dockerfile
+:language: docker
 ```
 
 Then build a new image.
@@ -108,17 +85,8 @@ RUN "${CONDA_DIR}/envs/${conda_env}/bin/python" -m ipykernel install --user --na
 [Dask JupyterLab Extension](https://github.com/dask/dask-labextension) provides a JupyterLab extension to manage Dask clusters, as well as embed Dask's dashboard plots directly into JupyterLab panes.
 Create the Dockerfile as:
 
-```dockerfile
-FROM jupyter/base-notebook
-
-# Install the Dask dashboard
-RUN mamba install --yes 'dask-labextension' && \
-    mamba clean --all -f -y && \
-    fix-permissions "${CONDA_DIR}" && \
-    fix-permissions "/home/${NB_USER}"
-
-# Dask Scheduler port
-EXPOSE 8787
+```{literalinclude} recipe_code/dask_jupyterlab.dockerfile
+:language: docker
 ```
 
 And build the image as:
@@ -153,24 +121,14 @@ We're providing the recipe to install JupyterLab extension.
 You can find the original Jupyter Notebook extenstion [here](https://github.com/damianavila/RISE)
 ```
 
-```dockerfile
-FROM jupyter/base-notebook
-
-RUN mamba install --yes 'jupyterlab_rise' && \
-    mamba clean --all -f -y && \
-    fix-permissions "${CONDA_DIR}" && \
-    fix-permissions "/home/${NB_USER}"
+```{literalinclude} recipe_code/rise_jupyterlab.dockerfile
+:language: docker
 ```
 
 ## xgboost
 
-```dockerfile
-FROM jupyter/base-notebook
-
-RUN mamba install --yes 'py-xgboost' && \
-    mamba clean --all -f -y && \
-    fix-permissions "${CONDA_DIR}" && \
-    fix-permissions "/home/${NB_USER}"
+```{literalinclude} recipe_code/xgboost.dockerfile
+:language: docker
 ```
 
 ## Running behind an nginx proxy
@@ -202,19 +160,8 @@ Ref: <https://github.com/jupyter/docker-stacks/issues/199>
 Most containers, including our Ubuntu base image, ship without manpages installed to save space.
 You can use the following Dockerfile to inherit from one of our images to enable manpages:
 
-```dockerfile
-FROM jupyter/base-notebook
-
-USER root
-
-# `/etc/dpkg/dpkg.cfg.d/excludes` contains several `path-exclude`s, including man pages
-# Remove it, then install man, install docs
-RUN rm /etc/dpkg/dpkg.cfg.d/excludes && \
-    apt-get update --yes && \
-    dpkg -l | grep ^ii | cut -d' ' -f3 | xargs apt-get install --yes --no-install-recommends --reinstall man && \
-    apt-get clean && rm -rf /var/lib/apt/lists/*
-
-USER ${NB_UID}
+```{literalinclude} recipe_code/manpage_install.dockerfile
+:language: docker
 ```
 
 Adding the documentation on top of the existing image wastes a lot of space
@@ -254,13 +201,8 @@ Credit: [Justin Tyberg](https://github.com/jtyberg), [quanghoc](https://github.c
 To use a specific version of JupyterHub, the version of `jupyterhub` in your image should match the
 version in the Hub itself.
 
-```dockerfile
-FROM jupyter/base-notebook
-
-RUN mamba install --yes 'jupyterhub==4.0.1' && \
-    mamba clean --all -f -y && \
-    fix-permissions "${CONDA_DIR}" && \
-    fix-permissions "/home/${NB_USER}"
+```{literalinclude} recipe_code/jupyterhub_version.dockerfile
+:language: docker
 ```
 
 ## Spark
@@ -555,33 +497,8 @@ RUN ijsinstall
 
 The following recipe demonstrates how to add functionality to read from and write to an instance of Microsoft SQL server in your notebook.
 
-```dockerfile
-FROM jupyter/base-notebook
-
-USER root
-
-ENV MSSQL_DRIVER "ODBC Driver 18 for SQL Server"
-ENV PATH="/opt/mssql-tools18/bin:${PATH}"
-
-RUN apt-get update --yes && \
-    apt-get install --yes --no-install-recommends curl gnupg2 lsb-release && \
-    curl https://packages.microsoft.com/keys/microsoft.asc | apt-key add - && \
-    curl https://packages.microsoft.com/config/ubuntu/$(lsb_release -rs)/prod.list > /etc/apt/sources.list.d/mssql-release.list && \
-    apt-get update --yes && \
-    ACCEPT_EULA=Y apt-get install --yes --no-install-recommends msodbcsql18 && \
-    # optional: for bcp and sqlcmd
-    ACCEPT_EULA=Y apt-get install --yes --no-install-recommends mssql-tools18 && \
-    # optional: for unixODBC development headers
-    apt-get install -y unixodbc-dev && \
-    apt-get clean && rm -rf /var/lib/apt/lists/*
-
-# Switch back to jovyan to avoid accidental container runs as root
-USER ${NB_UID}
-
-RUN mamba install --yes 'pyodbc' && \
-    mamba clean --all -f -y && \
-    fix-permissions "${CONDA_DIR}" && \
-    fix-permissions "/home/${NB_USER}"
+```{literalinclude} recipe_code/microsoft_odbc.dockerfile
+:language: docker
 ```
 
 You can now use `pyodbc` and `sqlalchemy` to interact with the database.
diff --git a/tensorflow-notebook/Dockerfile b/tensorflow-notebook/Dockerfile
index 24a46d96fe..51070fdc8e 100644
--- a/tensorflow-notebook/Dockerfile
+++ b/tensorflow-notebook/Dockerfile
@@ -11,7 +11,6 @@ LABEL maintainer="Jupyter Project <jupyter@googlegroups.com>"
 SHELL ["/bin/bash", "-o", "pipefail", "-c"]
 
 # Install Tensorflow with pip
-# hadolint ignore=DL3013
 RUN pip install --no-cache-dir tensorflow && \
     fix-permissions "${CONDA_DIR}" && \
     fix-permissions "/home/${NB_USER}"