diff --git a/.github/workflows/publish.yml b/.github/workflows/publish.yml
index cd36fd9ab..48600ba6b 100644
--- a/.github/workflows/publish.yml
+++ b/.github/workflows/publish.yml
@@ -28,8 +28,8 @@ jobs:
           node --version
           npm --version
 
-      - name: Build Admin UI
-        run: make build-kinto-admin
+      - name: Pull Admin UI
+        run: make pull-kinto-admin
 
       - name: Install pypa/build
         run: python3 -m pip install build
diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 696078a0e..b870b6531 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -229,8 +229,8 @@ jobs:
           which firefox
           firefox --version
 
-      - name: make build-kinto-admin
-        run: make build-kinto-admin
+      - name: make pull-kinto-admin
+        run: make pull-kinto-admin
 
       - name: Install dependencies
         run: make install-dev
diff --git a/Dockerfile b/Dockerfile
index d855cea9a..f6d491802 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,25 +1,23 @@
 # Mozilla Kinto server
-
-FROM node:lts-bullseye-slim as node-builder
-RUN apt-get update && apt-get install -y --no-install-recommends ca-certificates curl
-COPY scripts/build-kinto-admin.sh .
-COPY /kinto/plugins/admin ./kinto/plugins/admin
-RUN bash build-kinto-admin.sh
-
-FROM python:3.10-slim-bullseye as python-builder
+FROM python:3.10-bullseye as python-builder
 RUN python -m venv /opt/venv
-RUN apt-get update && apt-get install -y --no-install-recommends build-essential libpq-dev
 ARG KINTO_VERSION=1
 ENV SETUPTOOLS_SCM_PRETEND_VERSION_FOR_KINTO=${KINTO_VERSION} \
     PATH="/opt/venv/bin:$PATH"
 # At this stage we only fetch and build all dependencies.
+
+# Pull kinto-admin before building kinto so we can cache it
+WORKDIR /kinto-admin
+COPY kinto/plugins/admin kinto/plugins/admin
+COPY scripts/pull-kinto-admin.sh .
+RUN bash pull-kinto-admin.sh
+
 WORKDIR /pkg-kinto
-COPY constraints.txt .
-COPY pyproject.toml .
+COPY constraints.txt pyproject.toml ./
+RUN pip install --upgrade pip && pip install -r constraints.txt
 COPY kinto/ kinto/
-RUN pip install --upgrade pip && \
-    pip install ".[postgresql,memcached,monitoring]" -c constraints.txt && \
-    pip install kinto-attachment kinto-emailer httpie
+RUN cp -r /kinto-admin/kinto/plugins/admin/build kinto/plugins/admin/
+RUN pip install ".[postgresql,memcached,monitoring]" -c constraints.txt && pip install kinto-attachment kinto-emailer httpie
 
 FROM python:3.10-slim-bullseye
 RUN apt-get update && apt-get install -y --no-install-recommends libpq-dev
@@ -27,7 +25,6 @@ RUN groupadd --gid 10001 app && \
     useradd --uid 10001 --gid 10001 --home /app --create-home app
 
 COPY --from=python-builder /opt/venv /opt/venv
-COPY --from=node-builder /kinto/plugins/admin/build ./kinto/plugins/admin/build
 
 ENV KINTO_INI=/etc/kinto/kinto.ini \
     PORT=8888 \
diff --git a/Makefile b/Makefile
index 87610c854..c57ebbdbc 100644
--- a/Makefile
+++ b/Makefile
@@ -20,7 +20,7 @@ help:
 	@echo "  install-monitoring          enable monitoring features like StatsD and Newrelic"
 	@echo "  install-postgres            install postgresql support"
 	@echo "  install-dev                 install dependencies and everything needed to run tests"
-	@echo "  build-kinto-admin           build the Kinto admin UI plugin (requires npm)"
+	@echo "  pull-kinto-admin            pull the Kinto admin UI plugin (requires npm)"
 	@echo "  serve                       start the kinto server on default port"
 	@echo "  migrate                     run the kinto migrations"
 	@echo "  lint                        run the code linters"
@@ -67,8 +67,8 @@ $(DOC_STAMP): $(PYTHON) docs/requirements.txt
 constraints.txt: constraints.in
 	pip-compile -o constraints.txt constraints.in
 
-build-kinto-admin: need-npm
-	scripts/build-kinto-admin.sh
+pull-kinto-admin:
+	scripts/pull-kinto-admin.sh
 
 $(SERVER_CONFIG):
 	$(VENV)/bin/kinto init --ini $(SERVER_CONFIG)
@@ -105,9 +105,6 @@ format: install-dev
 tdd: install-dev
 	$(VENV)/bin/ptw --runner $(VENV)/bin/py.test
 
-need-npm:
-	@npm --version 2>/dev/null 1>&2 || (echo "The 'npm' command is required to build the Kinto Admin UI." && exit 1)
-
 need-kinto-running:
 	@curl http://localhost:8888/v0/ 2>/dev/null 1>&2 || (echo "Run 'make runkinto' before starting tests." && exit 1)
 
diff --git a/docs/tutorials/install.rst b/docs/tutorials/install.rst
index efaad1fc4..5d265652e 100644
--- a/docs/tutorials/install.rst
+++ b/docs/tutorials/install.rst
@@ -316,9 +316,9 @@ Kinto Admin
 -----------
 
 In order to run a local `Kinto Admin UI <https://github.com/Kinto/kinto-admin>`_ from a cloned
-repo, the ``npm`` command must be available in order to build it with ::
+repo, run ::
 
-    make build-kinto-admin
+    make pull-kinto-admin
 
 
 Go further
diff --git a/kinto/plugins/admin/VERSION b/kinto/plugins/admin/VERSION
index cb2b00e4f..75a22a26a 100644
--- a/kinto/plugins/admin/VERSION
+++ b/kinto/plugins/admin/VERSION
@@ -1 +1 @@
-3.0.1
+3.0.3
diff --git a/kinto/plugins/admin/public/help.html b/kinto/plugins/admin/public/help.html
index 588f98228..6688223a4 100644
--- a/kinto/plugins/admin/public/help.html
+++ b/kinto/plugins/admin/public/help.html
@@ -11,7 +11,7 @@ <h2>Build and run locally</h2>
         <p>In order to get a local Kinto Admin running at this address, just run the
         following command:
         </p>
-        <code>make build-kinto-admin</code>
+        <code>make pull-kinto-admin</code>
         <p>Restart the server and refresh!</p>
     </section>
     <section>
@@ -22,4 +22,4 @@ <h2>...or use our online version!</h2>
         and set the server address to <em>http://localhost:8888/v1</em>.
     </section>
 </body>
-</html>
\ No newline at end of file
+</html>
diff --git a/kinto/plugins/admin/views.py b/kinto/plugins/admin/views.py
index eb68e36ea..fba56f790 100644
--- a/kinto/plugins/admin/views.py
+++ b/kinto/plugins/admin/views.py
@@ -16,7 +16,7 @@ def admin_home_view(request):
     This requires the Admin UI to be built with ``ASSET_PATH="/v1/admin/"``.
     """
     # Default location of the Admin UI is relative to this plugin source folder,
-    # as built with the ``make build-kinto-admin`` command.
+    # as pulled with the ``make pull-kinto-admin`` command.
     admin_assets_path = request.registry.settings["admin_assets_path"] or os.path.join(
         HERE, "build"
     )
diff --git a/pyproject.toml b/pyproject.toml
index 838f76075..b21d218c3 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -52,7 +52,7 @@ main = "kinto:main"
 include = ["kinto*"]
 
 [tool.setuptools.package-data]
-"*" = ["*.tpl", "*.sql", "*.html", "VERSION"]
+"*" = ["*.tpl", "*.sql", "plugins/admin/build/**", "VERSION"]
 
 [tool.setuptools.dynamic]
 readme = {file = ["README.rst", "CONTRIBUTORS.rst"]}
diff --git a/scripts/build-kinto-admin.sh b/scripts/build-kinto-admin.sh
deleted file mode 100755
index 1ee0e914d..000000000
--- a/scripts/build-kinto-admin.sh
+++ /dev/null
@@ -1,29 +0,0 @@
-#!/bin/bash
-set -euo pipefail
-
-VERSION=$(cat kinto/plugins/admin/VERSION)
-TAG="v${VERSION}"
-TARBALL_NAME="${TAG}.tar.gz"
-SRC_DIR="kinto-admin-${VERSION}"
-
-# download and unzip release
-cd kinto/plugins/admin/
-curl -OL "https://github.com/Kinto/kinto-admin/archive/refs/tags/${TAG}.tar.gz"
-tar -xf "${TARBALL_NAME}" && rm "${TARBALL_NAME}"
-
-# build kinto-admin bundle
-pushd "${SRC_DIR}"
-npm ci
-export ASSET_PATH="/v1/admin/"
-# kinto-admin <= 2.1.1
-export SINGLE_SERVER=1
-# kinto-admin >= 2.1.2
-export KINTO_ADMIN_SINGLE_SERVER=1
-npm run build
-popd
-
-# move build and delete source
-TARGET_DIR=./build
-rm -rf "${TARGET_DIR}"
-mv "${SRC_DIR}/build" "${TARGET_DIR}"
-rm -rf "${SRC_DIR}"
diff --git a/scripts/pull-kinto-admin.sh b/scripts/pull-kinto-admin.sh
new file mode 100755
index 000000000..dd8f931ae
--- /dev/null
+++ b/scripts/pull-kinto-admin.sh
@@ -0,0 +1,12 @@
+#!/bin/bash
+set -euo pipefail
+
+VERSION=$(cat kinto/plugins/admin/VERSION)
+TAG="v${VERSION}"
+
+# download and unzip release
+curl -OL "https://github.com/Kinto/kinto-admin/releases/download/${TAG}/kinto-admin-release.tar"
+rm -r ./kinto/plugins/admin/build || echo "admin/build folder doesn't exist yet"
+mkdir ./kinto/plugins/admin/build
+tar -xf kinto-admin-release.tar -C ./kinto/plugins/admin/build && rm kinto-admin-release.tar
+echo "$VERSION" > ./kinto/plugins/admin/build/VERSION # will not be needed after kinto-admin@8400176 (version 3.0.4?)