diff --git a/tensorboards-web-app/rockcraft.yaml b/tensorboards-web-app/rockcraft.yaml
new file mode 100644
index 0000000..fb70f46
--- /dev/null
+++ b/tensorboards-web-app/rockcraft.yaml
@@ -0,0 +1,136 @@
+# Based on https://github.com/kubeflow/kubeflow/blob/v1.9.0/components/crud-web-apps/tensorboards/Dockerfile
+name: tensorboards-web-app
+summary: Tensorboards Web App
+description: |
+  This web app is responsible for allowing the user to manipulate tensorboards in their Kubeflow
+  cluster.
+version: "1.9.0"
+license: Apache-2.0
+base: ubuntu@22.04
+platforms:
+  amd64:
+run-user: _daemon_
+
+services:
+  tensorboards-web-app:
+    override: replace
+    summary: "Tensorboards web app service"
+    startup: enabled
+    command: '/bin/bash -c "gunicorn -w 3 --bind 0.0.0.0:5000 --access-logfile - entrypoint:app"'
+    working-dir: "/src/"
+
+parts:
+  security-team-requirement:
+    plugin: nil
+    override-build: |
+      mkdir -p ${CRAFT_PART_INSTALL}/usr/share/rocks
+      (echo "# os-release" && cat /etc/os-release && echo "# dpkg-query" && \
+      dpkg-query -f '${db:Status-Abbrev},${binary:Package},${Version},${source:Package},${Source:Version}\n' -W) \
+      > ${CRAFT_PART_INSTALL}/usr/share/rocks/dpkg.query
+
+  backend:
+    plugin: nil
+    source: https://github.com/kubeflow/kubeflow
+    source-type: git
+    source-tag: v1.9.0
+    source-depth: 1
+    build-packages:
+      - python3-venv
+      - python3-setuptools
+      - python3-pip
+    override-build: |
+      python3 -m pip install wheel
+      # Create a directory that holds the src of the backend copied
+      # from the CRAFT_PART_SRC directory to avoid bringing files that
+      # could affect the build of the backend wheel.
+      # This measure helps keeping the rockcraft and the Dockerfile files
+      # as similar as possible in terms of the operations they perform.
+      # This is replicated in other steps for the frontend.
+      mkdir $CRAFT_STAGE/backend-src && cd $CRAFT_STAGE/backend-src
+      cp -r $CRAFT_PART_SRC/components/crud-web-apps/common/backend/* $CRAFT_STAGE/backend-src/
+      python3 setup.py bdist_wheel
+
+  frontend-lib:
+    plugin: nil
+    source: https://github.com/kubeflow/kubeflow
+    source-type: git
+    source-tag: v1.9.0
+    source-depth: 1
+    build-snaps:
+      - node/12/stable
+    build-environment:
+      - NG_CLI_ANALYTICS: "ci"
+    override-build: |
+      mkdir $CRAFT_STAGE/frontend-lib-src/ && cd $CRAFT_STAGE/frontend-lib-src/
+      cp $CRAFT_PART_SRC/components/crud-web-apps/common/frontend/kubeflow-common-lib/package.json $CRAFT_STAGE/frontend-lib-src/
+      cp $CRAFT_PART_SRC/components/crud-web-apps/common/frontend/kubeflow-common-lib/package-lock.json $CRAFT_STAGE/frontend-lib-src/
+      npm ci
+
+      cp -r $CRAFT_PART_SRC/components/crud-web-apps/common/frontend/kubeflow-common-lib/projects/ $CRAFT_STAGE/frontend-lib-src/projects
+      cp $CRAFT_PART_SRC/components/crud-web-apps/common/frontend/kubeflow-common-lib/angular.json $CRAFT_STAGE/frontend-lib-src/
+      cp $CRAFT_PART_SRC/components/crud-web-apps/common/frontend/kubeflow-common-lib/tsconfig.json $CRAFT_STAGE/frontend-lib-src/
+      npm run build
+
+  frontend:
+    after: [frontend-lib]
+    plugin: nil
+    source: https://github.com/kubeflow/kubeflow
+    source-type: git
+    source-tag: v1.9.0
+    source-depth: 1
+    build-snaps:
+      - node/12/stable
+    build-environment:
+      - NG_CLI_ANALYTICS: "ci"
+    override-build: |
+      mkdir $CRAFT_STAGE/frontend-src/ && cd $CRAFT_STAGE/frontend-src/
+      cp $CRAFT_PART_SRC/components/crud-web-apps/tensorboards/frontend/package.json $CRAFT_STAGE/frontend-src/
+      cp $CRAFT_PART_SRC/components/crud-web-apps/tensorboards/frontend/package-lock.json $CRAFT_STAGE/frontend-src/
+      cp $CRAFT_PART_SRC/components/crud-web-apps/tensorboards/frontend/tsconfig.json $CRAFT_STAGE/frontend-src/
+      cp $CRAFT_PART_SRC/components/crud-web-apps/tensorboards/frontend/tsconfig.app.json $CRAFT_STAGE/frontend-src/
+      cp $CRAFT_PART_SRC/components/crud-web-apps/tensorboards/frontend/tsconfig.spec.json $CRAFT_STAGE/frontend-src/
+      cp $CRAFT_PART_SRC/components/crud-web-apps/tensorboards/frontend/angular.json $CRAFT_STAGE/frontend-src/
+      mkdir $CRAFT_STAGE/frontend-src/src/
+      cp -r $CRAFT_PART_SRC/components/crud-web-apps/tensorboards/frontend/src/* $CRAFT_STAGE/frontend-src/src/
+      npm ci
+
+      mkdir -p $CRAFT_STAGE/frontend-src/node_modules/kubeflow
+      cp -r $CRAFT_STAGE/frontend-lib-src/dist/kubeflow/* $CRAFT_STAGE/frontend-src/node_modules/kubeflow
+      
+      npm run build -- --output-path=$CRAFT_STAGE/frontend-src/dist --configuration=production
+
+  webapp:
+    after: [backend, frontend]
+    plugin: nil
+    source: https://github.com/kubeflow/kubeflow
+    source-type: git
+    source-tag: v1.9.0
+    source-depth: 1
+    build-packages:
+      - python3-venv
+      - python3-setuptools
+      - python3-pip
+    override-build: |
+      cd $CRAFT_STAGE/backend-src/ && pip install .
+
+      # Promote the packages we've installed from the local env to the primed image
+      mkdir -p $CRAFT_PART_INSTALL/usr/local/lib/python3.10/dist-packages
+      cp -fr /usr/local/lib/python3.10/dist-packages/* $CRAFT_PART_INSTALL/usr/local/lib/python3.10/dist-packages/
+
+      mkdir $CRAFT_PART_INSTALL/src && cd $CRAFT_PART_INSTALL/src
+      mkdir $CRAFT_PART_INSTALL/src/app/
+      cp -r $CRAFT_PART_SRC/components/crud-web-apps/tensorboards/backend/app/* $CRAFT_PART_INSTALL/src/app/
+      cp -r $CRAFT_PART_SRC/components/crud-web-apps/tensorboards/backend/entrypoint.py $CRAFT_PART_INSTALL/src/
+      cp -r $CRAFT_PART_SRC/components/crud-web-apps/tensorboards/backend/Makefile $CRAFT_PART_INSTALL/src/
+
+      cp -r $CRAFT_STAGE/frontend-src/dist/ $CRAFT_PART_INSTALL/src/app/static
+
+  gunicorn:
+    plugin: python
+    source: https://github.com/kubeflow/kubeflow.git
+    source-tag: v1.9.0
+    source-depth: 1
+    python-requirements:
+    - components/crud-web-apps/tensorboards/backend/requirements.txt
+    stage-packages:
+    - python3-venv
diff --git a/tensorboards-web-app/tests/test_rock.py b/tensorboards-web-app/tests/test_rock.py
new file mode 100644
index 0000000..3545057
--- /dev/null
+++ b/tensorboards-web-app/tests/test_rock.py
@@ -0,0 +1,46 @@
+# Copyright 2024 Canonical Ltd.
+# See LICENSE file for licensing details.
+#
+#
+
+import pytest
+import subprocess
+
+from charmed_kubeflow_chisme.rock import CheckRock
+
+
+@pytest.mark.abort_on_fail
+def test_rock():
+    """Test rock."""
+    check_rock = CheckRock("rockcraft.yaml")
+    rock_image = check_rock.get_name()
+    rock_version = check_rock.get_version()
+    LOCAL_ROCK_IMAGE = f"{rock_image}:{rock_version}"
+
+    # assert the rock contains the expected files
+    subprocess.run(
+        [
+            "docker",
+            "run",
+            "--rm",
+            LOCAL_ROCK_IMAGE,
+            "exec",
+            "ls",
+            "-la",
+            "/src",
+        ],
+        check=True,
+    )
+
+    subprocess.run(
+        [
+            "docker",
+            "run",
+            "--rm",
+            LOCAL_ROCK_IMAGE,
+            "exec",
+            "cat",
+            "/src/entrypoint.py",
+        ],
+        check=True,
+    )
diff --git a/tensorboards-web-app/tox.ini b/tensorboards-web-app/tox.ini
new file mode 100644
index 0000000..bb38d9d
--- /dev/null
+++ b/tensorboards-web-app/tox.ini
@@ -0,0 +1,54 @@
+# Copyright 2024 Canonical Ltd.
+# See LICENSE file for licensing details.
+[tox]
+skipsdist = True
+skip_missing_interpreters = True
+envlist = pack, export-to-docker, sanity, integration
+
+[testenv]
+setenv =
+    PYTHONPATH={toxinidir}
+    PYTHONBREAKPOINT=ipdb.set_trace
+    CHARM_REPO=https://github.com/canonical/notebook-operators.git
+    CHARM_BRANCH=main
+    LOCAL_CHARM_DIR=charm_repo
+
+[testenv:pack]
+passenv = *
+allowlist_externals =
+    rockcraft
+commands =
+    rockcraft pack
+
+[testenv:export-to-docker]
+passenv = *
+allowlist_externals =
+    bash
+    skopeo
+    yq
+commands =
+    # export rock to docker
+    bash -c 'NAME=$(yq eval .name rockcraft.yaml) && \
+             VERSION=$(yq eval .version rockcraft.yaml) && \
+             ARCH=$(yq eval ".platforms | keys | .[0]" rockcraft.yaml) && \
+             ROCK="$\{NAME\}_$\{VERSION\}_$\{ARCH\}.rock" && \
+             DOCKER_IMAGE=$NAME:$VERSION && \
+             echo "Exporting $ROCK to docker as $DOCKER_IMAGE" && \
+             skopeo --insecure-policy copy oci-archive:$ROCK docker-daemon:$DOCKER_IMAGE'
+
+[testenv:sanity]
+passenv = *
+deps =
+    pytest
+    charmed-kubeflow-chisme
+commands =
+    # run rock tests
+    pytest -s -v --tb native --show-capture=all --log-cli-level=INFO {posargs} {toxinidir}/tests
+
+[testenv:integration]
+passenv = *
+allowlist_externals =
+    echo
+commands =
+    # TODO: Implement integration tests here
+    echo "WARNING: This is a placeholder test - no test is implemented here."