feat(docs): Kubeflow Security Self Assessment #871

andreyvelich · 2025-07-10T18:54:18Z

This is initial Kubeflow Security Self-Assessment document required for CNCF graduation.

Source: https://tag-security.cncf.io/community/assessments/guide/self-assessment/#project-compliance

The document structure is similar to Knative and KServe self-assessments.

/hold for review

/assign @kubeflow/kubeflow-steering-committee @kubeflow/wg-training-leads @kubeflow/wg-pipeline-leads @kubeflow/wg-notebooks-leads @kubeflow/wg-manifests-leads @kubeflow/wg-data-leads @kubeflow/red-hat @kubeflow/wg-automl-leads @castrojo @kubeflow/kubeflow-outreach-committee

Signed-off-by: Andrey Velichkevich <[email protected]>

security/README.md

juliusvonkohout · 2025-07-16T14:06:35Z

security/README.md

+## Get Involved
+
+- **Join** the [CNCF Slack Workspace](https://www.kubeflow.org/docs/about/community/#kubeflow-slack-channels) and the [`#kubeflow-platform`](https://app.slack.com/client/T08PSQ7BQ/C073W572LA2) channel.
+- **Attend** the _Kubeflow Manifests WG_ meeting ([meeting notes](https://docs.google.com/document/d/1je_qzoJCAVXndxeJAgA8cdugvYZfsgrAi7HP_WDeUN0/edit), [community calendar](https://www.kubeflow.org/docs/about/community/#kubeflow-community-calendars)).


Suggested change

- **Attend** the _Kubeflow Manifests WG_ meeting ([meeting notes](https://docs.google.com/document/d/1je_qzoJCAVXndxeJAgA8cdugvYZfsgrAi7HP_WDeUN0/edit), [community calendar](https://www.kubeflow.org/docs/about/community/#kubeflow-community-calendars)).

- **Attend** the _Kubeflow Platform (manifests & security) WG_ meeting ([meeting notes](https://docs.google.com/document/d/1je_qzoJCAVXndxeJAgA8cdugvYZfsgrAi7HP_WDeUN0/edit), [community calendar](https://www.kubeflow.org/docs/about/community/#kubeflow-community-calendars)).

@juliusvonkohout We haven't established the Platform or Security WG yet as part of this discussion: #837

Can we agree on the new WG, SIG, or Committee, and update the README after it ?

cc @kimwnasptd @thesuperzapper

This i also how we call the meeting on the website and calendar entry.

Yes, but we haven't established this working group yet. Can we officially create this working group here, and then update this doc ?

Done #896 CC @kimwnasptd

juliusvonkohout · 2025-07-16T14:09:18Z

security/self-assessment.md

+<table>
+  <thead>
+    <tr>
+      <th>Name</th>
+      <th>Information</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>Assessment Stage</td>
+      <td>Incomplete</td>
+    </tr>
+    <tr>
+      <td>Software</td>
+      <td>
+        <a href="https://github.com/kubeflow/spark-operator">Kubeflow Spark Operator</a>, 
+        <a href="https://github.com/kubeflow/notebooks">Kubeflow Notebooks</a>, 
+        <a href="https://github.com/kubeflow/trainer">Kubeflow Trainer</a>, 
+        <a href="https://github.com/kubeflow/katib">Kubeflow Katib</a>, 
+        <a href="https://github.com/kubeflow/model-registry">Kubeflow Model Registry</a>, 
+        <a href="https://github.com/kubeflow/pipelines">Kubeflow Pipelines</a>
+      </td>
+    </tr>
+    <tr>
+      <td>Security Provider?</td>
+      <td>No. Kubeflow projects are not security providers</td>
+    </tr>
+    <tr>
+      <td>Languages</td>
+      <td>Python, Go, TypeScript</td>
+    </tr>
+  </tbody>
+</table>


May we use a compact markdown table ?

Suggested change

<table>

<thead>

<tr>

<th>Name</th>

<th>Information</th>

</tr>

</thead>

<tbody>

<tr>

<td>Assessment Stage</td>

<td>Incomplete</td>

</tr>

<tr>

<td>Software</td>

<td>

<a href="https://github.com/kubeflow/spark-operator">Kubeflow Spark Operator</a>,

<a href="https://github.com/kubeflow/notebooks">Kubeflow Notebooks</a>,

<a href="https://github.com/kubeflow/trainer">Kubeflow Trainer</a>,

<a href="https://github.com/kubeflow/katib">Kubeflow Katib</a>,

<a href="https://github.com/kubeflow/model-registry">Kubeflow Model Registry</a>,

<a href="https://github.com/kubeflow/pipelines">Kubeflow Pipelines</a>

</td>

</tr>

<tr>

<td>Security Provider?</td>

<td>No. Kubeflow projects are not security providers</td>

</tr>

<tr>

<td>Languages</td>

<td>Python, Go, TypeScript</td>

</tr>

</tbody>

</table>

| Name | Information |

|---|---|

| Assessment Stage | Incomplete |

| Software | [Kubeflow Spark Operator](https://github.com/kubeflow/spark-operator), [Kubeflow Notebooks](https://github.com/kubeflow/notebooks), [Kubeflow Trainer](https://github.com/kubeflow/trainer), [Kubeflow Katib](https://github.com/kubeflow/katib), [Kubeflow Model Registry](https://github.com/kubeflow/model-registry), [Kubeflow Pipelines](https://github.com/kubeflow/pipelines) |

| Security Provider? | No. Kubeflow projects are not security providers |

| Languages | Python, Go, TypeScript |

Name Information

Assessment Stage Incomplete

Software Kubeflow Spark Operator, Kubeflow Notebooks, Kubeflow Trainer, Kubeflow Katib, Kubeflow Model Registry, Kubeflow Pipelines

Security Provider? No. Kubeflow projects are not security providers

Languages Python, Go, TypeScript

I didn't add it since my editor formats the table due to very long 3rd row with Kubeflow Projects.
If you think, that is better, I can disable my formatter and use your table.

juliusvonkohout · 2025-07-16T14:10:55Z

security/self-assessment.md

+- Kubeflow Katib security policy: https://github.com/kubeflow/katib/blob/master/SECURITY.md
+- Kubeflow Model Registry security policy: https://github.com/kubeflow/model-registry/blob/main/SECURITY.md
+- Kubeflow Pipelines security policy: https://github.com/kubeflow/pipelines/blob/master/SECURITY.md
+


Suggested change

- Kubeflow Platform security policy: https://github.com/kubeflow/pipelines/blob/master/SECURITY.md

See kubeflow/manifests#3187

As part of self-assessment we say that Kubeflow consists of six open source project, and I keep it consistent everywhere in the doc (e.g. Security links, SBOM, Actors and Actions to avoid confusion for CNCF and security audit.
Additionally, we didn't ask to perform security audit for Kubeflow Manifests.

Thus, I am not sure if we should include the Kubeflow Manifests security policy.

juliusvonkohout · 2025-07-16T14:13:48Z

security/self-assessment.md

+Kubeflow is the foundation of tools for AI platforms on Kubernetes. Kubeflow projects address
+each stage in [the AI lifecycle](https://www.kubeflow.org/docs/started/architecture/#introducing-the-ml-lifecycle)
+with support for best-in-class open source [tools and frameworks](https://www.kubeflow.org/docs/started/architecture/#kubeflow-ecosystem).
+Kubeflow projects make AI simple, scalable, and portable.


Lets try to stay close to the official what is kubeflow text

Suggested change

Kubeflow is the foundation of tools for AI platforms on Kubernetes. Kubeflow projects address

each stage in [the AI lifecycle](https://www.kubeflow.org/docs/started/architecture/#introducing-the-ml-lifecycle)

with support for best-in-class open source [tools and frameworks](https://www.kubeflow.org/docs/started/architecture/#kubeflow-ecosystem).

Kubeflow projects make AI simple, scalable, and portable.

Kubeflow is the foundation of tools for AI Platforms on Kubernetes.

AI platform teams can build on top of Kubeflow by using each project independently or deploying the

entire AI reference platform to meet their specific needs. The Kubeflow AI reference platform is

composable, modular, portable, and scalable, backed by an ecosystem of Kubernetes-native

projects that cover every stage of the [AI lifecycle]((https://www.kubeflow.org/docs/started/architecture/#introducing-the-ml-lifecycle)) with support for best-in-class open source [tools and frameworks](https://www.kubeflow.org/docs/started/architecture/#kubeflow-ecosystem).

Yes, I will update it once we merge this PR: kubeflow/kubeflow#7734

juliusvonkohout · 2025-07-16T14:15:51Z

security/self-assessment.md

+- Target non-Kubernetes deployment systems.
+- Kubeflow doesn't re-invent ML frameworks and packages (e.g. PyTorch, JAX).
+- Kubeflow is not replacement for GitOps systems like ArgoCD.
+- Kubeflow doesn't enforce a deployment method or distribution for Kubeflow projects.


I think we do enforce Kustomize and helm

Suggested change

- Kubeflow doesn't enforce a deployment method or distribution for Kubeflow projects.

- Support another deployment method next to Kustomize and Helm manifests

I think, @thesuperzapper added this no-goal to the GTR doc: https://docs.google.com/document/d/15CZtkk3x-YIUaNnaRzIZaIKrfDfT6is_PAlRDIoBKgQ/edit?tab=t.0

@thesuperzapper Can you give context here please ?

juliusvonkohout · 2025-07-16T14:18:04Z

security/self-assessment.md

+- Kubeflow Trainer: https://www.bestpractices.dev/projects/10435
+- Kubeflow Model Registry: https://www.bestpractices.dev/en/projects/9937
+- Kubeflow Pipelines: https://www.bestpractices.dev/en/projects/9938
+


Suggested change

Kubeflow Platform: https://www.bestpractices.dev/en/projects/9940

Same comment as here: #871 (comment)

juliusvonkohout · 2025-07-16T14:36:08Z

security/self-assessment.md

+  - https://github.com/kubeflow/katib/blob/master/CONTRIBUTING.md
+  - https://github.com/kubeflow/pipelines/blob/master/CONTRIBUTING.md
+  - https://github.com/kubeflow/model-registry/blob/main/CONTRIBUTING.md
+


See kubeflow/manifests#3187

Suggested change

- https://github.com/kubeflow/manifests/blob/master/CONTRIBUTING.md

juliusvonkohout · 2025-07-16T14:37:51Z

security/self-assessment.md

+  - `#kubeflow-katib`
+  - `#kubeflow-model-registry`
+  - `#kubeflow-pipelines`
+


Suggested change

- `#kubeflow-platform`

juliusvonkohout · 2025-07-16T14:38:47Z

security/self-assessment.md

+- https://github.com/kubeflow/katib/blob/master/SECURITY.md
+- https://github.com/kubeflow/model-registry/blob/main/go.mod/master/SECURITY.md
+- https://github.com/kubeflow/pipelines/blob/master/SECURITY.md
+


Suggested change

- https://github.com/kubeflow/pipelines/blob/master/SECURITY.md

security/self-assessment.md

juliusvonkohout · 2025-07-16T14:40:37Z

@andreyvelich i added my comments
/hold

Co-authored-by: Julius von Kohout <[email protected]> Signed-off-by: Andrey Velichkevich <[email protected]>

andreyvelich · 2025-07-16T17:47:32Z

security/self-assessment.md

+Detailed information can be found here in the official
+[Kubeflow Model Registry docs](https://www.kubeflow.org/docs/components/model-registry/reference/architecture/).
+
+### Kubeflow Pipelines


cc @chensun @droctothorpe @HumairAK @james-jwu to review KFP docs.

@andreyvelich no objections from my end on the KFP sections, they look good to me.

Signed-off-by: Andrey Velichkevich <[email protected]>

tarilabs

Thank you @andreyvelich , some minor/hopefully-helpful comments below 🙏

tarilabs · 2025-07-17T07:13:16Z

security/self-assessment.md

+- https://github.com/kubeflow/notebooks/blob/notebooks-v2/workspaces/controller/go.mod
+- https://github.com/kubeflow/trainer/blob/master/go.mod
+- https://github.com/kubeflow/katib/blob/master/go.mod
+- https://github.com/kubeflow/model-registry/blob/main/go.mod


Suggested change

- https://github.com/kubeflow/model-registry/blob/main/go.mod

- https://github.com/kubeflow/model-registry/blob/main/go.mod, https://github.com/kubeflow/model-registry/blob/main/clients/python/pyproject.toml

security/self-assessment.md

Signed-off-by: Andrey Velichkevich <[email protected]>

Co-authored-by: Matteo Mortari <[email protected]> Signed-off-by: Andrey Velichkevich <[email protected]>

droctothorpe · 2025-08-06T20:59:59Z

Sorry for all the nits, @andreyvelich. Thank you so much for steering this! 🙏

Signed-off-by: Andrey Velichkevich <[email protected]>

Co-authored-by: Alex <[email protected]> Signed-off-by: Andrey Velichkevich <[email protected]>

Signed-off-by: Andrey Velichkevich <[email protected]>

Co-authored-by: Alex <[email protected]> Signed-off-by: Andrey Velichkevich <[email protected]>

Signed-off-by: Andrey Velichkevich <[email protected]>

Co-authored-by: Alex <[email protected]> Signed-off-by: Andrey Velichkevich <[email protected]>

Signed-off-by: Andrey Velichkevich <[email protected]>

andreyvelich · 2025-08-08T17:41:34Z

Thanks everyone for your review!
If that initial version looks good, we can merge it and improve it over time.

andreyvelich · 2025-08-08T17:41:40Z

/hold cancel

andreyvelich · 2025-08-14T16:45:57Z

security/self-assessment.md

+- Kubeflow Spark Operator
+  - Go modules: https://github.com/kubeflow/spark-operator/blob/master/go.mod
+- Kubeflow Notebooks
+  - Go modules: https://github.com/kubeflow/notebooks/blob/notebooks-v2/workspaces/controller/go.mod


TODO: Change it to v1 once code is migrated.
cc @andyatmiami @thesuperzapper

Signed-off-by: Andrey Velichkevich <[email protected]>

franciscojavierarceo

/approve
/lgtm

google-oss-prow · 2025-08-18T23:36:05Z

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	- Attend the _Kubeflow Manifests WG_ meeting ([meeting notes](https://docs.google.com/document/d/1je_qzoJCAVXndxeJAgA8cdugvYZfsgrAi7HP_WDeUN0/edit), [community calendar](https://www.kubeflow.org/docs/about/community/#kubeflow-community-calendars)).
	- Attend the _Kubeflow Platform (manifests & security) WG_ meeting ([meeting notes](https://docs.google.com/document/d/1je_qzoJCAVXndxeJAgA8cdugvYZfsgrAi7HP_WDeUN0/edit), [community calendar](https://www.kubeflow.org/docs/about/community/#kubeflow-community-calendars)).

Name	Information
Assessment Stage	Incomplete
Software	Kubeflow Spark Operator, Kubeflow Notebooks, Kubeflow Trainer, Kubeflow Katib, Kubeflow Model Registry, Kubeflow Pipelines
Security Provider?	No. Kubeflow projects are not security providers
Languages	Python, Go, TypeScript


	- Kubeflow Platform security policy: https://github.com/kubeflow/pipelines/blob/master/SECURITY.md

-Kubeflow is the foundation of tools for AI platforms on Kubernetes. Kubeflow projects address
-each stage in [the AI lifecycle](https://www.kubeflow.org/docs/started/architecture/#introducing-the-ml-lifecycle)
-with support for best-in-class open source [tools and frameworks](https://www.kubeflow.org/docs/started/architecture/#kubeflow-ecosystem).
-Kubeflow projects make AI simple, scalable, and portable.
+Kubeflow is the foundation of tools for AI Platforms on Kubernetes.
+AI platform teams can build on top of Kubeflow by using each project independently or deploying the
+entire AI reference platform to meet their specific needs. The Kubeflow AI reference platform is
+composable, modular, portable, and scalable, backed by an ecosystem of Kubernetes-native
+projects that cover every stage of the [AI lifecycle]((https://www.kubeflow.org/docs/started/architecture/#introducing-the-ml-lifecycle)) with support for best-in-class open source [tools and frameworks](https://www.kubeflow.org/docs/started/architecture/#kubeflow-ecosystem).

	- Kubeflow doesn't enforce a deployment method or distribution for Kubeflow projects.
	- Support another deployment method next to Kustomize and Helm manifests


	Kubeflow Platform: https://www.bestpractices.dev/en/projects/9940


	- https://github.com/kubeflow/manifests/blob/master/CONTRIBUTING.md


	- https://github.com/kubeflow/pipelines/blob/master/SECURITY.md

	- https://github.com/kubeflow/model-registry/blob/main/go.mod
	- https://github.com/kubeflow/model-registry/blob/main/go.mod, https://github.com/kubeflow/model-registry/blob/main/clients/python/pyproject.toml

feat(docs): Kubeflow Security Self Assessment #871

feat(docs): Kubeflow Security Self Assessment #871

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