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chore(ci): updating k8s version in the CI workflows #12365
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| Skipping CI for Draft Pull Request. | 
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    | [APPROVALNOTIFIER] This PR is NOT APPROVED This pull-request has been approved by: The full list of commands accepted by this bot can be found here. 
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    | dnsPolicy: ClusterFirst | ||
| dnsConfig: | ||
| searches: | ||
| - kubeflow.svc.cluster.local | 
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Does this prevent deploying to other namespaces?
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good point, i will replace the hard coded namespace with a variable one
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Done, moved to a config file
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    Signed-off-by: Nelesh Singla <[email protected]>
Signed-off-by: Nelesh Singla <[email protected]>
Summary
This PR updates Kubernetes versions across CI workflows and associated manifests to modernize the testing infrastructure and ensure compatibility with current Kubernetes releases.
Motivation
Changes Made
Testing
Breaking Changes
None - this is a maintenance update focused on CI infrastructure.
Migration Notes
Additional Context
This large-scale update (+830 −498 lines across 59 files) ensures the Kubeflow Pipelines project maintains compatibility with modern Kubernetes versions while improving the flexibility of deployment configurations.
Checklist: