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[SPARK-53627] Update docs to recommend K8s 1.32+
### What changes were proposed in this pull request? This PR aims to update documentations to recommend K8s v1.32+. ### Why are the changes needed? K8s 1.31 entered maintenance mode already on August 28, 2025 and will reach the `End of Life` date on Oct 28, 2025. We had better recommend users to use K8s v1.32+. - https://kubernetes.io/releases/patch-releases/#1-31 In addition, the default K8s versions of public cloud providers are already moving to K8s 1.32+ like the following. - EKS: v1.32 (Default), v1.33 (Available) - AKS: v1.32 (Default), v1.33 (Available), v1.34 (Preview, will be GA on October 2025) - GKE: v1.33 (Stable), v1.34 (Regular on 9/30), v1.34 (Rapid) ### Does this PR introduce _any_ user-facing change? No because this is a documentation-only change. ### How was this patch tested? Manual review because the result of CIs is irrelevant. ### Was this patch authored or co-authored using generative AI tooling? No. Closes apache#321 from dongjoon-hyun/SPARK-53627. Authored-by: Dongjoon Hyun <[email protected]> Signed-off-by: Dongjoon Hyun <[email protected]>
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build-tools/helm/spark-kubernetes-operator/README.md

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## Requirements
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- Kubernetes 1.30+ cluster
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- Kubernetes 1.32+ cluster
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- Helm 3.0+
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## Features

docs/operations.md

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- Java 17, 21 and 25
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- Kubernetes version compatibility:
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- k8s version >= 1.30 is recommended. Operator attempts to be API compatible as possible, but
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- k8s version >= 1.32 is recommended. Operator attempts to be API compatible as possible, but
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patch support will not be performed on k8s versions that reached EOL.
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- Spark versions 3.5 or above.
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