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[Failing Test]: KafkaToPubsubE2ETest fails everywhere, pinned cloud-sdk:316.0.0-emulators image was removed from gcr.io #39955

Description

@tkaymak

KafkaToPubsubE2ETest pins gcr.io/google.com/cloudsdktool/cloud-sdk:316.0.0-emulators for the PubSub emulator testcontainer (KafkaToPubsubE2ETest.java line 56). That tag no longer exists, the registry returns 404 manifest unknown and the full tags list contains no 316.0.0 entries anymore, so the container fetch fails in the class rule before any test runs.

Effect: every beam_PreCommit_Java run fails, on master (scheduled run 33488230103, push run 33478152767) and on every PR since roughly 2026-09-01 02:30 UTC.

Fix incoming: bump the pin to a tag that exists. The newest versioned emulator tag currently is 583.0.0-emulators, the rolling emulators tag also works if reviewers prefer never hitting a purge again.

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