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By default, a Snapshot version for an SDK under development will use the containers published to the [apache-beam-testing project's container registry](https://us.gcr.io/apache-beam-testing/github-actions). For example, the most recent snapshot container for Java 17 can be found [here](https://us.gcr.io/apache-beam-testing/github-actions/beam_java17_sdk).
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By default, a Snapshot version for an SDK under development will use the containers published to the apache-beam-testing project's container registry (`https://gcr.io/apache-beam-testing/beam-sdk/...`). For example, the most recent snapshot container for Java 21 can be found [here](https://gcr.io/apache-beam-testing/beam-sdk/beam_java21_sdk).
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When a version is entering the [release candidate stage](https://github.com/apache/beam/blob/master/contributor-docs/release-guide.md), one final SNAPSHOT version will be published.
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This SNAPSHOT version will use the final containers published on [DockerHub](https://hub.docker.com/search?q=apache%2Fbeam).
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**NOTE:** During the release process, there may be some downtime where a container is not available for use for a SNAPSHOT version. To avoid this, it is recommended to either switch to the latest SNAPSHOT version available or to use [custom containers](https://beam.apache.org/documentation/runtime/environments/#custom-containers). You should also only rely on snapshot versions for important workloads if absolutely necessary.
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Certain runners may override this snapshot behavior; for example, the Dataflow runner overrides all SNAPSHOT containers into a [single registry](https://console.cloud.google.com/gcr/images/cloud-dataflow/GLOBAL/v1beta3). The same downtime will still be incurred, however, when switching to the final container
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Certain runners may override this snapshot behavior; for example, the Dataflow runner overrides all SNAPSHOT containers into a [single registry](gcr.io/cloud-dataflow/). The same downtime will still be incurred, however, when switching to the final container.
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