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- In addition, for upsert sources:
- - Consider separating upsert sources from your other sources. Upsert sources
- have higher resource requirements (since, for upsert sources, Materialize
- maintains each key and associated last value for the key as well as to perform
- deduplication). As such, if possible, use a separate source cluster for upsert
- sources.
- - Consider using a larger cluster size during snapshotting for upsert sources.
- Once the snapshotting operation is complete, you can downsize the cluster to
- align with the steady-state ingestion.
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