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delta
An open-source storage framework that enables building a Lakehouse architecture with compute engines including Spark, PrestoDB, Flink, Trino, and Hive and APIs (by delta-io)
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Delta's new Change data feed feature to stream only rows that changed into a spark streaming job is extremely promising for those use-cases. (that feature's currently in a pre-release that doesn't yet work with Spark 3.3)
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