ACID Support for Data Lake with Delta Lake, Hudi, Iceberg, Hive and Impala

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This diagram summarizes the commonly used frameworks to build a data lake that supports ACID (Atomic, Consistency, Isolation, Durability).

They have different implementation mechanisms but can all support schema evolutions and integrate with Hive meta catalog (metastore) and computing frameworks like Apache Spark, Trino, etc.