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- Catalyst is Spark's rule-based + cost-based query optimizer — it rewrites logical plans (predicate pushdown, constant folding, join reorder) and chooses physical plans. Tungsten is the execution engine focused on memory layout and code generation. Hive Metastore is a catalog.