Database engine choice impacts performance; Iceberg optimizes for read-only but supports various operations, managing table metadata and integrating with Spark for high-level operations. Separation of responsibilities with query engine, translation layer (Iceberg), and cloud storage system is crucial for an efficient data analytics system. Iceberg enhances distributed cloud data storage manipulation, transforming SQL queries for distributed processing.

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