Iceberg's snapshot isolation model lets multiple engines read the same table at the same instant without coordination, because each engine reads from an immutable snapshot rather than live files. Concurrent writes update the metadata manifest atomically, so readers never see a partially written state. This is the property raw Parquet files lack, making Iceberg the preferred format when multiple federated engines target the same object storage table.