Data Lakes (i.e. Parquet files in storage without a metadata layer) don't support transactions, require expensive file listing operations, and don't support basic DML operations like deleting rows.
Delta Lake stores data in Parquet files and adds a metadata layer to provide support for ACID transactions, schema enforcement, versioned data, and full DML support. Delta Lake also offers concurrency protection.
This post explains all the features offered by Delta Lake in comparison to a plain vanilla Parquet data lake.
Delta Lake stores data in Parquet files and adds a metadata layer to provide support for ACID transactions, schema enforcement, versioned data, and full DML support. Delta Lake also offers concurrency protection.
This post explains all the features offered by Delta Lake in comparison to a plain vanilla Parquet data lake.