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DELTA LAKE
Reliable Data Lakes with ACID Transactions
Apache-2.0
ABOUT
Traditional data lakes suffer from data inconsistency, lack of transactional guarantees, and poor performance for mixed batch and streaming workloads. Delta Lake brings ACID transactions, schema enforcement, scalable metadata handling, and unified batch/streaming processing on top of existing data lake storage, making data lakes reliable and performant for production data pipelines.
INSTALL
pip install delta-sparkINTEGRATION GUIDE
1. Build reliable lakehouse architectures with ACID transactions on data lake storage
2. Process streaming and batch data uniformly with exactly-once semantics
3. Enforce schema on write to prevent data corruption from malformed records
4. Time-travel to previous versions of data for auditing and rollback
TAGS
data-lakelakehousesparkparquetetlbig-data