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David Liu edited this page Dec 29, 2024
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Welcome to the delta wiki!
Github org, major repos
open-source data management for the lakehouse
- Adding an ACID transactional storage layer on top of object storage
- data versioning, rollback
- handle both batch and streaming data in a unified way
Donoted to Linux Foundation
- LF announcement
- Databricks annoucement
- it was launch in October 2017
- from Databricks, by Oct 2019
- Table Ledger: single source of truth trackcing table changes
- guarantees atomicity of Delta Lake
- transaction details are logged in JSON format.
The table in Delta Lake
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Delta tables are schema abstractions over data files that are stored in Delta format
- Doc: Create a Delta table
A query optimizer for Delta Lake
- Proprietary to Databricks
- for performance of Spark SQL, Databricks SQL and Dataframe operations
- apply push down design
DLT is not a table
- It manage the data flow, task orchestration, data quality and error handling
- It offers declarative pipeline development
- It contains pipeline, the main unit of execution
- It manages many Delta tables
- proprietary to Databricks
An open protocol for secure data sharing