SAP HANA
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Jump to navigationJump to searchMotivation
- Earlier: CPU, Memory expensive
- New DB needs to take advantage of multi-core, large RAM
- and Columnar technologies : Transactional vs Analytical
- Better for retrieval performance (analytical workloads)
Technology
- Multi-core parallelism : massively parallel. Every operator is in parallel.
- Data locality in memory
- Columnar structures
- Row store : in memory : Transactions are quicker
- Column store : for analytics
- Projections, Dynamic Aggregation, Integrated Compression (From columnar structure)
- Insert-only : When something changes in a colstore, insert it and invalidate the old data
- Partitioning : distribute data across machines. rows/cols can be distributed.
- Hot/cold : When semantics are known, then some data can be kept in hot.
- SQL : Is the interface language
- MDX : Multi dimensional data traversal
- Text : functional
- Business functional stuff + Various libraries