SAP HANA

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Motivation

  • 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