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V LDB

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V LDB 2 Boris Gelman Vice President Architecture Information Services VISA bgelman_at_visa.com V LDB: The Concept V LDB: Problems V LDB: Problems V LDB V LDB: The ... – PowerPoint PPT presentation

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Title: V LDB


1
V LDB
2
Boris Gelman Vice President Architecture Informati
on Services VISA bgelman_at_visa.com
2
V LDB The Concept
2
2
  • V LDB Very Very Large Database
  • New concept or change to VLDB concept ?
  • Data Structure
  • Petabyte tables with 100s billions of rows
  • Complex table structures
  • Non-uniform physical data representation of
    petabyte tables
  • Query
  • Well-defined subsets (index and/or partition) on
    tables small (10,000) -gt medium (300,000) -gt
    large (1,000,000)
  • Undefined subsets very large (1,000,000,000)
    -gt very very large (100,000,000,000)
  • Complex joins
  • Complex group bys and sorts
  • Workload
  • Multiple categories of queries running
    concurrently (transaction research, analytics,
    data mining)
  • Inserts and selects concurrently against the
    same tables
  • 24 7 operation with very limited maintenance
    windows
  • SLAs are very strict

3
V LDB Problems
2
  • Data Partitioning
  • Smart partitioning hash, expression, -gt
    hybrid multi-level partitioning
  • Smart partition manipulation detach / attach
    partition online
  • Query Execution
  • Hash join on petabyte tables ?
  • Performance Tuning does not work
  • Adaptive and buffer-pool aware query
    optimization ?
  • System-category aware query optimization ?
  • Optimizer efficiency ?
  • Backup/Restore does not work
  • Data replication is not a substitute for backup
    data corruption, application errors, human errors
  • Smart backup/restore related to smart data
    partitioning !

4
V LDB Problems
2
  • Database Federation
  • Single database system cannot hold a combination
    of ODS (gt 1 PB) and cross-functional
    multi-subject DW (gt 200 TB) - it is impractical
  • Data Abstraction Layer federated tables
    partitioned across multiple database systems!
  • Federated Database is easier to maintain and
    backup, and availability is higher!
  • Federated Database Performance Single Database
    System Performance !!!
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