Cassandra
  1. Cassandra
  2. CASSANDRA-2498

Improve read performance in update-intensive workload

    Details

    • Type: Improvement Improvement
    • Status: Resolved
    • Priority: Minor Minor
    • Resolution: Fixed
    • Fix Version/s: 1.0.0
    • Component/s: Core
    • Labels:

      Description

      Read performance in an update-heavy environment relies heavily on compaction to maintain good throughput. (This is not the case for workloads where rows are only inserted once, because the bloom filter keeps us from having to check sstables unnecessarily.)

      Very early versions of Cassandra attempted to mitigate this by checking sstables in descending generation order (mostly equivalent to descending mtime): once all the requested columns were found, it would not check any older sstables.

      This was incorrect, because data timestamp will not correspond to sstable timestamp, both because compaction has the side effect of "refreshing" data to a newer sstable, and because hintead handoff may send us data older than what we already have.

      Instead, we could create a per-sstable piece of metadata containing the most recent (client-specified) timestamp for any column in the sstable. We could then sort sstables by this timestamp instead, and perform a similar optimization (if the remaining sstable client-timestamps are older than the oldest column found in the desired result set so far, we don't need to look further). Since under almost every workload, client timestamps of data in a given sstable will tend to be similar, we expect this to cut the number of sstables down proportionally to how frequently each column in the row is updated. (If each column is updated with each write, we only have to check a single sstable.)

      This may also be useful information when deciding which SSTables to compact.

      (Note that this optimization is only appropriate for named-column queries, not slice queries, since we don't know what non-overlapping columns may exist in older sstables.)

      1. 2498-v4.txt
        25 kB
        Jonathan Ellis
      2. 2498-v3.txt
        22 kB
        Jonathan Ellis
      3. 2498-v2.txt
        15 kB
        Jonathan Ellis
      4. supersede-name-filter-collations.patch
        14 kB
        Daniel Doubleday

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            • Assignee:
              Jonathan Ellis
              Reporter:
              Jonathan Ellis
              Reviewer:
              Jonathan Ellis
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                Updated:
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