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scrutiny/docs/DOWNSAMPLING.md

1.7 KiB

Downsampling

Scrutiny collects alot of data, that can cause the database to grow unbounded.

  • Smart data
  • Smart test data
  • Temperature data
  • Disk metrics (capacity/usage)
  • etc

This data must be accurate in the short term, and is useful for doing trend analysis in the long term. However, for trend analysis we only need aggregate data, individual data points are not as useful.

Scrutiny will automatically downsample data on a schedule to ensure that the database size stays reasonable, while still ensuring historical data is present for comparisons.

Bucket Name Retention Period Downsampling Range Downsampling Aggregation Window Downsampling Cron Comments
metrics 15 days -2w -1w 1w main bucket, weekly on Sunday at 1:00am
metrics_weekly 9 weeks -2mo -1mo 1mo monthly on first day of the month at 1:30am
metrics_monthly 25 months -2y -1y 1y yearly on the first day of the year at 2:00am
metrics_yearly forever - - -

After 5 months, here's how may data points should exist in each bucket for one disk

Bucket Name Datapoints Comments
metrics 15 7 daily datapoints , up to 7 pending data, 1 buffer data point
metrics_weekly 9 4 aggregated weekly data points, 4 pending datapoints, 1 buffer data point
metrics_monthly 3 3 aggregated monthly data points
metrics_yearly 0

After 5 years, here's how may data points should exist in each bucket for one disk

Bucket Name Datapoints Comments
metrics - -
metrics_weekly -
metrics_monthly -
metrics_yearly -