TLDR Tech / Data
Deconstructing Data Sketches
Data sketches estimate expensive metrics like distinct counts by storing a small probabilistic sample, such as the lowest K hashed values, instead of scanning every row. They trade perfect accuracy for huge speed and compute savings, making them useful for large-scale dashboards, reports, and distributed aggregation.
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