A position paper arguing that sketching, sampling, rollups, compression, and wavelets are all instances of one design principle, 'application semantic-aware processing', and that deploying this principle across the whole data lifecycle can yield order-of-magnitude cost and performance gains.
https://docs.cloud.google.com/bigquery/ docs/reference/standard-sql/approximate_aggregate_functions
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ASAP: Reimagining the Data Lifecycle using Application Semantic-Aware Processing
A position paper arguing that sketching, sampling, rollups, compression, and wavelets are all instances of one design principle, 'application semantic-aware processing', and that deploying this principle across the whole data lifecycle can yield order-of-magnitude cost and performance gains.