Google Cloud Platform, Data Engineering, Bigquery, Software Engineering, Data.
CPU and IO with lightweight compression: The key is to pick a compression scheme that balances data size reduction with CPU decompression cost so that neither CPU nor IO becomes the bottleneck. Approximate results: Many analyses do not require 100% accuracy, so providing approximation algorithms