Capillaries is a distributed data processing platform that: - works with structured row-based data - splits data into batches that can be processed as separate jobs on multiple machines in parallel - allows scenarios that involve human operator supervision and data validation - has ETL/ELT capabilities - has SQL-like join, grouping, and aggregation capabilities allows custom data processing plugins