Parquet vs Lance: How Storage Layout Changes the Read Path

Apache Parquet became the default format for analytical data because it matched the read path of analytical engines. Queries scanned large parts of a dataset, often across a small set of columns, and Parquet was built to support that efficiently. Row groups, column pages, and compression all work well when the goal is to maximize scan throughput.