Apache Parquet is a columnar storage format — when users select specific columns, Parquet allows Athena to read only those columns’ data blocks, skipping all other columns entirely. This dramatically reduces data scanned (and therefore cost and time). Snappy compression further reduces file sizes and improves read speeds. CSV remains row-based even with compression, so Options B and D provide only marginal improvement.