The Epoch AI Benchmarks dataset at 6.57 MB is well-suited for single-node deployment, with no immediate pressure to distribute across infrastructure. At 5008.3 bytes per row, the dataset exhibits moderate row density that suggests room for compression gains—particularly if the 1,311 rows contain verbose text fields or redundant categorical data. This scale remains several orders of magnitude below typical distributed system thresholds (generally 100+ GB), so optimization efforts should prioritize compression and query efficiency on a single node before considering architectural changes.