The Callyeah Analytics dataset at 4.73 MB is well-suited for single-node deployment, with no immediate pressure to distribute. At 21.9 KB per row across 216 rows, the dataset exhibits moderate row density that suggests structured data with reasonable cardinality; compression could yield 30–40% space savings if applied, though the absolute gains would be marginal. The current footprint sits comfortably below typical scale thresholds (most systems recommend distributed architecture above 50–100 GB), meaning infrastructure decisions should be driven by query complexity and concurrency demands rather than storage constraints.