The ITTF Player Info dataset at 5.52 MB is well below single-node capacity thresholds and requires no distributed infrastructure; standard relational storage or a single analytical instance handles this efficiently. With an average row density of 146.7 bytes, the dataset exhibits moderate compression potential—typical columnar compression would reduce this by 40–60%, yielding sub-2 MB footprint if storage optimization becomes necessary. At 37,620 rows and current growth patterns, this dataset remains far from scale inflection points; infrastructure changes would only become relevant at 100M+ rows or multi-gigabyte sizes, making distributed deployment premature and cost-inefficient.