When to sample a CSV vs. load the entire file in the browser

Products cap rows to protect memory. Sampling is fine for schema checks but risky for tail anomalies or rare event rates, issues may live beyond the first N lines.

Balance

• Use full load when hardware and limits allow.
• Stratified sample (head, middle, tail) when forced to sample.
• Push exhaustive checks to the warehouse when files are huge.