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Section II: 6. Answer: Streaming reads process data incrementally without loading entire files into memory, allowing downstream processing to start sooner and keeping memory footprint constant; reduces I/O wait by pipelining. (Any equivalent 3–4 sentence explanation.) 7. Answer: Use statistical tests and deterministic seeds; run multiple trials, compare estimators to exact results on smaller datasets, compute confidence intervals and error bounds, and assert acceptable error rates. 8. Answer (two pitfalls): Stale data — mitigate with TTLs/validation or cache invalidation hooks; inconsistent state across clients — mitigate with versioned resources or ETags and conditional requests. run multiple trials

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