Testing must occur at true scale, avoiding the pitfall of subset data that can mislead. Founders must be vigilant as they scale their businesses since large volumes of external data can grow rapidly and create significant challenges. Robust observability—through comprehensive logging and monitoring—is essential from the outset to maintain system integrity. Implementing strong queuing systems allows handling of demanding workloads effectively, ensuring resilience against data pressure.

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