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Design a dynamic pricing engine (e.g. ride-sharing, e-commerce, travel).

Dynamic pricing blends demand forecasting, optimization, and real-time serving, with fairness and trust constraints. The signal is the predict-then-optimize structure plus guardrails against perverse outcomes. Here is the design.

Updated Aug 2026 · Grounded in real Applied AI Engineer interview loops and written to a senior-engineer editorial bar.

Dynamic pricing blends demand forecasting, optimization, and real-time serving, with fairness and trust constraints. The signal is the predict-then-optimize structure plus guardrails against perverse outcomes. Here is the design.

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