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System designMedium
Question
Design request coalescing for an internal image-thumbnail service. On a cache miss, generating a thumbnail takes ~800ms and is CPU-heavy. During traffic spikes, hundreds of concurrent requests for the same uncached image all trigger generation simultaneously, melting the workers. Design a coalescing layer so only one generation runs per (image, size) while the rest wait and share the result, across a fleet of N stateless app servers.
What a strong answer looks like
Clarify scale and constraints first. Propose a clean component breakdown, then go deep on the hard parts — data model, bottlenecks, consistency, failure modes — and name the trade-offs you are making.
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