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Scatter-Gather Aggregator - Senior

Fan-out amplifies tail latency, retries, connections, and failures.

Control Benefit Cost
global deadline bounded latency partial answers
hedged request lower tail extra backend load
concurrency cap protects dependencies queueing
quorum k-of-n tolerates failures weaker completeness
per-shard circuit breaker isolates bad shard stale or missing data

Monitor branch p99, aggregate p99, completion ratio, canceled work, hedge rate, and connection use. Test correlated slowness; independent-failure math is misleading when shards share a network or storage tier.

Test yourself

  1. When does hedging make an outage worse?
  2. What contract describes partial results?
  3. Why are correlated failures important?

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