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  • Use tiered TTLs: short TTLs for volatile data, longer for infrequently changing items.
  • Apply jittered refresh to stagger expirations and avoid spikes.
  • Prefer soft/hard TTL: serve stale data up to soft TTL while refreshing in background until hard TTL.
  • Instrument TTL-age histograms and correlate with error rates and latency to tune policies.
  • For critical writes, use write-through or explicit invalidation instead of relying solely on TTL.

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