design freq capping for an ad platform. limit how many times a user sees an ad from same advertiser within a time window. granularity: line item, campaign, category. covered: redis sliding window counters, hierarchical aggregation, fallback when redis is down (degrade to per-line-item only) 90 min round, felt rushed

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netflix sr swe - ad freq capping

design freq capping for an ad platform.