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2. Related Work

| Domain | Approach | Key Take‑aways | Relevance | |--------|----------|----------------|-----------| | Client‑side analytics (Google Analytics, Snowplow) | Beacon API, batched events | Guarantees delivery after page unload | Basis for our “Hit Beacon” | | Server‑side event ingestion (Kafka, Kinesis) | Idempotent processing, exactly‑once semantics | Prevents duplicate counts | Adopted in our pipeline | | Adaptive streaming (DASH, HLS) | Segment‑level metrics | Enables fine‑grained playback monitoring | Used for stall detection | | CDN edge logging (Akamai, Cloudflare) | Edge‑computed counters | Reduces latency | Integrated for pre‑filtering hits |

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