When thousands of IoT devices, supplier price feeds, or webhook emitters push events simultaneously, synchronous database writes will exhaust connection pools within seconds. High-velocity data ingestion requires decoupled message brokers (Kafka, AWS SNS/SQS, NATS), memcache write coalescing, and bounded async worker queues.
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High-Throughput Ingestion Case Studies
- Event-Driven Ingestion with AWS SNS, SQS & Lambda: Leveraging AWS SNS and SQS to Decouple Price Updates
- Kafka Consumer/Producer Loops with aiokafka: Event-Driven Microservices with Kafka
- Parallel Asyncio Queue Ingestion: Running Bulk Indexing Jobs with asyncio
- High-Frequency Syslog & Telemetry Streams: Processing Telemetry Streams on Serverless Infrastructure