Decoupling Anomaly Detection from High-Throughput Sensor Pipelines

Real-time sensor pipelines processing thousands of events per second require decoupled, asynchronous components to prevent downstream failures from blocking data ingestion. This technical analysis demonstrates how synchronous processing creates cascading failures and outlines the architectural patterns—including batch buffering and fault isolation—essential for maintaining system responsiveness under high load.