HANDLING BILLIONS OF INVOCATIONS – BEST PRACTICES FROM AWS LAMBDA
Lambda manages asynchronous requests using internal queues and addresses challenges like noisy neighbors and traffic spikes through techniques like simple queueing, consistent hashing, and shuffle-sharding. Shuffle-sharding, which randomly assigns tenants to multiple queues, is quite effective for workload isolation and fault tolerance. The AWS team has multiple methods in practice for smooth Lambda function operations, including proactive detection, automated isolation, resilience, failure handling, and many observability metrics.