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API / Microservices Design Patterns Interview Questions

What is the Throttling pattern and how does it differ from Rate Limiting?

Both Throttling and Rate Limiting control the flow of requests to protect a service from overload, but they differ in what they do to excess traffic.

AspectRate LimitingThrottling
What happens to excess requestsRejected immediately — HTTP 429 returnedSlowed down, queued, or delayed — response takes longer
Client experienceHard error; client must back off and retrySlower response; client waits longer but eventually receives a response
Use caseEnforcing hard quotas per client (API monetisation, abuse prevention)Graceful degradation under peak load; ensuring critical traffic is served first
ImplementationCounter/token check before processingPriority queue, token bucket drain with delay, or thread pool queue with bounded size

In practice, throttling often applies to internal flows — for example, a batch processing service that reads from a database throttles its own read rate to avoid saturating the DB connection pool. Rate limiting is more commonly applied at the external boundary (API gateway) to control client behaviour.

A service can apply both simultaneously: rate limit external clients to prevent abuse (hard cap), while internally throttling its own outbound calls to downstream services (graceful slowdown) to stay within those services' capacity. Throttling at the outbound call level also prevents the Retry storm anti-pattern, where many retries overload a recovering downstream service.

What HTTP status code is returned to a client when a rate limit is exceeded?
How does throttling differ from rate limiting in its handling of excess requests?

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