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Claude on AWS Bedrock was throttling requests and the billing dashboard showed zero issues
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Claude on AWS Bedrock was throttling requests and the billing dashboard showed zero issues

via Dev.to DevOpsNeeraja Khanapure

Most teams running Claude on Bedrock watch latency and cost. Neither shows you when you are about to get throttled. Claude Sonnet output tokens cost 5x more compute to generate than input tokens to process. AWS counts them at 5x against your TPM quota. Your bill charges for real tokens. Your quota gate reflects real compute. Your bill shows 100 tokens. Bedrock counted 500 against your limit. Throttling hits. Dashboard looks clean. What AWS just shipped AWS just released two CloudWatch metrics that fix this blind spot. Both are free, automatic, and already in your AWS/Bedrock CloudWatch namespace. No code changes. No opt-in. EstimatedTPMQuotaUsage Real quota consumed per request, burndown multipliers included. Not what you were billed. What Bedrock actually counted against your limit. TimeToFirstToken Server side metric. Measures time from request to first Claude response token. Tells you if slowness lives in Bedrock or your own stack. Stops the guessing. Narrows the debug in seconds. 3

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