
Developed enhanced observability for the Amazon Bedrock integration within the strands-agents/sdk-python repository by implementing cached token metrics tracking. This work extended the Usage TypedDict to include cacheReadInputTokens and cacheWriteInputTokens, enabling detailed visibility into cache reads and writes and their impact on token usage. Leveraging Python and OpenTelemetry, the developer updated EventLoopMetrics to accumulate and record these new metrics, while also improving the metrics summary to surface cached-token data for better performance and cost analysis. Comprehensive test coverage was delivered to validate metrics collection and ensure robust observability, demonstrating a strong focus on backend development and telemetry.
In August 2025, the Strands SDK Python team delivered enhanced observability for the Amazon Bedrock integration by adding cached token metrics tracking. This enables visibility into cache reads/writes and their impact on token usage, driving better performance and cost decisions. The change extends the Usage TypedDict to include optional cacheReadInputTokens and cacheWriteInputTokens, updates EventLoopMetrics to accumulate and record these metrics via OpenTelemetry instrumentation, and enhances the metrics summary to surface cached-token metrics. Includes comprehensive test coverage to ensure functionality and observability. Repository: strands-agents/sdk-python.
In August 2025, the Strands SDK Python team delivered enhanced observability for the Amazon Bedrock integration by adding cached token metrics tracking. This enables visibility into cache reads/writes and their impact on token usage, driving better performance and cost decisions. The change extends the Usage TypedDict to include optional cacheReadInputTokens and cacheWriteInputTokens, updates EventLoopMetrics to accumulate and record these metrics via OpenTelemetry instrumentation, and enhances the metrics summary to surface cached-token metrics. Includes comprehensive test coverage to ensure functionality and observability. Repository: strands-agents/sdk-python.

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