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Claude Code's hidden telemetry reveals cost and cache metrics

Claude Code, a tool for developers, has a hidden OpenTelemetry SDK that can track token usage, cost, and cache hit rates. This feature, available since at least version 2.1.75, is not enabled by default and requires setting specific environment variables. By enabling telemetry and setting up a local stack with an OTel Collector, Prometheus, and Grafana, users can gain visibility into their Claude Code API interactions, revealing that cache hit rates can reach 80-90% for mature codebases. AI

IMPACT Enables developers to better understand and optimize their usage of Claude Code, potentially reducing costs and improving efficiency.

RANK_REASON The article describes a feature within an existing product that provides enhanced monitoring capabilities, rather than a new product release or significant industry development.

Read on dev.to — Claude Code tag →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

COVERAGE [1]

  1. dev.to — Claude Code tag TIER_1 English(EN) · Amit ·

    Claude Code Has Native OpenTelemetry. Almost Nobody Knows.

    <h2> TL;DR </h2> <ul> <li>Claude Code has shipped a full OpenTelemetry SDK since at least v2.1.75 — one env var (<code>CLAUDE_CODE_ENABLE_TELEMETRY=1</code>) starts emitting token counts, cost, and cache metrics; almost nobody has turned it on.</li> <li>The critical gotcha: Claud…