Skills Artificial Intelligence Claude API Production Deployment Checklist

Claude API Production Deployment Checklist

v20260423
anth-prod-checklist
A comprehensive checklist for deploying Claude API integrations to a production environment. It covers essential best practices for reliability, observability, and cost control, including authentication procedures, advanced error handling, rate limit management, health check implementation, and infrastructure deployment strategies (e.g., canary releases) to ensure a smooth and stable launch.
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Overview

Anthropic Production Checklist

Overview

Complete checklist for deploying Claude API integrations to production with reliability, observability, and cost controls.

Pre-Launch Checklist

Authentication & Keys

  • [ ] Production API key from dedicated Workspace
  • [ ] Key stored in secret manager (not env files on servers)
  • [ ] Key rotation procedure documented and tested
  • [ ] Separate keys for each environment (dev/staging/prod)

Error Handling

  • [ ] All 5 error types handled: authentication_error, invalid_request_error, rate_limit_error, api_error, overloaded_error
  • [ ] SDK maxRetries set (recommended: 3-5 for production)
  • [ ] Custom error logging with request-id captured
  • [ ] Circuit breaker for sustained API failures

Rate Limits & Cost

  • [ ] Usage tier verified at console.anthropic.com
  • [ ] Application-level rate limiting implemented
  • [ ] Cost alerts configured (monthly spend caps)
  • [ ] Model selection optimized (Haiku for simple tasks, Sonnet for complex)
  • [ ] max_tokens set to realistic values (not inflated)
  • [ ] Prompt caching enabled for repeated system prompts

Reliability

  • [ ] Timeout configured (timeout parameter, recommended 60-120s)
  • [ ] Graceful degradation when API is unavailable
  • [ ] Health check endpoint tests API connectivity
async def health_check():
    try:
        # Use token counting as a cheap health probe (no generation cost)
        count = client.messages.count_tokens(
            model="claude-haiku-4-20250514",
            messages=[{"role": "user", "content": "ping"}]
        )
        return {"status": "healthy", "tokens": count.input_tokens}
    except Exception as e:
        return {"status": "degraded", "error": str(e)}

Observability

  • [ ] Request/response logging (redact content, keep metadata)
  • [ ] Latency tracking (p50, p95, p99)
  • [ ] Token usage tracking (input + output per request)
  • [ ] Cost tracking per feature/customer
  • [ ] Error rate alerting (429s, 5xx, timeouts)
import logging
import time

logger = logging.getLogger("anthropic")

def tracked_create(**kwargs):
    start = time.monotonic()
    try:
        response = client.messages.create(**kwargs)
        duration = time.monotonic() - start
        logger.info(
            "claude_request",
            extra={
                "request_id": response._request_id,
                "model": response.model,
                "input_tokens": response.usage.input_tokens,
                "output_tokens": response.usage.output_tokens,
                "duration_ms": int(duration * 1000),
                "stop_reason": response.stop_reason,
            }
        )
        return response
    except Exception as e:
        duration = time.monotonic() - start
        logger.error("claude_error", extra={"error": str(e), "duration_ms": int(duration * 1000)})
        raise

Content Safety

  • [ ] System prompts reviewed for injection resistance
  • [ ] User input validated and length-limited
  • [ ] Output scanned for sensitive data leakage
  • [ ] Content moderation for user-facing responses

Infrastructure

  • [ ] Deployment uses canary/rolling strategy
  • [ ] Rollback procedure documented and tested
  • [ ] Runbook created (see anth-incident-runbook)
  • [ ] On-call escalation path defined

Alerting Thresholds

MetricWarningCritical
Error rate (5xx)> 1%> 5%
p99 latency> 10s> 30s
429 rate> 5/min> 20/min
Daily cost> 80% budget> 100% budget
Auth failures (401/403)> 0> 0 (immediate)

Resources

Next Steps

For version upgrades, see anth-upgrade-migration.

Info
Name anth-prod-checklist
Version v20260423
Size 4.37KB
Updated At 2026-07-13
Language