Skip to content
groq-prod-checklist logo

Groq Production Checklist

groq-prod-checklist

Execute Groq production deployment checklist and go-live procedures.

SKILL.md

Full skill instructions

Groq Production Checklist

Overview

Complete pre-launch checklist for deploying Groq-powered applications to production. Covers API key security, model selection, rate limit planning, fallback strategies, and monitoring setup.

Prerequisites

  • Staging environment tested with Groq API
  • Groq Developer or Enterprise plan (free tier is not suitable for production)
  • Production API key created in console.groq.com
  • Monitoring and alerting infrastructure ready

Pre-Deployment Checklist

API Key & Auth

  • Production API key stored in secret manager (not .env files)
  • Key is NOT shared with development or staging environments
  • Key rotation procedure documented and tested
  • Pre-commit hook blocks gsk_ pattern in code

Model Selection

  • Production model chosen and tested (recommend llama-3.3-70b-versatile)
  • Fallback model configured (llama-3.1-8b-instant)
  • Deprecated model IDs removed (check deprecations)
  • max_tokens set to actual expected output size (not context max)

Rate Limit Planning

  • Production rate limits known (check console.groq.com/​settings/​limits)
  • Estimated peak RPM < 80% of limit
  • Estimated peak TPM < 80% of limit
  • Exponential backoff with retry-after header implemented
  • Request queue for burst protection (p-queue or similar)

Error Handling

  • All Groq error types caught (Groq.APIError, Groq.APIConnectionError)
  • 429 errors retried with backoff
  • 5xx errors retried with backoff
  • 401 errors trigger alert (key may be revoked)
  • Network timeouts configured (default 60s may be too long)
  • Circuit breaker pattern for sustained failures

Fallback & Degradation

async function completionWithFallback(messages: any[]) {
  try {
    return await groq.chat.completions.create({
      model: "llama-3.3-70b-versatile",
      messages,
      timeout: 15_000,
    });
  } catch (err: any) {
    if (err.status === 429 || err.status >= 500) {
      console.warn("Groq primary failed, trying fallback model");
      try {
        return await groq.chat.completions.create({
          model: "llama-3.1-8b-instant",
          messages,
          timeout: 10_000,
        });
      } catch {
        console.error("Groq fully unavailable, degrading gracefully");
        return { choices: [{ message: { content: "Service temporarily unavailable. Please try again." } }] };
      }
    }
    throw err;
  }
}

Health Check Endpoint

// /​api/​health or /​healthz
export async function GET() {
  const checks: Record<string, any> = { status: "healthy" };
  const start = performance.now();

  try {
    await groq.chat.completions.create({
      model: "llama-3.1-8b-instant",
      messages: [{ role: "user", content: "OK" }],
      max_tokens: 1,
      temperature: 0,
    });
    checks.groq = { status: "connected", latencyMs: Math.round(performance.now() - start) };
  } catch (err: any) {
    checks.status = "degraded";
    checks.groq = { status: "error", error: err.status || err.message };
  }

  return Response.json(checks, { status: checks.status === "healthy" ? 200 : 503 });
}

Monitoring Setup

  • Latency histogram (p50, p95, p99)
  • Token throughput counter (tokens/​sec by model)
  • Error rate by status code (429, 5xx)
  • Rate limit remaining gauge (from response headers)
  • Cost tracking (tokens * price per million)
  • Alert: latency p95 > 1s (Groq normally < 200ms)
  • Alert: error rate > 5%
  • Alert: rate limit remaining < 10%

Spending Controls

  • Monthly spending cap set in Groq Console
  • Budget alerts at 50%, 80%, 95%
  • Auto-pause enabled when cap is reached

Documentation

  • Incident runbook created (see groq-incident-runbook)
  • Key rotation SOP documented
  • On-call knows how to check status.groq.com
  • Rollback procedure tested

Go-Live Verification

set -euo pipefail
# Pre-flight checks
echo "1. Groq API status..."
curl -sf https://status.groq.com > /​dev/​null && echo "OK" || echo "ISSUE"

echo "2. Production key valid..."
curl -sf https://api.groq.com/​openai/​v1/​models \
  -H "Authorization: Bearer $GROQ_API_KEY_PROD" | jq '.data | length'

echo "3. Health endpoint..."
curl -sf https://your-app.com/​api/​health | jq .

echo "4. Rate limit headroom..."
curl -si https://api.groq.com/​openai/​v1/​chat/​completions \
  -H "Authorization: Bearer $GROQ_API_KEY_PROD" \
  -H "Content-Type: application/​json" \
  -d '{"model":"llama-3.1-8b-instant","messages":[{"role":"user","content":"ping"}],"max_tokens":1}' \
  2>/​dev/​null | grep -i "x-ratelimit-remaining"

Error Handling

AlertConditionSeverity
API errors spike5xx rate > 5/​minP1
Latency degradedp95 > 1000msP2
Rate limited429 count > 5/​minP2
Auth failureAny 401 errorP1
Spending near cap>90% of monthly budgetP3

Resources

Next Steps

For version upgrades, see groq-upgrade-migration.

More DevOps & CI/CD skills

Project scaffolding, deployment configuration, and CI/CD setup for Google ADK agents.

6K 472.6K
View

Set up tracing, logging, and monitoring for deployed ADK agents across Cloud Trace, BigQuery, and third-party platforms.

6K 472.6K
View

Enterprise Azure infrastructure architect generating Bicep or Terraform from workload descriptions.

1.5K 454.3K
View
azure-kubernetes logo
DevOps & CI/CD

azure-kubernetes

Plan and configure production-ready Azure Kubernetes Service clusters with Day-0 and Day-1 best practices.

1.5K 447.1K
View

Raw mechanical interfaces fusing Swiss typographic print with military terminal aesthetics. Rigid grids, extreme type scale contrast, utilitarian color, analog degradation effects. For data-heavy dashboards, portfolios, or editorial sites that need to feel like declassified blueprints.

92.7K 354.9K
View
just-scrape logo
DevOps & CI/CD

just-scrape

Web search, scraping, extraction, crawling, and monitoring via ScrapeGraph AI CLI.

69 245K
View

Skill for working with Firebase Hosting (Classic). Use this when you want to deploy static web apps, Single Page Apps (SPAs), or simple microservices. Do NOT use for Firebase App Hosting.

462 159.7K
View

Deploy and manage web apps with Firebase App Hosting. Use this skill when deploying Next.js/Angular apps with backends.

462 159.1K
View
deploy-to-vercel logo
DevOps & CI/CD

deploy-to-vercel

Deploy applications and websites to Vercel. Use when the user requests deployment actions like "deploy my app", "deploy and give me the link", "push this live", or "create a preview deployment".

31.9K 146.6K
View
programmatic-seo logo
DevOps & CI/CD

programmatic-seo

Build SEO-optimized pages at scale using templates, data, and proven playbook patterns.

53.3K 140.1K
View

Design and build isolated, reusable Convex backend components with clear boundaries and app-facing wrappers.

63 123.5K
View

Deploy and manage projects on Vercel using token-based authentication. Use when working with Vercel CLI using access tokens rather than interactive login — e.g. "deploy to vercel", "set up vercel", "add environment variables to vercel".

31.9K 116.1K
View

Coding & apps AI tools

Opus Clip logo
Coding & apps

Opus Clip

Opus.ai: Revolutionize Your Web Experience

Free
View
Imagica logo
Coding & apps

Imagica

Build a no-code AI app in minutes.

Freemium
View
E
Coding & apps

Emergent.sh

An IDE for code migration from legacy to modern frameworks through coding agents.

Freemium
View
Wonder Dynamics logo
Coding & apps

Wonder Dynamics

Automate CGI animation in live-action scenes

Paid
View
M
Coding & apps

Mixo

Launch a website in seconds with AI.

Paid
View
AI Code Convert logo
Coding & apps

AI Code Convert

Streamline Your Coding Experience with AI Code Helper

Free
View