Skip to content
deepgram-prod-checklist logo

Deepgram Production Checklist

deepgram-prod-checklist

Execute Deepgram production deployment checklist.

SKILL.md

Full skill instructions

Deepgram Production Checklist

Overview

Comprehensive go-live checklist for Deepgram integrations. Covers singleton client, health checks, Prometheus metrics, alert rules, error handling, and a phased go-live timeline.

Production Readiness Matrix

CategoryItemStatus
AuthProduction API key with scoped permissions[ ]
AuthKey stored in secret manager (not env file)[ ]
AuthKey rotation schedule (90-day) configured[ ]
AuthFallback key provisioned and tested[ ]
ResilienceRetry with exponential backoff on 429/​5xx[ ]
ResilienceCircuit breaker for cascade failure prevention[ ]
ResilienceRequest timeout set (30s pre-recorded, 10s TTS)[ ]
ResilienceGraceful degradation when API unavailable[ ]
PerformanceSingleton client (not creating per-request)[ ]
PerformanceConcurrency limited (50-80% of plan limit)[ ]
PerformanceAudio preprocessed (16kHz mono for best results)[ ]
PerformanceLarge files use callback URL (async)[ ]
MonitoringHealth check endpoint testing Deepgram API[ ]
MonitoringPrometheus metrics: latency, error rate, usage[ ]
MonitoringAlerts: error rate >5%, latency >10s, circuit open[ ]
SecurityPII redaction enabled if handling sensitive audio[ ]
SecurityAudio URLs validated (HTTPS, no private IPs)[ ]
SecurityAudit logging on all operations[ ]

Instructions

Step 1: Production Singleton Client

import { createClient, DeepgramClient } from '@deepgram/​sdk';

class ProductionDeepgram {
  private static client: DeepgramClient | null = null;

  static getClient(): DeepgramClient {
    if (!this.client) {
      const key = process.env.DEEPGRAM_API_KEY;
      if (!key) throw new Error('DEEPGRAM_API_KEY required for production');
      this.client = createClient(key);
    }
    return this.client;
  }

  // Force re-init (for key rotation)
  static reset() { this.client = null; }
}

Step 2: Health Check Endpoint

import express from 'express';
import { createClient } from '@deepgram/​sdk';

const app = express();
const deepgram = createClient(process.env.DEEPGRAM_API_KEY!);

app.get('/​health', async (req, res) => {
  const start = Date.now();
  try {
    // Test API connectivity by listing projects
    const { error } = await deepgram.manage.getProjects();
    const latency = Date.now() - start;

    if (error) {
      return res.status(503).json({
        status: 'unhealthy',
        deepgram: 'error',
        error: error.message,
        latency_ms: latency,
      });
    }

    res.json({
      status: 'healthy',
      deepgram: 'connected',
      latency_ms: latency,
      timestamp: new Date().toISOString(),
    });
  } catch (err: any) {
    res.status(503).json({
      status: 'unhealthy',
      deepgram: 'unreachable',
      error: err.message,
      latency_ms: Date.now() - start,
    });
  }
});

Step 3: Prometheus Metrics

import { Counter, Histogram, Gauge, Registry } from 'prom-client';

const registry = new Registry();

const transcriptionRequests = new Counter({
  name: 'deepgram_requests_total',
  help: 'Total Deepgram API requests',
  labelNames: ['method', 'model', 'status'],
  registers: [registry],
});

const transcriptionLatency = new Histogram({
  name: 'deepgram_latency_seconds',
  help: 'Deepgram API request latency',
  labelNames: ['method', 'model'],
  buckets: [0.5, 1, 2, 5, 10, 30],
  registers: [registry],
});

const audioProcessed = new Counter({
  name: 'deepgram_audio_seconds_total',
  help: 'Total audio seconds processed',
  labelNames: ['model'],
  registers: [registry],
});

const activeConnections = new Gauge({
  name: 'deepgram_active_connections',
  help: 'Active WebSocket connections',
  registers: [registry],
});

// Instrumented transcription
async function instrumentedTranscribe(url: string, model = 'nova-3') {
  const timer = transcriptionLatency.startTimer({ method: 'prerecorded', model });
  try {
    const { result, error } = await deepgram.listen.prerecorded.transcribeUrl(
      { url }, { model, smart_format: true }
    );
    timer();
    transcriptionRequests.inc({ method: 'prerecorded', model, status: error ? 'error' : 'ok' });
    if (result?.metadata?.duration) {
      audioProcessed.inc({ model }, result.metadata.duration);
    }
    if (error) throw error;
    return result;
  } catch (err) {
    timer();
    transcriptionRequests.inc({ method: 'prerecorded', model, status: 'error' });
    throw err;
  }
}

// Expose metrics endpoint
app.get('/​metrics', async (req, res) => {
  res.set('Content-Type', registry.contentType);
  res.send(await registry.metrics());
});

Step 4: Alert Rules (Prometheus/​AlertManager)

groups:
  - name: deepgram
    rules:
      - alert: DeepgramHighErrorRate
        expr: rate(deepgram_requests_total{status="error"}[5m]) / rate(deepgram_requests_total[5m]) > 0.05
        for: 5m
        labels:
          severity: critical
        annotations:
          summary: "Deepgram error rate > 5%"

      - alert: DeepgramHighLatency
        expr: histogram_quantile(0.95, rate(deepgram_latency_seconds_bucket[5m])) > 10
        for: 5m
        labels:
          severity: warning
        annotations:
          summary: "Deepgram P95 latency > 10s"

      - alert: DeepgramHealthCheckFailed
        expr: up{job="deepgram-service"} == 0
        for: 2m
        labels:
          severity: critical
        annotations:
          summary: "Deepgram health check failed for 2+ minutes"

Step 5: Error Handling Wrapper

async function safeTranscribe(url: string, options: Record<string, any> = {}) {
  const timeout = options.timeout ?? 30000;

  const controller = new AbortController();
  const timeoutId = setTimeout(() => controller.abort(), timeout);

  try {
    const result = await Promise.race([
      instrumentedTranscribe(url, options.model ?? 'nova-3'),
      new Promise((_, reject) =>
        setTimeout(() => reject(new Error('Transcription timeout')), timeout)
      ),
    ]);
    clearTimeout(timeoutId);
    return result;
  } catch (err: any) {
    clearTimeout(timeoutId);
    // Log structured error
    console.error(JSON.stringify({
      level: 'error',
      service: 'deepgram',
      message: err.message,
      url: url.substring(0, 100),
      timestamp: new Date().toISOString(),
    }));
    throw err;
  }
}

Step 6: Go-Live Timeline

PhaseWhenActions
D-71 week beforeLoad test at 2x expected volume, security review
D-33 days beforeSmoke test with production key, verify all alerts fire
D-1Day beforeConfirm on-call rotation, validate dashboards
D-0LaunchShadow mode (10% traffic), monitoring open
D+1Day afterReview error rate, latency, verify no anomalies
D+71 week afterFull traffic, tune alert thresholds based on baselines

Output

  • Singleton client with reset capability
  • Health check endpoint with latency reporting
  • Prometheus metrics (requests, latency, audio, connections)
  • AlertManager rules for error rate, latency, availability
  • Timeout-safe transcription wrapper
  • Phased go-live timeline

Error Handling

IssueCauseSolution
Health check 503API key expiredRotate key, check secret manager
Metrics not scrapedWrong port/​pathVerify Prometheus target config
Alert stormsThresholds too tightAdd for: duration, tune values
Timeout on large filesSync mode too slowSwitch to callback URL pattern

Resources

More skills from jeremylongshore

openrouter-compliance-review logo
jeremylongshore/claude-code-plugins-plus-skills

openrouter-compliance-review

Review OpenRouter integration for regulatory compliance (SOC2, GDPR,

2.8K 0
View
maintainx-data-handling logo
jeremylongshore/claude-code-plugins-plus-skills

maintainx-data-handling

Data synchronization, ETL patterns, and data management for MaintainX.

2.8K 0
View
groq-core-workflow-a logo
jeremylongshore/claude-code-plugins-plus-skills

groq-core-workflow-a

Execute Groq primary workflow: chat completions with tool use and JSON

2.8K 0
View
validating-csrf-protection logo
jeremylongshore/claude-code-plugins-plus-skills

validating-csrf-protection

Validate CSRF protection implementations for security gaps. Use when

2.8K 0
View
api-contract logo
jeremylongshore/claude-code-plugins-plus-skills

api-contract

Configure this skill should be used when the user asks about "API contract",

2.8K 0
View
ideogram-incident-runbook logo
jeremylongshore/claude-code-plugins-plus-skills

ideogram-incident-runbook

Execute Ideogram incident response with triage, mitigation, and postmortem.

2.8K 0
View
gamma-sdk-patterns logo
jeremylongshore/claude-code-plugins-plus-skills

gamma-sdk-patterns

Reusable patterns for the Gamma REST API (no SDK exists).

2.8K 0
View
deepgram-sdk-patterns logo
jeremylongshore/claude-code-plugins-plus-skills

deepgram-sdk-patterns

Apply production-ready Deepgram SDK patterns for TypeScript and Python.

2.8K 0
View
openrouter-upgrade-migration logo
jeremylongshore/claude-code-plugins-plus-skills

openrouter-upgrade-migration

Migrate to OpenRouter from direct provider APIs or upgrade between SDK/model

2.8K 0
View
openrouter-common-errors logo
jeremylongshore/claude-code-plugins-plus-skills

openrouter-common-errors

Diagnose and fix common OpenRouter API errors. Use when encountering

2.8K 0
View
linear-cost-tuning logo
jeremylongshore/claude-code-plugins-plus-skills

linear-cost-tuning

Optimize Linear API usage, reduce unnecessary calls, and maximize

2.8K 0
View

Popular AI tools

Kaiber logo
Video

Kaiber

Generate, edit, and beat-sync AI video with leading models in one workspace.

Paid
View
Vimcal logo
Productivity

Vimcal

The world's fastest calendar for remote work

Free
View

Transform Your Design with AI Designer by ImgCreator.ai

Freemium
View
Akool AI logo
Content & writing

Akool AI

Revolutionizing Video Production with AI-Powered Creativity

Paid
View

Extend an image past the frame and let AI fill the new aspect ratio.

Freemium
View
StarByFace logo
Security

StarByFace

Discover your celebrity doppelgänger with StarByFace!

Free
View
C

ChainClarity explains 700+ crypto whitepapers in plain English, with layered summaries, comparisons, research tools, alerts, and a $4.99 Pro plan.

Freemium
View
Opus Clip logo
Coding & apps

Opus Clip

Opus.ai: Revolutionize Your Web Experience

Free
View