xiaohongshu
xiaohongshu
deepgram-prod-checklist
Execute Deepgram production deployment checklist. Use when preparing for production launch, auditing production readiness, or verifying deployment configurations. Trigger with phrases like "deepgram production", "deploy deepgram", "deepgram prod checklist", "deepgram go-live", "production ready d...
Full skill instructions
Comprehensive checklist for deploying Deepgram integrations to production.
// lib/deepgram-production.ts
import { createClient, DeepgramClient } from '@deepgram/sdk';
import { getSecret } from './secrets';
import { metrics } from './metrics';
import { logger } from './logger';
interface ProductionConfig {
timeout: number;
retries: number;
model: string;
}
const config: ProductionConfig = {
timeout: 30000,
retries: 3,
model: 'nova-2',
};
let client: DeepgramClient | null = null;
export async function getProductionClient(): Promise<DeepgramClient> {
if (client) return client;
const apiKey = await getSecret('DEEPGRAM_API_KEY');
client = createClient(apiKey, {
global: {
fetch: {
options: {
timeout: config.timeout,
},
},
},
});
return client;
}
export async function transcribeProduction(
audioUrl: string,
options: { language?: string; callback?: string } = {}
) {
const startTime = Date.now();
const requestId = crypto.randomUUID();
logger.info('Starting transcription', { requestId, audioUrl: sanitize(audioUrl) });
try {
const deepgram = await getProductionClient();
const { result, error } = await deepgram.listen.prerecorded.transcribeUrl(
{ url: audioUrl },
{
model: config.model,
language: options.language || 'en',
smart_format: true,
punctuate: true,
callback: options.callback,
}
);
const duration = Date.now() - startTime;
metrics.histogram('deepgram.transcription.duration', duration);
if (error) {
metrics.increment('deepgram.transcription.error');
logger.error('Transcription failed', { requestId, error: error.message });
throw new Error(error.message);
}
metrics.increment('deepgram.transcription.success');
logger.info('Transcription complete', {
requestId,
deepgramRequestId: result.metadata?.request_id,
duration,
});
return result;
} catch (err) {
metrics.increment('deepgram.transcription.exception');
logger.error('Transcription exception', {
requestId,
error: err instanceof Error ? err.message : 'Unknown error',
});
throw err;
}
}
function sanitize(url: string): string {
try {
const parsed = new URL(url);
return `${parsed.protocol}//${parsed.host}${parsed.pathname}`;
} catch {
return '[invalid-url]';
}
}
// routes/health.ts
import { getProductionClient } from '../lib/deepgram-production';
interface HealthStatus {
status: 'healthy' | 'degraded' | 'unhealthy';
timestamp: string;
checks: {
deepgram: {
status: 'pass' | 'fail';
latency?: number;
message?: string;
};
};
}
export async function healthCheck(): Promise<HealthStatus> {
const checks: HealthStatus['checks'] = {
deepgram: { status: 'fail' },
};
// Test Deepgram API
const startTime = Date.now();
try {
const client = await getProductionClient();
const { error } = await client.manage.getProjects();
checks.deepgram = {
status: error ? 'fail' : 'pass',
latency: Date.now() - startTime,
message: error?.message,
};
} catch (err) {
checks.deepgram = {
status: 'fail',
latency: Date.now() - startTime,
message: err instanceof Error ? err.message : 'Unknown error',
};
}
const allPassing = Object.values(checks).every(c => c.status === 'pass');
const anyFailing = Object.values(checks).some(c => c.status === 'fail');
return {
status: allPassing ? 'healthy' : anyFailing ? 'unhealthy' : 'degraded',
timestamp: new Date().toISOString(),
checks,
};
}
// lib/metrics.ts
import { Counter, Histogram, Registry } from 'prom-client';
export const registry = new Registry();
export const transcriptionDuration = new Histogram({
name: 'deepgram_transcription_duration_seconds',
help: 'Duration of Deepgram transcription requests',
labelNames: ['status', 'model'],
buckets: [0.1, 0.5, 1, 2, 5, 10, 30, 60],
registers: [registry],
});
export const transcriptionTotal = new Counter({
name: 'deepgram_transcription_total',
help: 'Total number of transcription requests',
labelNames: ['status', 'error_code'],
registers: [registry],
});
export const audioProcessedSeconds = new Counter({
name: 'deepgram_audio_processed_seconds_total',
help: 'Total seconds of audio processed',
registers: [registry],
});
export const rateLimitHits = new Counter({
name: 'deepgram_rate_limit_hits_total',
help: 'Number of rate limit errors encountered',
registers: [registry],
});
export const metrics = {
recordTranscription(status: 'success' | 'error', duration: number, audioSeconds?: number) {
transcriptionDuration.labels(status, 'nova-2').observe(duration / 1000);
transcriptionTotal.labels(status, '').inc();
if (audioSeconds) {
audioProcessedSeconds.inc(audioSeconds);
}
},
recordRateLimitHit() {
rateLimitHits.inc();
},
};
# prometheus/alerts/deepgram.yml
groups:
- name: deepgram
rules:
- alert: DeepgramHighErrorRate
expr: |
sum(rate(deepgram_transcription_total{status="error"}[5m])) /
sum(rate(deepgram_transcription_total[5m])) > 0.05
for: 5m
labels:
severity: critical
annotations:
summary: High Deepgram error rate
description: Error rate is above 5% for the last 5 minutes
- alert: DeepgramHighLatency
expr: |
histogram_quantile(0.95,
sum(rate(deepgram_transcription_duration_seconds_bucket[5m])) by (le)
) > 10
for: 5m
labels:
severity: warning
annotations:
summary: High Deepgram latency
description: P95 latency is above 10 seconds
- alert: DeepgramRateLimiting
expr: increase(deepgram_rate_limit_hits_total[1h]) > 10
for: 0m
labels:
severity: warning
annotations:
summary: Deepgram rate limiting detected
description: More than 10 rate limit hits in the last hour
- alert: DeepgramDown
expr: up{job="deepgram-health"} == 0
for: 2m
labels:
severity: critical
annotations:
summary: Deepgram health check failing
description: Health check has been failing for 2 minutes
# Deepgram Incident Runbook
## Quick Reference
- **Deepgram Status Page**: https://status.deepgram.com
- **Console**: https://console.deepgram.com
- **Support**: [email protected]
## Common Issues
### Issue: High Error Rate
**Symptoms**: Error rate > 5%
**Steps**:
1. Check Deepgram status page
2. Review error logs for specific error codes
3. If 429 errors: check rate limit configuration
4. If 401 errors: verify API key validity
5. If 500 errors: escalate to Deepgram support
### Issue: High Latency
**Symptoms**: P95 > 10 seconds
**Steps**:
1. Check audio file sizes (large files = longer processing)
2. Review concurrent request count
3. Check network latency to Deepgram
4. Consider using callback URLs for large files
### Issue: API Key Expiring
**Symptoms**: Alert from key monitoring
**Steps**:
1. Generate new API key in Console
2. Update secret manager
3. Verify new key works
4. Schedule deletion of old key (24h grace period)
## Pre-Launch (D-7)
- [ ] Load testing completed
- [ ] Security review passed
- [ ] Documentation finalized
- [ ] Team trained on runbooks
## Launch Day (D-0)
- [ ] Final smoke test passed
- [ ] Monitoring dashboards open
- [ ] On-call rotation confirmed
- [ ] Rollback plan ready
## Post-Launch (D+1)
- [ ] No critical alerts
- [ ] Error rate within SLA
- [ ] Performance metrics acceptable
- [ ] Customer feedback collected
Proceed to deepgram-upgrade-migration for SDK upgrade guidance.
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