Sentry Reference Architecture

Sentry Reference Architecture

Overview

Enterprise Sentry architecture patterns for multi-service organizations. Covers centralized configuration, project topology, team-based alert routing, distributed tracing, error middleware, source map management, and a production-ready SentryService wrapper.

Prerequisites

• Sentry organization at sentry.io (Business plan+ for team features)
• @sentry/​node v8+ installed (npm install @sentry/​node @sentry/​profiling-node)
• Service inventory and team ownership documented
• Node.js 18+ (ESM and native fetch instrumentation)

Instructions

Step 1 — Project Structure Strategy

Pattern A: One Project Per Service (3+ services, recommended)

Organization: acme-corp
├── Team: platform-eng
│   ├── Project: api-gateway       (Node/​Express)
│   ├── Project: auth-service      (Node/​Fastify)
│   └── Project: user-service      (Node/​Express)
├── Team: payments
│   ├── Project: payment-api       (Node/​Express)
│   └── Project: billing-worker    (Node worker)
└── Team: frontend
    ├── Project: web-app           (React/​Next.js)
    └── Project: mobile-app        (React Native)

Benefits: independent quotas, team-scoped alerts, per-service rate limits, isolated release tracking.

Pattern B: Shared Project (< 3 services, single team) — one project with Environment tags (production/​staging/​dev). Simpler setup; outgrow when alert noise exceeds one team.

Step 2 — Centralized Config Module

Create lib/​sentry.ts imported by every service to enforce org-wide defaults:

// lib/​sentry.ts
import * as Sentry from '@sentry/​node';
import { nodeProfilingIntegration } from '@sentry/​profiling-node';

export interface SentryServiceConfig {
  serviceName: string;
  dsn: string;
  environment?: string;
  version?: string;
  tracesSampleRate?: number;
  ignoredTransactions?: string[];
}

export function initSentry(config: SentryServiceConfig): void {
  const env = config.environment || process.env.NODE_ENV || 'development';
  Sentry.init({
    dsn: config.dsn,
    environment: env,
    release: `${config.serviceName}@${config.version || 'unknown'}`,
    serverName: config.serviceName,
    tracesSampleRate: config.tracesSampleRate ?? (env === 'production' ? 0.1 : 1.0),
    sendDefaultPii: false,
    maxBreadcrumbs: 50,
    integrations: [nodeProfilingIntegration()],
    ignoreErrors: [
      'ResizeObserver loop completed with undelivered notifications',
      /​Loading chunk \d+ failed/,
      'AbortError',
    ],
    tracesSampler: ({ name, parentSampled }) => {
      if (parentSampled !== undefined) return parentSampled;
      const ignored = config.ignoredTransactions || [
        'GET /​health', 'GET /​healthz', 'GET /​ready', 'GET /​metrics',
      ];
      if (ignored.some(p => name.includes(p))) return 0;
      return config.tracesSampleRate ?? (env === 'production' ? 0.1 : 1.0);
    },
    beforeSend(event) {
      if (event.request?.headers) {
        delete event.request.headers['authorization'];
        delete event.request.headers['cookie'];
        delete event.request.headers['x-api-key'];
      }
      return event;
    },
    initialScope: {
      tags: { service: config.serviceName, team: process.env.TEAM_NAME || 'unassigned' },
    },
  });
}
export { Sentry };

Bootstrap in each service:

import { initSentry } from '@acme/​sentry-config';
initSentry({ serviceName: 'api-gateway', dsn: process.env.SENTRY_DSN! });
// Must run BEFORE other imports that need instrumentation

Step 3 — Error Handling Middleware

Express:

// lib/​sentry-middleware.ts
import * as Sentry from '@sentry/​node';
import type { Request, Response, NextFunction, ErrorRequestHandler } from 'express';

export function sentryRequestHandler() {
  return (req: Request, _res: Response, next: NextFunction): void => {
    Sentry.setTag('http.route', req.route?.path || req.path);
    if (req.user) Sentry.setUser({ id: req.user.id });
    next();
  };
}

export const sentryErrorHandler: ErrorRequestHandler = (err, req, res, _next) => {
  const status = (err as any).statusCode || 500;
  Sentry.withScope((scope) => {
    scope.setLevel(status >= 500 ? 'error' : 'warning');
    scope.setTag('http.status_code', String(status));
    scope.setContext('request', { method: req.method, url: req.originalUrl });
    status >= 500 ? Sentry.captureException(err) : Sentry.captureMessage(err.message, 'warning');
  });
  res.status(status).json({ error: status >= 500 ? 'Internal server error' : err.message });
};
// Wire: app.use(sentryRequestHandler()) → routes → app.use(sentryErrorHandler)

FastAPI (Python):

import sentry_sdk, os
from sentry_sdk.integrations.fastapi import FastApiIntegration

def init_sentry(service_name: str) -> None:
    sentry_sdk.init(
        dsn=os.environ["SENTRY_DSN"],
        environment=os.getenv("ENV", "development"),
        release=f"{service_name}@{os.getenv('SERVICE_VERSION', 'unknown')}",
        traces_sample_rate=0.1,
        send_default_pii=False,
        integrations=[FastApiIntegration(transaction_style="endpoint")],
        before_send=lambda event, hint: _scrub(event),
    )

def _scrub(event):
    headers = event.get("request", {}).get("headers", {})
    for k in ["authorization", "cookie", "x-api-key"]:
        headers.pop(k, None)
    return event

Step 4 — Distributed Tracing

HTTP (automatic): SDK v8 auto-propagates sentry-trace + baggage headers on fetch/​http. All services in the same org link automatically.

Message queues (manual propagation):

// lib/​sentry-queue.ts
import * as Sentry from '@sentry/​node';

export function publishWithTrace<T>(queue: string, payload: T, publish: Function) {
  return Sentry.startSpan({ name: `queue.publish.${queue}`, op: 'queue.publish' }, async () => {
    const headers: Record<string, string> = {};
    const span = Sentry.getActiveSpan();
    if (span) {
      headers['sentry-trace'] = Sentry.spanToTraceHeader(span);
      headers['baggage'] = Sentry.spanToBaggageHeader(span) || '';
    }
    await publish(queue, { payload, headers });
  });
}

export function consumeWithTrace<T>(queue: string, msg: { payload: T; headers: Record<string, string> }, handler: (p: T) => Promise<void>) {
  return Sentry.continueTrace(
    { sentryTrace: msg.headers['sentry-trace'], baggage: msg.headers['baggage'] },
    () => Sentry.startSpan({ name: `queue.process.${queue}`, op: 'queue.process' }, () => handler(msg.payload))
  );
}

Step 5 — Team-Based Alert Routing

Configure in Project Settings > Ownership Rules:

# .sentry/​ownership-rules
path:src/​payments/​**     #payments-team
path:src/​auth/​**         #platform-team
url:*/​api/​v1/​payments/​*  #payments-team
tags.service:payment-api #payments-team
*                        #platform-team

Alert tiers:

• P0 Critical: error rate > 50/​min OR crash-free < 95% — PagerDuty on-call, 15 min SLA
• P1 Warning: new production issue or regression — Slack #alerts-prod, same-day SLA
• P2 Performance: P95 > 2s or Apdex < 0.7 — Slack #alerts-perf, next sprint
• P3 Info: new staging issue — Slack #alerts-staging, backlog triage

Step 6 — Source Map Uploads (Monorepo)

#!/​usr/​bin/​env bash
# scripts/​upload-sourcemaps.sh — run in CI after build
set -euo pipefail
SERVICE="${1:?Usage: upload-sourcemaps.sh <service>}"
RELEASE="${SERVICE}@$(git rev-parse --short HEAD)"

npx @sentry/​cli releases new "$RELEASE" --org "$SENTRY_ORG" --project "$SERVICE"
npx @sentry/​cli sourcemaps upload --org "$SENTRY_ORG" --project "$SERVICE" \
  --release "$RELEASE" --url-prefix "~/" --validate "./​services/​${SERVICE}/​dist/"
npx @sentry/​cli releases set-commits "$RELEASE" --org "$SENTRY_ORG" --auto
npx @sentry/​cli releases finalize "$RELEASE" --org "$SENTRY_ORG"

Webpack plugin alternative (auto-uploads on build):

import { sentryWebpackPlugin } from '@sentry/​webpack-plugin';
export default {
  devtool: 'source-map',
  plugins: [sentryWebpackPlugin({
    org: process.env.SENTRY_ORG,
    project: 'web-app',
    authToken: process.env.SENTRY_AUTH_TOKEN,
    sourcemaps: { filesToDeleteAfterUpload: ['./​dist/​**/​*.map'] },
  })],
};

Step 7 — Custom Integrations

Wrap internal SDK calls with spans for tracing visibility:

import * as Sentry from '@sentry/​node';
export function withSpan<T>(op: string, desc: string, fn: () => Promise<T>, attrs?: Record<string, string | number>): Promise<T> {
  return Sentry.startSpan({ name: desc, op, attributes: attrs }, async (span) => {
    try { const r = await fn(); span.setStatus({ code: 1, message: 'ok' }); return r; }
    catch (e) { span.setStatus({ code: 2, message: String(e) }); throw e; }
  });
}
// Usage: await withSpan('payment.charge', 'charge $50', () => gateway.charge(5000, 'usd', custId));

Step 8 — SentryService Wrapper

Production wrapper with singleton, metrics, and graceful shutdown:

// lib/​sentry-service.ts
import * as Sentry from '@sentry/​node';

export class SentryService {
  private static instance: SentryService | null = null;
  private initialized = false;

  private constructor(private config: { serviceName: string; dsn: string; version?: string }) {}

  static getInstance(config?: { serviceName: string; dsn: string; version?: string }): SentryService {
    if (!SentryService.instance) {
      if (!config) throw new Error('Config required on first call');
      SentryService.instance = new SentryService(config);
    }
    return SentryService.instance;
  }

  init(): void {
    if (this.initialized) return;
    const { initSentry } = require('./​sentry');
    initSentry(this.config);
    this.initialized = true;
  }

  captureError(error: Error, ctx?: { tags?: Record<string, string>; extra?: Record<string, unknown>; level?: Sentry.SeverityLevel }): string {
    return Sentry.withScope((scope) => {
      if (ctx?.tags) Object.entries(ctx.tags).forEach(([k, v]) => scope.setTag(k, v));
      if (ctx?.extra) Object.entries(ctx.extra).forEach(([k, v]) => scope.setExtra(k, v));
      if (ctx?.level) scope.setLevel(ctx.level);
      return Sentry.captureException(error);
    });
  }

  async trackOperation<T>(name: string, op: string, fn: () => Promise<T>): Promise<T> {
    return Sentry.startSpan({ name, op }, async (span) => {
      try { const r = await fn(); span.setStatus({ code: 1, message: 'ok' }); return r; }
      catch (e) { span.setStatus({ code: 2, message: String(e) }); Sentry.captureException(e); throw e; }
    });
  }

  async shutdown(timeoutMs = 5000): Promise<void> {
    await Sentry.close(timeoutMs);
    SentryService.instance = null;
    this.initialized = false;
  }
}

Step 9 — Health Check Exclusion

Define health routes BEFORE Sentry middleware so they never create transactions:

app.get('/​health', (_req, res) => res.status(200).json({ status: 'ok' }));
app.get('/​readiness', async (_req, res) => {
  const dbOk = await checkDatabase();
  res.status(dbOk ? 200 : 503).json({ db: dbOk });
});
// Combined with tracesSampler (Step 2) dropping /​health, /​ready, /​metrics

Output

• Centralized lib/​sentry.ts enforcing PII scrubbing, sample rates, and noise filters across all services
• Project-per-service topology with team ownership, independent quotas, and per-service releases
• Error middleware for Express and FastAPI with severity-based capture
• Distributed tracing across HTTP (automatic) and message queues (manual propagation helpers)
• Team-based alert routing with 4-tier escalation (P0-P3)
• Source map pipeline with CLI and Webpack plugin for monorepo builds
• SentryService singleton with custom metrics and graceful shutdown

Error Handling

Examples

Bootstrap a service (3 lines):

import { SentryService } from '@acme/​sentry-config';
const sentry = SentryService.getInstance({ serviceName: 'user-service', dsn: process.env.SENTRY_DSN! });
sentry.init();

Capture with business context:

sentry.captureError(err, {
  tags: { 'payment.provider': 'stripe' },
  extra: { orderId: order.id, amount: order.total },
  level: 'error',
});

Track an operation:

const result = await sentry.trackOperation('order.fulfillment', 'business.process', () => fulfillOrder(id));

Resources

• Sentry Node.js SDK v8
• Distributed Tracing
• Ownership Rules
• Source Maps CLI
• Alerting Best Practices
• Sentry Webpack Plugin

Next Steps

1. Roll out incrementally — start with one high-traffic service, validate traces and alerts, then onboard remaining services
2. Set up Sentry Crons for scheduled job monitoring (ETL, billing workers)
3. Enable Session Replay (@sentry/​browser) for frontend error-to-session correlation
4. Define per-project quota budgets to prevent one noisy service from exhausting org quota
5. Build Discover dashboards for cross-service error trends (count() by service, level)