'Design production-grade Sentry architecture for multi-service organizations.
Scanned 9/2/2026
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---
name: sentry-reference-architecture
description: 'Design production-grade Sentry architecture for multi-service organizations.
Use when planning Sentry rollout, structuring projects across teams,
building shared config modules, or setting up distributed tracing.
Trigger: "sentry architecture", "sentry project structure",
"sentry reference design", "sentry distributed tracing".
'
allowed-tools: Read, Write, Edit, Bash(npm:*), Bash(npx:*), Glob, Grep
version: 1.51.0
license: MIT
author: Jeremy Longshore <jeremy@intentsolutions.io>
tags:
- saas
- sentry
- architecture
- enterprise
- distributed-tracing
- microservices
compatibility: Designed for Claude Code
---
# 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](https://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:
```typescript
// 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:
```typescript
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:**
```typescript
// 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):**
```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):**
```typescript
// 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**:
```bash
# .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)
```bash
#!/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):
```typescript
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:
```typescript
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:
```typescript
// 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:
```typescript
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
| Error | Cause | Solution |
|-------|-------|----------|
| Traces not linking cross-service | Missing trace headers in non-HTTP transport | Use `publishWithTrace`/`consumeWithTrace` for queues |
| `init() called multiple times` | Multiple imports | Use SentryService singleton (idempotent init) |
| Source maps not resolving | Wrong `url-prefix` | Use `--url-prefix "~/"` and `--validate` flag |
| Alerts routing to wrong team | Ownership rules mismatch | Verify `path:` rules match source tree; add `tags.service:` fallback |
| Health checks consuming quota | Probes hitting instrumented routes | Define health routes before middleware; use `tracesSampler` |
| PII leaking | Missing `beforeSend` scrubbing | Enforce `sendDefaultPii: false` + header deletion in shared config |
## Examples
**Bootstrap a service (3 lines):**
```typescript
import { SentryService } from '@acme/sentry-config';
const sentry = SentryService.getInstance({ serviceName: 'user-service', dsn: process.env.SENTRY_DSN! });
sentry.init();
```
**Capture with business context:**
```typescript
sentry.captureError(err, {
tags: { 'payment.provider': 'stripe' },
extra: { orderId: order.id, amount: order.total },
level: 'error',
});
```
**Track an operation:**
```typescript
const result = await sentry.trackOperation('order.fulfillment', 'business.process', () => fulfillOrder(id));
```
## Resources
- [Sentry Node.js SDK v8](https://docs.sentry.io/platforms/javascript/guides/node/)
- [Distributed Tracing](https://docs.sentry.io/product/performance/distributed-tracing/)
- [Ownership Rules](https://docs.sentry.io/product/issues/ownership-rules/)
- [Source Maps CLI](https://docs.sentry.io/platforms/javascript/sourcemaps/uploading/cli/)
- [Alerting Best Practices](https://docs.sentry.io/product/alerts/best-practices/)
- [Sentry Webpack Plugin](https://www.npmjs.com/package/@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`)
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