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Langfuse Multi-Environment Setup

langfuse-multi-env-setup

Configure Langfuse across development, staging, and production environments.

SKILL.md

Full skill instructions

Langfuse Multi-Environment Setup

Overview

Configure Langfuse across dev/​staging/​production with isolated API keys, environment-specific SDK settings, secret management, and CI/​CD integration to prevent cross-environment data leakage.

Prerequisites

  • Separate Langfuse API key pairs per environment (or separate projects)
  • Secret management solution (env vars, Vault, AWS/​GCP secrets)
  • CI/​CD pipeline with environment-aware deployment

Environment Strategy

EnvironmentAPI Key SourceLangfuse ProjectSettings
Development.env.localDev projectDebug on, flush immediately, 100% sampling
StagingCI/​CD secretsStaging projectProd-like settings, 50% sampling
ProductionSecret managerProd projectOptimized batching, 10% sampling

Instructions

Step 1: Environment-Specific Configuration

// src/​config/​langfuse.ts
import { LangfuseSpanProcessor } from "@langfuse/​otel";
import { NodeSDK } from "@opentelemetry/​sdk-node";
import { LangfuseClient } from "@langfuse/​client";

type Env = "development" | "staging" | "production";

interface LangfuseEnvConfig {
  exportIntervalMillis: number;
  maxExportBatchSize: number;
  debug: boolean;
  sampleRate: number;
}

const ENV_CONFIGS: Record<Env, LangfuseEnvConfig> = {
  development: {
    exportIntervalMillis: 1000,
    maxExportBatchSize: 1,
    debug: true,
    sampleRate: 1.0,
  },
  staging: {
    exportIntervalMillis: 5000,
    maxExportBatchSize: 25,
    debug: false,
    sampleRate: 0.5,
  },
  production: {
    exportIntervalMillis: 10000,
    maxExportBatchSize: 50,
    debug: false,
    sampleRate: 0.1,
  },
};

function detectEnvironment(): Env {
  const env = process.env.NODE_ENV || "development";
  if (env === "production") return "production";
  if (env === "staging" || process.env.VERCEL_ENV === "preview") return "staging";
  return "development";
}

export function initLangfuse() {
  const env = detectEnvironment();
  const config = ENV_CONFIGS[env];

  // Validate credentials
  const required = ["LANGFUSE_PUBLIC_KEY", "LANGFUSE_SECRET_KEY"];
  for (const key of required) {
    if (!process.env[key]) {
      throw new Error(`${key} not set for environment: ${env}`);
    }
  }

  // Initialize OTel with env-specific settings
  const processor = new LangfuseSpanProcessor({
    exportIntervalMillis: config.exportIntervalMillis,
    maxExportBatchSize: config.maxExportBatchSize,
  });

  const sdk = new NodeSDK({ spanProcessors: [processor] });
  sdk.start();

  // Client for prompts, datasets, scores
  const client = new LangfuseClient();

  console.log(`Langfuse initialized [${env}] (sample: ${config.sampleRate * 100}%)`);

  return { sdk, client, env, config };
}

Step 2: Environment Variable Files

# .env.local (development -- git-ignored)
LANGFUSE_PUBLIC_KEY=pk-lf-dev-...
LANGFUSE_SECRET_KEY=sk-lf-dev-...
LANGFUSE_BASE_URL=https://cloud.langfuse.com
NODE_ENV=development

# .env.staging (used by CI/​CD)
LANGFUSE_BASE_URL=https://cloud.langfuse.com
NODE_ENV=staging
# Keys injected via CI secrets

# .env.production (used by CI/​CD)
LANGFUSE_BASE_URL=https://cloud.langfuse.com
NODE_ENV=production
# Keys injected via secret manager
# .gitignore
.env
.env.local
.env.*.local

Step 3: Secret Management

set -euo pipefail
# GitHub Actions: Add per-environment secrets
# Settings > Environments > staging > Secrets
# Settings > Environments > production > Secrets

# AWS Secrets Manager
aws secretsmanager create-secret \
  --name "langfuse/​production/​public-key" \
  --secret-string "pk-lf-prod-..."

aws secretsmanager create-secret \
  --name "langfuse/​production/​secret-key" \
  --secret-string "sk-lf-prod-..."

# GCP Secret Manager
echo -n "pk-lf-prod-..." | gcloud secrets create langfuse-public-key-prod --data-file=-
echo -n "sk-lf-prod-..." | gcloud secrets create langfuse-secret-key-prod --data-file=-

Step 4: CI/​CD Integration

# .github/​workflows/​deploy.yml
name: Deploy

on:
  push:
    branches: [main, staging]

jobs:
  deploy-staging:
    if: github.ref == 'refs/​heads/​staging'
    runs-on: ubuntu-latest
    environment: staging
    env:
      LANGFUSE_PUBLIC_KEY: ${{ secrets.LANGFUSE_PUBLIC_KEY }}
      LANGFUSE_SECRET_KEY: ${{ secrets.LANGFUSE_SECRET_KEY }}
      LANGFUSE_BASE_URL: https://cloud.langfuse.com
      NODE_ENV: staging
    steps:
      - uses: actions/​checkout@v4
      - run: npm ci && npm run build && npm run deploy:staging

  deploy-production:
    if: github.ref == 'refs/​heads/​main'
    runs-on: ubuntu-latest
    environment: production
    env:
      LANGFUSE_PUBLIC_KEY: ${{ secrets.LANGFUSE_PUBLIC_KEY }}
      LANGFUSE_SECRET_KEY: ${{ secrets.LANGFUSE_SECRET_KEY }}
      LANGFUSE_BASE_URL: https://cloud.langfuse.com
      NODE_ENV: production
    steps:
      - uses: actions/​checkout@v4
      - run: npm ci && npm run build && npm run deploy:production

Step 5: Startup Validation with Zod

import { z } from "zod";

const langfuseConfigSchema = z.object({
  LANGFUSE_PUBLIC_KEY: z.string().startsWith("pk-lf-", "Must start with pk-lf-"),
  LANGFUSE_SECRET_KEY: z.string().startsWith("sk-lf-", "Must start with sk-lf-"),
  LANGFUSE_BASE_URL: z.string().url().optional(),
  NODE_ENV: z.enum(["development", "staging", "production"]).default("development"),
});

// Validate at startup -- fail fast on misconfiguration
const config = langfuseConfigSchema.parse(process.env);
console.log(`Langfuse config validated for ${config.NODE_ENV}`);

Cross-Environment Safety

RiskMitigation
Dev traces in prod projectSeparate API keys per environment
Prod keys in dev envValidate key prefix at startup
Leaked keys in git.env in .gitignore, secret scanning in CI
Wrong env detectedExplicit NODE_ENV in deployment config
Config driftZod schema validation at startup

Error Handling

IssueCauseSolution
Wrong environmentMissing NODE_ENVSet explicitly in deployment config
Secret not foundWrong secret pathVerify secret manager paths match
Cross-env data leakShared API keyUse separate keys per environment
Startup crashMissing configAdd Zod validation with clear error messages

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