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⚙️ Serverless at Scale: Why We Choose Google Cloud Run for Modern Apps

Complete guide to building scalable serverless applications with Google Cloud Run

cloud-runserverlessgoogle-clouddockermicroservicesapiwebhooksbackground-jobsscalingdevops
Dezoko Team
January 31, 2025
5 min read

Table of Contents

⚙️ Serverless at Scale: Why We Choose Google Cloud Run for Modern Apps

⚙️ Serverless at Scale: Why We Choose Google Cloud Run for Modern Apps


In 2025, serverless is no longer a buzzword -- it's how smart teams ship faster, cheaper, and infinitely scalable applications.


And one of the best tools in the ecosystem?

Google Cloud Run.


At Dezoko, we've built and deployed:


  • High-traffic APIs
  • Background jobs
  • Webhooks + real-time services
  • Microservices
  • Cron-based processors

...all running smoothly on Cloud Run.


Here's why we use it -- and why your project might need it too.


🚀 What Is Cloud Run?


Cloud Run is a fully managed serverless platform that lets you run any containerized app -- with:


  • Zero server management
  • HTTP endpoint support
  • Autoscaling to zero
  • Per-request billing
  • Native support for Docker

You only pay when your code is running -- not for idle time.


💡 Why We Use Cloud Run (Over Other Options)


Feature
Why It Matters
Scale to Zero
Great for low-traffic or burst workloads
Per-Request Scaling
Perfect for APIs, background tasks
Supports Any Language
Python, Node.js, Go, Java, etc.
Docker Support
Run exactly what you develop locally
Quick Deploys
`gcloud run deploy` is fast + CI/CD ready
Private + Public Services
Run internal tools or public APIs securely
Built-in Logging + Monitoring
With Cloud Monitoring, Logging, and Error Reporting

🔧 Real Projects We've Built on Cloud Run


🔹 1. Background Processing System


  • Queued tasks using Cloud Tasks
  • Worker container deployed to Cloud Run
  • Handled file conversion, OCR, ML inference

🧠 Result: Auto-scaled from 0 to 50+ instances in < 5 seconds.


🔹 2. Secure Webhooks Engine


  • Built endpoint to process Stripe, Slack, Razorpay, and Meta webhooks
  • Stateless microservice with request validation
  • Auto-scaling during high load (like sale events)

🔐 99.99% uptime + low cost due to scale-to-zero idle periods.


🔹 3. Customer-Facing API with CI/CD


  • Authenticated API for mobile app (used Firebase Auth)
  • Node.js Express backend, containerized
  • CI/CD via GitHub Actions → Cloud Build → Cloud Run

💬 Fast, scalable, secure -- handled 250K+ daily requests.


🔐 Security & IAM Best Practices We Use


  • ✅ Only allow specific service accounts to invoke services
  • ✅ Enable VPC connector if access to internal resources needed
  • ✅ Environment variable encryption with Secret Manager
  • ✅ Rate limiting and request validation for APIs
  • ✅ Monitoring with Cloud Logging and Error Reporting

⚙️ Bonus: Cloud Run + Cloud Scheduler = Cron Job System


Need scheduled tasks like:


  • Daily backups
  • Email reports
  • Data sync with third-party tools?

We use Cloud Scheduler → Pub/Sub → Cloud Run to trigger cron jobs serverlessly -- without needing a dedicated job server.


💬 What Clients Say


> "They moved our Express backend to Cloud Run -- it scales perfectly, costs less, and deploys in under 1 minute."

> -- VP of Engineering, Fintech App


> "Our webhook service now handles 10x the traffic with zero downtime, thanks to their Cloud Run setup."

> -- CTO, E-commerce Platform


🧱 Our Typical Cloud Run Deployment Flow


# Dockerfile
FROM node:18-alpine
WORKDIR /app
COPY . .
RUN npm install
CMD ["npm", "start"]

# Deploy via CLI
gcloud run deploy api-service \
  --source . \
  --region asia-south1 \
  --platform managed \
  --allow-unauthenticated

Or automate with Cloud Build YAML or GitHub Actions.


📞 Want to Build Serverless, Scalable APIs or Workers?


We offer:

  • Full serverless system design
  • Cloud Run + Cloud Build CI/CD setup
  • Secure deployments with observability
  • Migrations from Firebase Functions, Express apps, or AWS Lambda


Get a free consultation