DevOps & Cloud

Cloud Run gives you serverless containers at massive scale — but only if you deploy it correctly

We design, deploy, and optimise your application on GCP Cloud Run — from container builds and CI/CD pipelines to auto-scaling configuration and cost management.

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The challenges you're facing

Application running on oversized VMs when it could run serverlessly on Cloud Run at 80% lower cost

Cold start latency making Cloud Run unsuitable without understanding how to configure minimum instances correctly

No CI/CD pipeline — deployments are manual, slow, and inconsistent across environments

Production-Grade Cloud Run Deployment with Full CI/CD

We design your Cloud Run architecture, containerise your application with optimised Dockerfiles, configure auto-scaling and concurrency settings, build CI/CD pipelines using Cloud Build or GitHub Actions, configure custom domains, set up VPC connectivity for private services, implement Cloud Armor WAF, and configure observability with Cloud Monitoring and Cloud Logging.

What you get

1

Application Architecture Review

Assess your application for Cloud Run suitability and design the service topology, scaling model, and VPC integration.

2

Container Build Optimisation

Create optimised Dockerfiles with multi-stage builds, minimal base images, and correct entrypoints for Cloud Run.

3

CI/CD Pipeline Build

Build CI/CD pipeline (Cloud Build or GitHub Actions) with test, build, and deploy stages to staging and production.

4

Observability & Cost Configuration

Configure Cloud Monitoring dashboards, alerting, structured logging, and cost controls for the deployment.

Technologies & tools

GCP Cloud RunCloud BuildGoogle Artifact RegistryCloud SQLCloud MemorystoreCloud ArmorTerraformGitHub Actions

Case study — anonymised

B2B API Provider — Node.js

Before

Node.js API running on 4× e2-standard-4 GCE instances at $1,800/month. Manual deployments. Auto-scaling configured manually with 30-minute response time.

After

Migrated to Cloud Run with auto-scaling 0–100 instances based on load. Optimised container reduced cold start from 8s to 1.2s. CI/CD pipeline with 4-minute deployment cycle.

Infrastructure cost reduced from $1,800 to $340/month (81% reduction), deployment time from 45 min manual to 4 min automated, zero cold start impact for 99% of requests

Frequently Asked Questions

Common questions from enterprise and mid-market teams across India and internationally.

What types of applications are best suited for Cloud Run?
Cloud Run works best for: HTTP APIs and microservices, web applications, event-driven processors, background jobs triggered by Pub/Sub, and scheduled tasks. It's less suitable for: applications requiring persistent connections (WebSockets work but require special configuration), very latency-sensitive workloads sensitive to cold starts, or applications requiring GPU.
How do you handle Cloud Run cold starts?
Cold starts occur when a new instance starts (0→1 scale or after idle period). We reduce them by: optimising container start time (fast init, lazy loading), configuring minimum instances for critical services, using CPU boost at startup, and optimising your application's startup sequence. For most services, cold starts become under 2 seconds with optimisation.
Can Cloud Run access private databases and internal services?
Yes. Cloud Run services can be connected to a VPC via Serverless VPC Access connector or Direct VPC Egress, giving them private access to Cloud SQL, Memorystore, GKE services, and other VPC resources. All without public internet exposure.
How does Cloud Run pricing compare to running VMs?
Cloud Run charges per-request (CPU and memory allocated only during request handling). For APIs with variable traffic, it's typically 40–80% cheaper than VMs sized for peak load. For consistently high traffic with almost no idle time, VMs or GKE may be more cost-effective. We model your actual traffic patterns before recommending.

Ready to get started?

Tell us about your situation and we'll respond with a tailored assessment within one business day.

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