Deploy Your AI-Built App to Google Cloud
Google Cloud Platform offers Cloud Run, App Engine, and Firebase for hosting AI-generated apps. Its IAM model, billing alarms, and networking defaults often trip up developers deploying AI-built code for the first time.
Common Google Cloud Platform deployment issues
Real problems from AI-generated apps deployed to Google Cloud Platform.
Cloud Run container port misconfigured
Cloud Run injects the PORT environment variable, but AI-generated Dockerfiles hardcode port 3000 or 8080, causing the container to fail health checks and never become healthy.
Service account with Owner role
AI-generated deployment scripts use the default compute service account with overly broad Owner permissions instead of custom roles scoped to required APIs.
Cloud Run concurrency set to 1
Default concurrency of 1 request per container instance causes excessive scaling and costs. AI tools don't optimize concurrency settings for the application's actual threading model.
VPC connector not attached for private resources
Cloud Run services can't reach Cloud SQL or Memorystore instances in a VPC because AI-generated configs omit the Serverless VPC Access connector.
Billing alerts and quotas not configured
AI-generated infrastructure lacks budget alerts and API quotas, risking unexpected charges from runaway scaling or abuse.
Start with a self-serve audit
Get a professional review of your Google Cloud Platform deployment at a fixed price.
Security Scan
Black-box review of your public-facing app. No code access needed.
- OWASP Top 10 checks
- SSL/TLS analysis
- Security headers
- Expert review within 24h
Code Audit
In-depth review of your source code for security, quality, and best practices.
- Security vulnerabilities
- Code quality review
- Dependency audit
- AI pattern analysis
Complete Bundle
Both scans in one package with cross-referenced findings.
- Everything in both products
- Cross-referenced findings
- Unified action plan
100% credited toward any paid service. Start with an audit, then let us fix what we find.
How it works
Tell us about your app
Share your project details and what you need help with.
Get a clear plan
We respond in 24 hours with scope, timeline, and cost.
Launch with confidence
We fix what needs fixing and stick around to help.
Frequently asked questions
Why won't my Cloud Run service start?
Cloud Run requires your container to listen on the PORT environment variable (not a hardcoded port). Ensure your server reads process.env.PORT and binds to 0.0.0.0. Also verify your container starts within the configured startup timeout.
How do I connect Cloud Run to Cloud SQL?
Use the Cloud SQL Auth Proxy via a Cloud Run sidecar or Unix socket connection. You also need a Serverless VPC Access connector if using private IP. Don't expose your Cloud SQL instance publicly just because the AI tool couldn't connect during development.
Can SpringCode deploy my AI-built app to GCP?
Yes. We configure Cloud Run correctly, set up IAM with least-privilege service accounts, wire up VPC connectors for private resources, and add billing alerts to prevent cost surprises.
Need help deploying to Google Cloud Platform?
Tell us about your project. We'll respond within 24 hours with a clear plan and fixed quote.