Fix API Integration Issues with GitHub Copilot
Copilot can generate boilerplate for API integrations including error handling patterns.
About This Problem
AI tools often generate API integrations with missing error handling, no retry logic, hardcoded endpoints, and insecure credential storage. These integrations break silently and are difficult to debug.
Common Symptoms
- Third-party API calls failing silently without error handling
- API keys hardcoded in source code instead of environment variables
- No retry logic for transient API failures
- Missing request/response validation
- Rate limits causing intermittent failures
- Webhook handlers missing signature verification
DIY Fix Steps
Move all API keys and secrets to environment variables
Add try-catch blocks with proper error logging around API calls
Implement exponential backoff retry logic for transient failures
Validate API responses with zod before using the data
Add rate limit awareness and request queuing
Verify webhook signatures before processing payloads
Other Tools for API Integration Issues
FAQ
Why do AI-generated API integrations break?
AI tools generate the happy-path integration but skip edge cases: rate limits, transient failures, schema changes, and authentication token expiry. These cause silent failures in production.