rest-graphql-debug

To debug REST API failures, isolate layers from connectivity to data semantics using curl and Python requests. This workflow diagnoses unexpected statuses, authentication errors, and response parsing issues by identifying the earliest failure point.

Troubleshooting GraphQL schema mismatches involves a layered debugging workflow using execute_code and web_extract patterns. It isolates authentication failures and data interpretation issues against vendor documentation to speed recovery.

API requests return 401 or 403 errors due to authentication failures or misconfigured request formatting. Diagnose these issues by inspecting curl responses and verifying credentials against vendor documentation to surface correlation IDs for triage.

Troubleshoot slow API responses by isolating network connectivity and TLS/SSL layers before validating data semantics. Use curl commands to inspect endpoint behavior and identify latency bottlenecks across the request lifecycle.

Yes, this debugging workflow supports API testing with Python requests and curl. It provides practical templates to reproduce failures, inspect HTTP status codes, and validate pagination behavior across terminal and execute_code environments.

Extract correlation IDs from API responses by parsing headers and body payloads during the response inspection phase. This workflow provides guidance on surfacing these identifiers to rapidly triage 5xx errors and connectivity failures.