Scaling a Web Application Gradually

Measure load patterns and add capacity to the slowest constrained part first.

Document ownership, dependencies, and the conditions that require intervention before automating the workflow.

Exercise the recovery path in a safe environment. Measure reliability and cost after each change so capacity follows actual usage.