DM
Engineering journal
Case StudyLearned in productionMid-level

Standardize the boring parts

How consistent controllers, pagination, and API responses reduce defects and cognitive load.

Last reviewed July 2026

The situation

When similar endpoints use different response shapes, pagination rules, or error behavior, every client and developer must relearn the same concept.

The improvement

I helped standardize repeated backend patterns around controllers, pagination, and API responses.

  • Documented a small default instead of creating a large framework
  • Kept error and metadata shapes predictable
  • Made page limits and ordering explicit
  • Allowed exceptions when the use case justified them

The lesson

Good standards remove decisions that do not create product value. They should make the common path easier without preventing thoughtful exceptions.

#apis#standards#team