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Engineering1 min read

Shipping faster with a small platform team

How our engineering team gave a client's developers a paved road: templates, CI/CD and preview environments that took release cycles from weeks to days.

Kenji Watanabe

Principal Engineer · ITeraLove

A client's product teams were spending more time fighting their deployment pipeline than building features. We set up a three-person platform team for them.

What we built

  • Service templates with logging, metrics, health checks and CI included.
  • One pipeline that runs lint, tests, security scans and deploys.
  • Preview environments for every pull request, so product managers could review real builds.
  • Golden dashboards for every service, with no setup needed.
# .pipeline.yml: everything a new service needs
service: billing-api
runtime: node22
checks: [lint, test, sast, dependency-audit]
deploy:
  preview: per-pull-request
  production: manual-approval

Results after one quarter

  • Release frequency: every 3 weeks → several times a week
  • Time to first deploy for a new service: 5 days → 1 hour
  • Fewer late-night incidents, because rollbacks became a single click

Platform engineering is less about tools than about making the right path the easiest one.

How to handle AI training jobs and do them well

A practical guide for annotators, evaluators and prompt writers: how to read guidelines, keep quality high and work sustainably on AI training projects.

Daniel Okafor1 min read