Case study · DevTools · Upgrades & Modernization · CI/CD Setup & Hardening

Kubernetes Adoption for a Growing Team

Kubernetes adoption with Terraform and GitOps for a growing DevTools team: infrastructure overhead down 60%, deploy time down 80%, no big-bang migration.

Results

  • −60%
    Infra overhead
  • −80%
    Deploy time

Overview

Infrastructure changes were risky and slow. Environments drifted, deployments required manual steps, and reliability depended on a few people who understood the scripts. The goal was to adopt Kubernetes with a GitOps operating model that reduced toil and improved change safety.

Starting point

The platform had grown organically, with scripts and environment-specific differences that accumulated over time. This made onboarding harder, slowed down deployments, and increased the risk of configuration drift.

Goals & success criteria

  • Reduce platform toil and infrastructure overhead
  • Make changes reviewable and repeatable via infrastructure as code and GitOps
  • Standardize deployments across environments
  • Improve delivery speed while preserving reliability
  • Transfer knowledge so the team could own the platform long term

What we did

  • Platform roadmap: defined milestones that delivered value early (standardization, repeatability, and safe deploys) before deeper migration steps.
  • Infrastructure as code: introduced Terraform patterns to codify environments and reduce drift.
  • Kubernetes foundation: established baseline cluster patterns, workload conventions, and operational expectations.
  • GitOps workflows: moved platform configuration into version control with clear review processes and automated reconciliation.
  • CI/CD hardening: created controlled promotions and rollback strategies so deployments were fast and safe.
  • Knowledge transfer: paired with engineers and produced runbooks and docs so ownership stayed with the team.

Key technical decisions

  • Prefer “golden path” conventions over one-off customizations
  • Use Git as the source of truth for platform configuration (GitOps)
  • Standardize observability expectations early (metrics, logs, alerts)
  • Build safer deploys with staged promotions and rehearsed rollbacks
  • Document operational ownership boundaries and escalation paths

Risk management

  • Avoided a big-bang migration by delivering incremental milestones
  • Used controlled promotions to reduce blast radius
  • Ensured rollbacks were reliable and practiced
  • Maintained clear environment parity to prevent drift-driven incidents

Outcomes

The team reduced infrastructure overhead by 60% and cut deployment time by 80%. Platform changes became reviewable and repeatable, and engineering teams shipped faster with fewer operational surprises.

Handoff & operating model

  • Runbooks for common operational tasks and failure modes
  • Clear conventions for workload deployment and configuration
  • A GitOps review workflow the team could sustain
  • Documentation and pairing to support long-term ownership

If you’re facing a similar challenge

If you’re modernizing platform foundations and want a pragmatic roadmap, see Kubernetes and Terraform modernization.

Engagement notes

Want similar results?

No prep required. Plan within 48 hours.

After you book
Discovery call 0 h, 20 minutes Your plan within 48 h Our response within 24 h