


Consider dedicated platform or infrastructure ownership when reliability, security, delivery needs, or the team’s workload justify it. The timing depends on the company rather than its funding stage alone.
A2: Only if you’re solving a problem it’s uniquely good at (e.g., multi-service orchestration). Simpler tools often scale further.
A3: Uptime, deploy frequency, mean time to restore, build time, AWS cost per user, onboarding time.
A4: It should stabilize and become a product that enables safe, fast delivery. Optimize for developer experience, not novelty.
Experiment when there is a clear problem and a way to contain risk. Time-box the work and measure whether it improves the outcome.