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kamal.sh

EPAM Systems

$1.4M in annual cloud savings without sacrificing reliability

Azure Cost ManagementKubecost

The problem

Cloud spend had grown alongside the platform without a corresponding cost-governance discipline — the usual story of infrastructure that scaled faster than its cost visibility.

Annual savings
$1.4M+
Cost reduction
25%

The approach

Introduced per-workload cost visibility with Kubecost, rightsized resources against real usage, and used Azure Cost Management to keep the gains from eroding after the initial cleanup.

Constraints and tradeoffs

  • An org-wide spending freeze

    A freeze buys time, not durable behavior change — the same cost drift returns the moment the freeze lifts.

  • Commit to reserved instances or savings plans immediately

    Committing to reserved capacity before rightsizing just locks in the waste at a discount. Visibility and rightsizing had to come first, or the reservation would have been sized against an inflated baseline.

I'd tie the Kubecost dashboards to a per-team digest from day one instead of a monthly review — the fastest way to keep a cost win from eroding is making it visible to the people generating the spend, not just to the platform team.