Teams Saving Real Money
See how engineering teams use Cloptima to cut cloud costs and build a culture of cost awareness.
Series A SaaS Startup
B2B SaaSChallenge
Cloud costs growing 25% month-over-month with no visibility into which services or teams were driving spend.
Solution
Connected AWS and GCP accounts, deployed K8s agent across 3 clusters. Team attribution showed 60% of costs came from one team's dev environment.
Results
“We went from 'costs are going up and nobody knows why' to 'every team owns their costs and knows exactly what to optimize.'”
Mid-Market E-Commerce
E-CommerceChallenge
BigQuery costs spiked 3x after adding a new analytics pipeline. No visibility into which queries were expensive.
Solution
Cloptima's query optimization identified 8 expensive SELECT * queries and 3 missing partition filters. Provided refactored queries.
Results
“Cloptima found query problems our data team didn't even know existed. The refactored queries were copy-paste ready.”
Platform Engineering Team
FinTechChallenge
No way to predict cost impact of Kubernetes deployments. Teams would scale up, costs would spike, and nobody knew until the bill.
Solution
PR cost impact analysis on all K8s manifest changes. Budget alerts per namespace. Team cost attribution.
Results
“PR cost impact changed how our engineers think about resources. They now check the cost comment like they check test results.”
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