The Hidden Costs of Engineering ft. Kumar Singirikonda | Ep #72
What if the biggest cost problem in your organization never shows up on your cloud bill?
In this episode of FinOps in Action, host Taylor Houck sits down with Kumar Singirikonda, Director of DevOps Engineering at Toyota Financial Services, FinOps Foundation board member, and author of the DevOps Automation Cookbook. Kumar makes the case that FinOps as we know it is only the first chapter, and the next chapter belongs to self-healing systems, AI-driven remediation, and a class of costs that traditional cost reports have never been able to surface.
Here is what they covered:
The hidden costs that never appear on your dashboard. Track your direct cloud expenses all you want, but your biggest operational costs are invisible. A single 30 minute outage won’t change your infrastructure bill, yet it pulls in engineering teams, delays releases, and creates support volume that compounds for days.
From cost control to value creation. Stop asking how to reduce cloud spend and start asking how to maximize business value from your engineering investments. When you do that, cost optimization becomes an outcome of operational maturity rather than the goal itself.
What a self-healing platform actually looks like. When a routing issue triggers a 404 spike, your system should detect the anomaly, correlate it with the recent deployment, invoke a remediation workflow, and execute a rollback in under two minutes without a human touching a keyboard. That is what operational maturity actually looks like in practice.
AI is not a silver bullet. A model alone does not create operational intelligence. Connect AI to your observability platforms, automation workflows, and remediation playbooks, and that is where the real value comes from.
"The biggest operational cost problem today is inefficiency rather than infrastructure pricing. Organizations that reduce operational friction unlock far greater long-term value than organizations focused only on reducing the compute spend." - Kumar Singirikonda
Connect with Kumar:
Website: https://www.toyota.com/usa
Book link: https://www.amazon.com/DevOps-Automation-Cookbook-Harness-automation/dp/9355519060
In this episode of FinOps in Action, Taylor Houck sits down with Kumar Singirikonda, Director of DevOps Engineering at Toyota Financial Services and FinOps Foundation board member, to make the case that FinOps is only the first chapter of a much larger story. Kumar argues that operational inefficiency, not infrastructure spend, is the real cost problem organizations face today, breaks down why hidden costs like incident response, engineering toil, and deployment delays routinely exceed the cloud bill itself, and explains why the future belongs to self healing, AI driven systems that let engineers stop firefighting and start innovating.