# How to calculate DevOps platform total cost of ownership

DevFeed: [How to calculate DevOps platform total cost of ownership](<https://devfeed.tech/articles/how-to-calculate-devops-platform-total-cost-of-ownership-97.md>)

Original publisher: [Read original article](<https://about.gitlab.com/blog/how-to-calculate-devops-platform-total-cost-of-ownership/>)

Author: GitLab

Published: 2026-09-11T00:00:00Z

Content type: tutorial

Language: en

Sources: [GitLab](<https://devfeed.tech/sources/gitlab.md>)

Topics: [CI/CD](<https://devfeed.tech/topics/cicd.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ci-cd](<https://devfeed.tech/tags/ci-cd.md>), [complexity](<https://devfeed.tech/tags/complexity.md>), [compute](<https://devfeed.tech/tags/compute.md>), [cost](<https://devfeed.tech/tags/cost.md>), [devops](<https://devfeed.tech/tags/devops.md>), [devsecops](<https://devfeed.tech/tags/devsecops.md>), [devsecops-platform](<https://devfeed.tech/tags/devsecops-platform.md>), [drivers](<https://devfeed.tech/tags/drivers.md>), [how-to](<https://devfeed.tech/tags/how-to.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [integration](<https://devfeed.tech/tags/integration.md>), [model](<https://devfeed.tech/tags/model.md>), [platform](<https://devfeed.tech/tags/platform.md>), [reduce](<https://devfeed.tech/tags/reduce.md>), [software-delivery](<https://devfeed.tech/tags/software-delivery.md>), [tools](<https://devfeed.tech/tags/tools.md>)

## AI overview

A guide to modeling the total cost of ownership of a DevOps platform, including subscriptions, CI/CD compute, AI usage, infrastructure, tools, and internal labor.

## Source excerpt

There's nothing like budget pressure to put your DevOps platform under a microscope. But subscription fees and license costs only tell one part of the story. The total cost of ownership (TCO) for a DevOps platform also includes variable costs like CI/CD compute and AI usage, along with the infrastructure, tools, and employee time required to keep software delivery moving. That wider view matters when you're tasked with defending platform spend or comparing options with a head of finance. Designing a useful TCO model can: Make those costs transparent for stakeholders Shine a light on the reasoning (or lack thereof) behind each cost Identify areas to reduce spend without negatively impacting software delivery What total cost of ownership really includes The core challenge of calculating TCO is that DevOps platforms package and price capabilities differently. For example, one platform may bundle CI/CD or AI capabilities into a per-seat subscription, while another could price usage separately. A third may appear less expensive upfront but require additional tools and ongoing integration work. That's why list prices or pricing tiers alone won't give you a useful comparison. Start with the capabilities and workloads your organization actually needs, then calculate what it takes to support them on each platform. Use the same scope and time period for every option -- often one year -- and define which teams, applications, environments, and delivery stages are included. Separate recurring costs from one-time expenses and external spend from internal labor, so finance can audit the assumptions and forecast future years. A useful TCO model, therefore, answers two questions: What does it cost to meet our requirements today? Which variables will cause that cost to rise or fall as our usage changes? The cost categories that drive your bill Most DevOps platform costs fit into the following categories: Cost categoryWhat it includesMain cost driverPlatform accessPaid seats, role-based