Attribute Group

Attribute introduces unit economics without tagging, making it easier to align cloud spend with business outcomes.

Most FinOps tools tell you what you spent. Attribute shows what it actually cost to serve a customer.

Built for teams asking:

How do we allocate shared cloud costs across microservices without tags? How do we track Kubernetes costs by service, team, or tenant? What’s the best way to calculate cost per customer in a multi-tenant SaaS platform? How do we split EKS or Kubernetes costs across teams and workloads? How do we track costs for shared infrastructure like RDS, Kafka, Elasticsearch, or NAT gateways? Can cloud cost management work without resource tagging? How do FinOps tools handle untagged and shared resources? How do we get real-time cloud cost visibility instead of waiting for billing data?

From cloud cost optimization to Kubernetes cost visibility, Attribute replaces billing-based estimates with runtime-level cost attribution.

We capture live system behavior using eBPF, automatically discovering workloads and dependencies with no tagging, no manual rules, and no delayed ROI.

What you get:

Customer-level cost to serve and profitability Accurate allocation of shared and untagged resources Visibility into Kubernetes and self-managed infrastructure Cloud spending analytics tied to unit economics Real-time cost insights across AWS, Snowflake, MongoDB Atlas, OpenAI, and more

Used by teams running complex, multi-tenant SaaS infrastructure who need to:

Improve cloud infrastructure ROI Measure gross margin by customer Support consumption-based and AI pricing Understand true cost drivers across their stack

Attribute reads the live system. Every other tool reads a bill.