Unit Economics & Cost-Per-Feature Dashboards

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Tenant Cost Allocation Engine

Built an allocation pipeline on AWS Cost & Usage Reports and Kubecost that maps every compute hour, storage byte, and network transfer to the originating tenant using a combination of resource tags, Kubernetes namespace labels, and application-level telemetry. The pipeline refreshes hourly via dbt models in Redshift.

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Feature-Level Attribution

Instrumented each product feature (AI inference, real-time sync, batch reporting, file storage) with OpenTelemetry cost dimensions. Cloud spend is attributed to features through weighted allocation based on actual resource consumption, giving product managers a live cost-of-goods-sold view per capability.

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Margin & Pricing Dashboards

Deployed Grafana dashboards showing gross margin by customer segment, pricing tier, and individual tenant. Finance uses the daily margin heatmap to flag accounts trending below target, while product uses feature-cost trends to prioritize architecture optimizations that protect margins.

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Automated Optimization Alerts

Created automated anomaly detection on per-tenant and per-feature cost series. When a tenant's cost exceeds its revenue-weighted threshold or a feature's unit cost spikes, Slack alerts fire with root-cause context and suggested rightsizing actions, enabling engineering to act within hours.

What are unit economics dashboards in cloud computing?

Unit economics dashboards connect cloud infrastructure costs to business metrics like cost-per-tenant, cost-per-feature, and cost-per-transaction. They give product and finance teams a clear view of gross margins by customer segment, enabling data-driven pricing and architecture decisions.

How does cost-per-feature analysis work?

Cost-per-feature analysis attributes cloud spend to individual product features using a combination of resource tagging, Kubernetes labels, and usage telemetry. Compute, storage, network, and third-party API costs are mapped to features so teams can see the true cost of running each capability.

Why is tenant-level cost visibility important for SaaS companies?

Tenant-level cost visibility reveals which customers are profitable and which consume more resources than their contract covers. This insight lets SaaS companies adjust pricing tiers, implement fair-use policies, and identify architecture improvements that protect margins at scale.

How do FinOps dashboards help reduce cloud waste?

FinOps dashboards surface idle resources, over-provisioned instances, and orphaned storage that traditional monitoring misses. By showing cost trends alongside utilization in real time, they empower engineering teams to right-size workloads and make cost-aware decisions daily.