LABINTERMEDIATE

Cost Tracking Dashboard

Implement token usage tracking, cost attribution, and create a Grafana dashboard for LLM spend visibility.

45 minutes
ai-infrastructure/cost-optimization
Cost Tracking Dashboard - Platform Engineering Hands-On Lab Icon

Lab Overview

This hands-on lab teaches you to build cost tracking for LLM applications.

You'll learn to:

  • Track token usage per request
  • Calculate costs based on provider pricing
  • Attribute costs to teams and applications
  • Export metrics to Prometheus
  • Create Grafana dashboards for cost visibility

Prerequisites

prometheus-basics

grafana-basics

kubernetes-basics

Technologies Covered

llmprometheusgrafanacost-managementmetrics

Part of a Course

This lab is part of the LLM Integration and API Patterns course

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Content & Learning

  • Access to all courses and bootcamps
  • Video lessons with closed captions
  • Interactive quizzes and assessments
  • Course completion certificates

Hands-On Labs

  • Browser-based cloud labs
  • Pre-configured VMs ready to use
  • Playgrounds for experiments
  • Multi-VM realistic scenarios

AWS Integration

  • Managed AWS Account included
  • Pre-configured environments
  • Real-world cloud scenarios

Support & Community

  • Priority support
  • Active community forum

No Setup Required

  • Everything runs in your browser
  • No software installation needed
  • Automatic environment provisioning
  • Works on any device

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