Cloud Cost and LLM FinOps Guides
In-depth, practical guides for reducing cloud and AI model costs. Written by engineers for engineers.
Cloptima CLI Getting Started
Install via Homebrew or Docker, authenticate with PAT, and run your first cloud cost queries in minutes.
Read guideCloptima CLI for CI/CD
Use CLOPTIMA_ACCESS_TOKEN, JSON output, and pipeline checks to enforce cost guardrails before deployments.
Read guideCloptima CLI MCP Setup
Connect Claude Desktop, Cursor, and Cline to Cloptima through local MCP stdio with cloptima mcp serve.
Read guideKubernetes Cost Optimization
Complete guide to reducing K8s costs: namespace allocation, rightsizing, spot instances, autoscaling, and monitoring strategies.
Read guideAWS Cost Optimization
Master AWS cost management: reserved instances, savings plans, S3 tiering, EC2 rightsizing, and automated waste detection.
Read guideBigQuery Cost Optimization
How AI can auto-optimize your BigQuery queries. Common expensive patterns, partitioning strategies, and query refactoring techniques.
Read guideAI-Native FinOps
Why traditional FinOps tools are falling behind. How MCP servers, AI agents, PR cost impact, and query optimization are reshaping cloud cost management.
Read guideCloud Cost Management
Build a cloud cost management practice from scratch: tagging strategy, showback, chargeback, budgeting, and the FinOps framework.
Read guideFinOps Best Practices
Proven FinOps practices: team structure, KPIs, unit economics, maturity model, and building a culture of cost optimization.
Read guideSnowflake Cost Optimization
Reduce Snowflake costs with warehouse sizing, query optimization, auto-suspend settings, and resource monitor strategies.
Read guideMulti-Cloud Cost Management
Managing costs across AWS, GCP, and Azure: unified billing, cross-cloud comparison, migration cost analysis, and governance.
Read guideOpenAI-Compatible AI Gateway for FinOps
How to adopt an OpenAI-compatible gateway for model governance, cost attribution, and budget controls without a large application rewrite.
Read guideConnect OpenAI Usage to Cloptima
Route OpenAI-compatible traffic through Cloptima for model access control, spend attribution, and budget enforcement.
Read guideConnect Anthropic Usage to Cloptima
Track and govern Anthropic usage with team attribution, model policies, and AI FinOps reporting in Cloptima.
Read guideConnect Gemini and Vertex AI Usage to Cloptima
Bring Gemini and Vertex AI spend into Cloptima for model analytics, budget controls, and cloud cost context.
Read guideConnect Amazon Bedrock Usage to Cloptima
Track and govern Amazon Bedrock model spend with Cloptima's AI FinOps and cloud ownership views.
Read guideLLM FinOps for Vercel AI SDK Apps
Add model spend attribution and gateway governance to Vercel AI SDK applications.
Read guideLangChain LLM Cost Tracking
Track LangChain model calls, chains, tool usage, retries, and agent runs in Cloptima.
Read guideLlamaIndex LLM Cost Tracking
Attribute LlamaIndex retrieval, indexing, embedding, and generation costs to apps, teams, and customer workflows.
Read guideOpenTelemetry GenAI LLM Cost Tracking
Use OpenTelemetry GenAI attributes to bring direct provider calls into Cloptima's LLM spend analytics.
Read guideLLM Provider Billing Reconciliation
Build a practical workflow for matching LLM usage records, pricing assumptions, provider credits, and billing exports.
Read guideMigrate From LiteLLM Reporting to Cloptima AI FinOps
Use Cloptima when your gateway needs finance-grade attribution, provider bill matching workflows, and cloud cost context.
Read guideUse Cloptima With Portkey
Pair Portkey-style gateway operations with Cloptima's AI FinOps control plane for attribution, budgets, and reconciliation workflows.
Read guideUse Cloptima With Helicone
Extend LLM observability with Cloptima's AI FinOps reporting, chargeback, budget controls, and provider bill matching workflows.
Read guidePut These Guides Into Practice
Cloptima automates the cost optimization strategies in these guides.