FinOps Hub — Autonomous FinOps Analyst
Ask your cloud-cost data a question in plain English. FinOps Hub turns it into validated SQL over a Databricks warehouse and returns a summary, charts, and the exact steps it ran.
Building cloud, AI, and data systems while figuring out how they actually work.
// HOW I'M GROWING
Where I started, what I'm building now, what I'm deliberately learning next, and where this is going — a progression through harder systems, not a five-year plan. Click any stage.
An agent that turns plain-English cloud-cost questions into validated SQL over Databricks. The problem I'm chasing: let anyone interrogate spend without writing SQL.
Provisioning Azure and AWS from Terraform — hub-spoke networks, private endpoints, everything reproducible from code.
A bronze–silver–gold Databricks warehouse feeding cost attribution, anomaly detection, and reporting.
// SELECTED WORK
A few projects I've built. Each write-up covers the problem, how it was built, and the result.
Ask your cloud-cost data a question in plain English. FinOps Hub turns it into validated SQL over a Databricks warehouse and returns a summary, charts, and the exact steps it ran.
// ARCHITECTURE
How my projects are designed underneath, from the network up to the model serving layer.
// STACK
Four areas I work across. Cloud carries delivery, delivery moves data, and data feeds the AI on top of it.
// HOW I WORK
I want to know how a system behaves underneath before I trust it, so I dig until the black boxes aren't black anymore. Most of my projects start as that one question.
I learn a thing by building it, breaking it, and fixing it. Implementation over theory, every time — tutorials never taught me as much as a system falling over did.
I provision with Terraform, ship through CI/CD, and keep it observable, so the next person can read it and build on it instead of guessing how it runs.
// TECHNICAL WRITING
Deep dives and labs on the systems I build, written as I go.
// CREDENTIALS
A computer science degree, and the certifications I'm working toward as the cloud and AI work grows.
// EXPERIENCE
Celebal Technologies
Building FinOps Hub, a natural-language FinOps analyst on Azure and Databricks. It includes a hybrid template and LLM SQL engine, a FastAPI and Next.js streaming interface, a bronze-silver-gold warehouse, and an AWS observability MCP server, provisioned with Terraform and Azure DevOps.
Encodency Pvt Ltd
Built backend services and software, working across teams on application development and deployment, with version control, debugging, testing, and delivery as part of the routine.
// CONTACT
I'm open to AI and cloud engineering roles, and to interesting systems work. Email is the fastest way to reach me.