Full-Stack Software Engineer

Hi, I'm Marcelo Villarreal

Where data science meets software development, and innovation is born. Welcome to my portfolio.

About

Me

Turning data into actionable insights and building innovative, scalable web solutions.

I'm a Staff Engineer specializing in full-stack product development and cloud-based data systems. I build production web applications, customer-facing workflows, backend services, and the data pipelines behind them.

View Resume

My Experience

I've worked in various companies, leveraging my expertise to drive innovation and deliver results. My experience spans multiple technical domains, primarily in developing and optimizing python pipelines (ML models, data analytics tools, etc.), and designing and implementing full stack web applications.

ClimateAi

Feb 2026 - Present

Staff Engineer

Leading development of ClimateAi's weather intelligence platform, spanning customer-facing workflows and AWS pipelines for data ingestion and model training.

ClimateAi

Mar 2025 - Feb 2026

Data Scientist L3

Drove 0-1 full-stack development of customer-facing features, from interface design through backend integration and deployment.

ClimateAi

Feb 2024 - Mar 2025

Data Scientist L2

Developed statistical and machine learning models for crop-yield forecasting and productionized them for use in climate-risk applications.

ClimateAi

Jun 2023 - Feb 2024

Junior Data Scientist

Developed physics-based crop-yield forecasting models and integrated them into agricultural planning tools.

Dropin

Jul 2022 - Jun 2023

Full-Stack Developer

Built and maintained full-stack components, including an API for automated delivery-guide generation and an AWS Lambda route optimizer built on Google's Distance Matrix API to reduce costs and transit times.

My

Projects

Explore personal projects outside my professional career.

Monofile

An AI-powered markdown editor and cloud filesystem built for humans and agents alike, with a full agent-facing API and MCP server.

Yeyar

A real estate platform that allows users to browse live projects and interact with developers to find out about the latest investment opportunities.

Rapidwork

An AI-powered platform to supercharge your workflow. Users can create designs, flow diagrams, notes, interact with PDFs, and more, all in one place.

ExpoEasy

Streamline and automate logistics and maritime export operations.

My

Skills

If I had to condense my skills into a few buckets, this is what they would look like.

(1)

Full-Stack Web & Mobile

From interface to database — Next.js and Expo apps backed by typed APIs and Postgres schemas, built as monorepos with shared packages so one feature ships to web, mobile, and desktop from a single codebase.

(2)

Data & ML Engineering

Terabyte-scale weather and geospatial pipelines — source ingest through Zarr aggregation, debiasing, and QA into a Spark and Iceberg lakehouse, orchestrated with Airflow and AWS Batch — plus the crop-yield forecasting and downscaling models that run on top of them.

(3)

Agentic Engineering

Building for agents as first-class users — MCP servers and permission-scoped tool APIs, the context and skills that make a codebase legible to them, and multi-agent workflows that fan out triage, review, and documentation in parallel.

Contact Me

Have a question or want to work together? Send me a message using the form.

Email: contact@cloudportfol.io