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oechenique/README.md

Masterhead

Senior Data Engineer building data infrastructure and ML systems that hold up in production — pipelines, lakehouses, and the occasional geospatial detour.

About

6+ years building production data infrastructure, now specializing in deploying ML systems at scale. I design the pipelines first — then the models that run on them.

What I bring:

  • ☁️ Data Infrastructure at Scale: AWS (Glue, Athena, S3, SageMaker) and Azure (Data Factory, Synapse) pipelines processing multi-country healthcare, energy, and pharma data — from raw ingestion to production-ready layers, including PySpark jobs at daily scale
  • 🚀 ML in Production: Not just notebooks — taking models (XGBoost, recommendation engines, fraud detection) from prototype to deployed, monitored systems
  • 🤖 Agentic AI & LLM Tooling: Hands-on with Bedrock, Strands SDK, and Claude Code in daily engineering work — building agents that query, analyze, and act on real data
  • 📊 Geospatial & Advanced Analytics: A background in physical oceanography and hydrography feeds directly into geospatial ML work (H3, PostGIS) that most data engineers can't touch
  • 🎓 Teaching Data Engineering & GIS at UNTREF and GeoDojo

Stack

Python SQL AWS Glue/PySpark Athena SageMaker Bedrock Databricks Terraform Azure ADF/Synapse BigQuery PostGIS H3 XGBoost PyTorch

Let's Connect

LinkedIn Portfolio GitHub Twitter GeoAnalytics Site Buy Me a Coffee


Made with 🗺️ & 💻 by Gastón Echenique

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  1. databricks-medallion-terraform databricks-medallion-terraform Public

    Medallion pipeline con Terraform - Databricks Free Edition

    Python 1 2

  2. asesor-turismo-databricks asesor-turismo-databricks Public

    Pipeline Medallion multi-fuente (clima, tipo de cambio, contexto cultural, imágenes, distancia) + agente conversacional con MCP Server + frontend mapa/chat. Infra en Azure con Terraform. Continuaci…

    Python

  3. streaming-satelites-databricks streaming-satelites-databricks Public

    Pipeline de streaming en tiempo real (posiciones de satélites vía SGP4) sobre Azure/Databricks con Event Hubs

    Python

  4. lakebase-multiformat-databricks lakebase-multiformat-databricks Public

    Ingesta de 5 formatos (XML, CSV/Excel/Parquet, JSON, geoespacial, embeddings) a Databricks Lakebase (OLTP), con sync en vivo a Unity Catalog vía Lakehouse Federation

    Python

  5. pokedex-agent-databricks pokedex-agent-databricks Public

    Plataforma de datos Pokémon en Databricks (Terraform + Medallion) con un agente Claude que consulta Gold vía MCP — sin inventar un solo stat

    Python

  6. 30DayMapChallenge 30DayMapChallenge Public

    🗺️ 一日一地図 (One day, one map) | Python-powered geospatial visualizations | #30DayMapChallenge 2024 🌏

    Jupyter Notebook