Hi, I'm Sathiyamurthy.

I am a Staff Data Engineer and systems architect. I specialize in designing and scaling distributed data systems (using Spark and Kafka), engineering robust pipeline orchestration frameworks (Airflow), running self-hosted local infrastructure (Homelabs & Home Automation), and building next-gen generative AI applications (RAG & AI Agents).

Looking for a Staff Data Engineer?

I am open to new senior/staff leadership roles. Let's discuss how I can help solve your scaling challenges.

Knowledge Hubs

Data Engineering

Distributed data systems, optimization strategies, and architecture patterns. Hands-on guides for Apache Spark, Kafka streaming, and Apache Airflow dynamic pipelines.

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Generative AI

Deep dives into production LLM implementations. Developing autonomous AI Agents, implementing advanced RAG systems, and designing vector search retrieval loops.

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Homelab & Automation

Self-hosting and automation guides. Setting up highly available K3s clusters on Proxmox VE, smart home automation with Home Assistant, and writing DevOps automations.

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Recent Articles

GenAIFrom RAG to Agentic Workflows: Building Autonomous LLM Data Assistants

A guide to building agentic Retrieval-Augmented Generation (RAG) pipelines that can autonomously execute queries, retrieve context, and reason over databases.

Data EngineeringDesigning Dynamic, Scalable Airflow DAGs at Enterprise Scale

How to avoid writing duplicate pipeline code by auto-generating Airflow DAGs from YAML configurations and database metadata.

Data EngineeringEvent-Driven Data Architectures: Production Kafka Patterns & Schema Evolution

Mastering real-time streaming architectures with Apache Kafka, from partition design to managing schemas using Avro and Confluent Schema Registry.