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krishnaramadas/README.md

Krishna Ramadas

Senior Data Engineer · GCP · Snowflake · DataOps · GenAI Integration

Building AI-powered data systems that go beyond pipelines — where Data Engineering meets Intelligence.

📍 Bengaluru, India  |  📧 krishnarajivnair@gmail.com  |  LinkedIn


👤 About Me

Senior Data Engineer with 4+ years of experience architecting production-grade data pipelines, DataOps monitoring frameworks, and cloud cost optimisation solutions on GCP and Snowflake — for a Fortune 500 grocery retailer (Albertsons Companies).

  • 💰 Delivered $250K+ in annualised cost savings through Snowflake optimisation (GrokStar Award Q3 2023)
  • 📉 Reduced production incidents by ~80% via standardised DAG monitoring across 2,000+ DAGs and 1,000+ Dataflow pipelines
  • 🤖 Architected DoRRA — a GenAI-powered DataOps assistant using Gemini & Vertex AI — enabling natural-language incident querying and accelerating L1/L2 resolution
  • 🚀 Offshore Release Manager with zero rollback incidents across all Snowflake production deployments
  • 👥 Mentor to 4+ engineers | Interview Panelist | Learning Coordinator

🔨 Currently Building

Project What it is Stack
🐉 DRACO Snowflake-native DataOps + Cost Intelligence platform — AI assistant for incident response, runbook lookup, and spend visibility Snowflake Cortex, Cortex Search, Streamlit in Snowflake
🎯 CIRA GCP Cost Intelligence Response Assistant — live API-driven cost analysis with anomaly detection and month-end forecasting GCP Billing API, MCP Server, Python, Streamlit

🛠️ Core Stack

Data Engineering & Pipelines Python SQL BigQuery Snowflake Dataflow Airflow / Cloud Composer Pub/Sub Kafka dbt

Cloud Platforms Google Cloud Platform Snowflake Azure AWS

DataOps & Observability DAG Monitoring Pipeline Observability Incident Management RCA ServiceNow Protegrity

Snowflake Expertise Snowpipe Streams & Tasks SCD Type 1 & 2 Stored Procedures Cost Optimisation Query Optimisation Clustering Strategy

GenAI & ML Vertex AI Gemini LLM Integration RAG Snowflake Cortex MCP Servers Prompt Engineering

Other Power BI Flask Linux & Shell Scripting CI/CD Schema Evolution Data Governance


🧠 Skill Depth

ChatGPT Image Feb 25, 2026, 10_59_34 PM

🏅 Certifications

Certification Issuer Status
☁️ Associate Cloud Engineer Google Cloud Active (2023–2026)
🤖 Introduction to Generative AI Google Completed Mar 2024
🧠 Introduction to Large Language Models Google Completed Mar 2024
📊 Azure Data Fundamentals (DP-900) Microsoft Completed Jan 2023
❄️ Hands-On Essentials – Data Warehouse Snowflake Completed Jun 2022
❄️ Hands-On Essentials – Data Applications Snowflake Completed Jul 2022
☁️ AWS Partner Accreditations AWS Completed Apr–May 2022
📈 IBM Data Science Specialization Coursera Completed Nov 2019

🏆 Awards & Recognition

🥇 GrokStar Award Q3 2023 — Leadership and excellence in cloud cost optimisation across Fortune 500 client engagement

🎖️ Multiple client appreciations — DAG monitoring standardisation and incident reduction across 11 business domains

📌 Selected as Interview Panelist & Learning Coordinator — contributing to hiring quality and team capability development


🤝 Connect

LinkedIn Email

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    Jupyter Notebook

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    JavaScript