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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

ProjectWhat it isStack
🐉 DRACOSnowflake-native DataOps + Cost Intelligence platform — AI assistant for incident response, runbook lookup, and spend visibilitySnowflake Cortex, Cortex Search, Streamlit in Snowflake
🎯 CIRAGCP Cost Intelligence Response Assistant — live API-driven cost analysis with anomaly detection and month-end forecastingGCP Billing API, MCP Server, Python, Streamlit

🛠️ Core Stack

Data Engineering & PipelinesPythonSQLBigQuerySnowflakeDataflowAirflow / Cloud ComposerPub/SubKafkadbt

Cloud PlatformsGoogle Cloud PlatformSnowflakeAzureAWS

DataOps & ObservabilityDAG MonitoringPipeline ObservabilityIncident ManagementRCAServiceNowProtegrity

Snowflake ExpertiseSnowpipeStreams & TasksSCD Type 1 & 2Stored ProceduresCost OptimisationQuery OptimisationClustering Strategy

GenAI & MLVertex AIGeminiLLM IntegrationRAGSnowflake CortexMCP ServersPrompt Engineering

OtherPower BIFlaskLinux & Shell ScriptingCI/CDSchema EvolutionData Governance


🧠 Skill Depth

ChatGPT Image Feb 25, 2026, 10_59_34 PM

🏅 Certifications

CertificationIssuerStatus
☁️ Associate Cloud EngineerGoogle CloudActive (2023–2026)
🤖 Introduction to Generative AIGoogleCompleted Mar 2024
🧠 Introduction to Large Language ModelsGoogleCompleted Mar 2024
📊 Azure Data Fundamentals (DP-900)MicrosoftCompleted Jan 2023
❄️ Hands-On Essentials – Data WarehouseSnowflakeCompleted Jun 2022
❄️ Hands-On Essentials – Data ApplicationsSnowflakeCompleted Jul 2022
☁️ AWS Partner AccreditationsAWSCompleted Apr–May 2022
📈 IBM Data Science SpecializationCourseraCompleted 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

LinkedInEmail

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  1. CIRACIRAPublic

  2. DRACODRACOPublic

  3. IITM_Capstone_ProjectIITM_Capstone_ProjectPublic

    Jupyter Notebook

  4. ExamForgeExamForgePublic

    JavaScript