Resume — Venu Madhav Sambarapu

Senior Data, AI Systems & Full-Stack Engineer · Hyderabad, India · 4+ Years IT Experience (+11 Years Academic)

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Role Alignment & Core Qualifications

AI / GenAI / LLM Engineer

Stateful multi-actor workflows with LangGraph (MemorySaver checkpointers), Vertex AI Gemini function calling, 768d pgvector dense retrieval (<18ms), local Ollama extraction, and in-memory BM25 RAG with prompt injection guardrails.

Python Backend Engineer

Asynchronous Python 3.12 & FastAPI microservices, SQLAlchemy 2.0, Pydantic v2, PostgreSQL 16, Celery + Redis distributed task queues, REST APIs, and Server-Sent Events (SSE).

Full-Stack Developer

Production web platforms built with Next.js 16 (App Router), React 18/19, TypeScript 5, Astro, Tailwind CSS, TanStack Query, and Node.js native crypto.scrypt authentication.

Senior Data & Cloud SRE Engineer

Multi-warehouse OLAP benchmarking & FinOps across Snowflake, BigQuery, Redshift Serverless, Databricks SQL, ClickHouse, and DuckDB (sqlglot AST CI), automated ETL/ELT pipelines, Pandera validation, and modular Terraform IaC on GCP Cloud Run.

Experience & Flagship Systems Summary

Senior Data Engineer · Factly Media and Research (Dec 2021 – Present · Hyderabad, IN)
Architecting full-stack data products, applied AI/LLM systems (LangChain, LangGraph, RAG, pgvector), automated Python ETL pipelines, and validation suites powering the Dataful public datasets platform.
Flagship Production Portfolio
HireCraft (Next.js 16, React 19, FastAPI, pgvector 768d, 96.4% ATS parse rate) · Cloud Data Warehouse & OLAP Benchmarking Suite (Snowflake, BigQuery, Redshift Serverless, Databricks SQL, ClickHouse, DuckDB, sqlglot) · GCP Autonomous SRE Copilot (Vertex AI, Cloud Run, Pub/Sub, Terraform) · DatasetRadar (FastAPI, React, Celery, Redis, Ollama, pgvector) · LangGraph Playground Monorepo (Stateful Multi-Actor Agents & SQL Guardrails).
Education & Prior Academic Tenure
PG Certification in Data Science (IIIT Bangalore & upGrad, 90%) · M.Tech in Digital Electronics & Communication Systems · Assistant Professor (Aug 2010 – Nov 2021, 11+ Years).

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