San Francisco, CA  ·  Software Engineer Open to new roles
Meghna
Nag

Backend systems, cloud integrations, and data pipelines built to scale.

JavaPythonAWSKafka
Meghna Nag
About

Backend systems, AWS integrations, and data-heavy applications.

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Work

Production APIs, distributed systems, and ML-backed data products.

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About

Background

I build backend systems that move data reliably, scale under load, and simplify complex workflows.

My background spans AWS AppFlow, insurance platforms, and distributed systems, connecting messy data pipelines to production APIs that hold up under real load.

Languages
JavaPythonGoTypeScriptSQLScalaBash
Backend & APIs
Spring BootFastAPIgRPCRESTKafkaRabbitMQJPA
Cloud & Infra
AWS AppFlowAWS GlueS3LambdaGCPKubernetesDocker
Data & ML
PostgreSQLRedisSparkPyTorchAirflowMLflowSHAP

Work

Experience
Jan 2022 — May 2024
Persistent Systems
AWS AppFlow & Glue
Software Engineer
  • Built the AppFlow Connector SDK, cutting per-integration dev time by 66%
  • Built the ingestion framework behind 79 SaaS integrations, handling up to 100GB per flow into S3
  • Built the AWS Glue ETL framework with schema evolution, replacing one-off custom pipelines
  • Mentored 7 engineers; delivery velocity up 50% in 3 months
Dec 2016 — Dec 2021
Tata Consultancy Services
Solidarity Insurance / New India Assurance
Software Engineer
  • Dashboards went from 3 minutes to under 10 seconds using materialized views, stored procedures, and optimized SQL
  • Built async pipeline that generates 7 policy documents in under 10s using CompletableFuture
  • Automated premium recalculation, cutting manual errors by 50%
  • Migrated legacy EJB app to microservices (Spring MVC + AngularJS) with CI/CD

Projects

Selected Work
Distributed Systems
ElectroHub
An e-commerce marketplace built to scale. Consistent hashing for database sharding, Kafka for event streaming, Redis for rate limiting and real-time chat, RabbitMQ for async notifications, all running on Kubernetes.
PythonFastAPIKafkaRedisPostgreSQLKubernetes
Deep Learning · Healthcare
FetalVisionAI
0.000
AUROC · 77% sensitivity
Screens for congenital heart defects using ultrasound images and clinical data together. Cross-attention fusion, Focal Loss, Platt scaling. Deployed with drift monitoring and auto-retraining.
PyTorchGogRPCAirflowMLflow
Geospatial · Risk
Secure Routes — FIFA 2026
A route safety dashboard for the 2026 World Cup. Pulls from crime, border crossing, and migration datasets. Shows risk-adjusted routes on an interactive map.
PythonPostGISGeoPandasFlaskLeaflet.js
Explainable AI
Interview Performance Predictor
0.0×
Better accuracy than GPT-2
Predicts interview performance using MLP and Random Forest. SHAP + LLM reasoning explains every prediction in plain language, not just a score.
PythonScikit-learnSHAPMLPRandom Forest

Awards

Recognition
On The Spot Award
TCS · Nov 2019
On The Spot Award
TCS Gems
Best Team Award
TCS · Jan 2020
Best Team Award
TCS Gems
TCS Payroll
TCS · iTalent-Payroll
Certificate of Appreciation
Agile L1 Adoption
TCS HR Connect
TCS · HR Connect
Certificate of Appreciation
HR Product Suite Revamp
Persistent Bravo Team
Persistent · Jun 2022
Bravo Team Award
AWS Cloud Platform
High Five Individual
Persistent · Sep 2022
High Five — Individual
Amit Kalekar
High Five Team
Persistent · Dec 2023
High Five — Team
Java & AWS
Ministry of Defence
Ministry of Defence · 2010
Academic Excellence
84% in WBBSE Class X
Android Dev
KnowledgeLab / IIT Kgp · 2015
Android App Development
Grade O
JEE 7
Globsyn Skills / NSDC · 2015
Information Technology — JEE 7
NSDC
DSA
Oriens Infotech · 2013
Data Structures Training
Kolkata Centre
DBMS
Oriens Infotech · 2014
Database Management Systems
Kolkata Centre
C Language
Oriens Infotech
C Language Training
Kolkata Centre
Coding Comp
Megatronix Paridhi · 2013
Coding — Setu Bandhan
Annual Tech Fest · MSIT
X-C-Cute
Megatronix Paridhi · 2013
Coding — X-C-Cute Beta
Annual Tech Fest · MSIT
Tycoons 2013
Career Launcher · 2013
Tycoons — Youth Leadership Hunt
India's Greatest Youth Leadership Hunt

Education

Academic
MS in Data Science
University of Colorado Boulder
Aug 2024 — May 2026
Courses: Data Structures, Datacenter Scale Computing, Machine Learning, Deep Learning
B.Tech in Information Technology
West Bengal University of Technology
Aug 2012 — Jul 2016
Courses: Data Structures, Operating Systems, Database Systems, Pattern Recognition
Let's work
together.

Looking for backend, distributed systems or data engineering roles.