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Hi, I'm Rahul Vats

I build

Cloud & AI Infrastructure Engineer with 12+ years building enterprise-scale Azure platforms, Kubernetes orchestration, Terraform-based IaC, and CI/CD automation — now focused on deploying LLM applications and agentic AI workloads.

Rahul Vats

About Me

Who I Am

With over 12 years of experience, I contribute to insightsoftware as an Engineer, leveraging expertise in automation, AI agents, and container orchestration. My role focuses on developing innovative solutions to streamline workflows and improve operational efficiency.

Prior to joining insightsoftware in 2023, I held roles in system integration and technical support, gaining extensive experience in cloud services, hosting, domain management, and related technologies. My goal is to deliver scalable, AI-driven automation solutions that contribute to organizational success and operational excellence.

Rahul Vats
12+
Years Experience
50+
Projects Delivered
8+
Certifications

Languages

English Hindi

Tech Stack

Python AWS Docker Kubernetes TensorFlow Django Node.js Terraform AI Agents MongoDB Algorithms Automation

Skills & Abilities

Python Python
TensorFlow TensorFlow
AWS AWS
Docker Docker
Kubernetes Kubernetes
Django Django
Node.js Node.js
JavaScript JavaScript
React React
MongoDB MongoDB
MySQL MySQL
Cloud Cloud
Algorithms Algorithms
Automation Automation

Work Experience

Jul 2023 — Apr 2026 · 2 yrs 10 mos

Senior Cloud & DevOps Engineer

insightsoftware

Remote

  • Led cloud infrastructure operations for enterprise SaaS on Azure; built CI/CD automation with Terraform, Python, and Azure DevOps/Jenkins/GitLab
  • Ran Docker/AKS deployments, observability (Azure Monitor, Datadog), IAM/RBAC security practices, and DR planning
Apr 2019 — Mar 2023 · 4 yrs

Cloud Operations & Data Engineer

RateGain

Noida

  • Automated deployment pipelines reducing release cycles from days to hours
  • Managed cloud infrastructure and system analysis for enterprise operations
Mar 2016 — Mar 2019 · 3 yrs 1 mo

System Integration Specialist

Net4 India Ltd

Delhi Area, India

  • Provided support for hosting, domain, email, Exchange, O365, and Linux/Cloud servers
  • Integrated monitoring tools across infrastructure for unified observability
May 2014 — Mar 2016 · 1 yr 11 mos

Technical Support Specialist

Wipro

Noida, Uttar Pradesh

  • Provided L2/L3 technical support for enterprise clients
  • Built automation scripts to streamline repetitive ticket resolution

Featured Projects

LLM Classification Finetuning

LLM Classification Finetuning

Fine-tuning large language models for text classification tasks — Kaggle LLM classification competitions.

Python TensorFlow Pandas AWS
View on GitHub
Cloud Migration Automation

Market Monitor

Real-time Nifty 50 & Sensex monitor with RSI/MACD/EMA trading signals via Upstox API.

Python Terraform Docker AWS
View on GitHub
Automated Trading Bot

AutoProcure-AI

Autonomous web agent that automates procurement — searches supplier sites, fills RFQs, and collects quotes in real time.

Python QuantLib REST API MongoDB
View on GitHub
Python Financial Analysis

Python Financial Analysis

8

Financial data analysis toolkit with stock price prediction, trading algorithms, and Sharpe ratio analysis using Python.

Python Pandas Scikit-Learn Matplotlib
View on GitHub
Python Ollama LLM Agents

LLM Agents & RAG with Ollama

5

Local LLM agents using Llama3 and Ollama with RAG pipelines, generative AI experiments, and deep reinforcement learning.

Python Llama3 LangChain RAG
View on GitHub
RAG LLM Application

RAG-LLM Application

2

Retrieval-Augmented Generation app integrating OpenAI and Ollama to fetch relevant documents and generate coherent, informative outputs.

Python OpenAI Ollama RAG
View on GitHub

Open Source

Blog Posts

Latest from X

Rahul Vats
Rahul Vats
@rahulx

Building AI agents that actually work in production is a different game than demos. The gap between "cool prototype" and "reliable system" is where the real engineering happens. #AIAgents #MLOps

Feb 12, 2026 View on X
Rahul Vats
Rahul Vats
@rahulx

Just migrated a legacy monitoring stack to Kubernetes. Went from 15-minute deploy cycles to under 2 minutes. The key was getting the health checks right from day one. #Kubernetes #DevOps

Feb 8, 2026 View on X
Rahul Vats
Rahul Vats
@rahulx

RAG is not just "throw documents into a vector DB." Chunking strategy, embedding model choice, and retrieval ranking matter more than most tutorials let on. #RAG #LLM

Feb 3, 2026 View on X
Rahul Vats
Rahul Vats
@rahulx

Terraform + AWS + a good tagging strategy = infrastructure you can actually reason about 6 months later. Future you will thank present you. #Terraform #AWS

Jan 28, 2026 View on X

Education & Certifications

2010 — 2014

Bachelor of Science, Mathematics

CCS University

Certifications

AZ-900 Certificate Certified

Microsoft Azure Fundamentals (AZ-900)

Microsoft

Azure AI Certificate Oct 2024

Fundamentals of Azure AI Services

Microsoft

PMP Certificate Oct 2024

Professional Certificate in Project Management

Udemy

CompTIA Certificate Aug 2023

CompTIA Cloud Essentials+

OpenSesame

Completed

Intro to Deep Learning

Online Certification

DataCamp ML Certificate May 2020

ML with Tree-Based Models in Python

DataCamp

Completed

Build Local LLM Applications using Python and Ollama

Online Certification

Completed

Cloud Computing: Deployment Administration

Online Certification