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Muhammad Umair Ashraf

I’m a Cloud & Data Engineer specializing in building scalable ETL/ELL pipelines, real‑time streaming architectures, and cloud‑native analytics solutions. Leveraging AWS, Azure, etc

Location Karachi, Pakistan Joined Joined on  Personal website https://github.com/omayrq
Build Enterprise RAG on AWS with Managed Knowledge Bases, Smart Parsing, and Agentic Retrieval

Build Enterprise RAG on AWS with Managed Knowledge Bases, Smart Parsing, and Agentic Retrieval

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8 min read

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Build an Agentic AI Workflow on AWS: Generative AI for Production Automation

Build an Agentic AI Workflow on AWS: Generative AI for Production Automation

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7 min read
Amazon Aurora PostgreSQL: Query Remote Data Without Building an ETL Pipeline

Amazon Aurora PostgreSQL: Query Remote Data Without Building an ETL Pipeline

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5 min read
DuckDB on AWS: Build a Data Validation Pipeline with Amazon S3

DuckDB on AWS: Build a Data Validation Pipeline with Amazon S3

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5 min read
Docker on AWS: How to Optimize, Scale, and Reduce Application Costs 🚀

Docker on AWS: How to Optimize, Scale, and Reduce Application Costs 🚀

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5 min read
Building a Secure AWS VPC with EC2: A Hands-On Networking Lab

Building a Secure AWS VPC with EC2: A Hands-On Networking Lab

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6 min read
Building CloudPilot: An AI-Powered AWS Cost and Deployment Copilot 🚀

Building CloudPilot: An AI-Powered AWS Cost and Deployment Copilot 🚀

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5 min read
Designing a Simulation-First Safety Gate for Strands Robots

Designing a Simulation-First Safety Gate for Strands Robots

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3 min read
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