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.

[Muhammad Umair Ashraf @M_UmairAshraf]

Cloud migration isn’t just about moving servers — it’s about making smarter decisions. ☁️🤖

💬 What would you trust an AI agent to handle in your cloud migration journey?

#AWS #AWSTransform #CloudMigration #AIAgents #CloudComputing #AWSCommunity

[Muhammad Umair Ashraf @M_UmairAshraf]

🚀 What’s new in Microsoft Fabric?

💬 Which Microsoft Fabric feature are you most excited about? I’d love to hear your thoughts and experiences!

#MicrosoftFabric #MicrosoftAzure #DataEngineering #DataAnalytics #PowerBI #AI #Microsoft #DataScience

[Muhammad Umair Ashraf @M_UmairAshraf]

☁️ Data is everywhere, but making it useful is the real challenge.

💬 What’s your biggest data challenge: integration, governance, or data quality?

#AWS #DataFabric #DataEngineering #CloudComputing #DataAnalytics #GenerativeAI #AWSCommunity

[Muhammad Umair Ashraf @M_UmairAshraf]

Building a Data Fabric on AWS: Connect Your Data, Strengthen Governance, and Power AI by Muhammad Umair Ashraf https://t.co/luXpKkOHVF

[Muhammad Umair Ashraf @M_UmairAshraf]

write an article on
AWS PyTorch
for aws builder center by Muhammad Umair Ashraf https://t.co/hPHpaDm2sX

[Muhammad Umair Ashraf @M_UmairAshraf]

AWS AI Agent Migration Planning: Build a Smarter AWS Migration Roadmap with AWS Transform by Muhammad Umair Ashraf https://t.co/IJZQoLeFFS

[Muhammad Umair Ashraf @M_UmairAshraf]

🚀 What happens when you combine PyTorch with AWS?

You can go from training a deep learning model to building a scalable machine learning workflow in the cloud.

What would you build with PyTorch on AWS?

#AWS #PyTorch #MachineLearning #DeepLearning #AmazonSageMaker #MLOps

[Muhammad Umair Ashraf @M_UmairAshraf]

PyTorch on AWS: Build, Train, and Deploy a Machine Learning Model by Muhammad Umair Ashraf https://t.co/93MzyiRI9R

[Muhammad Umair Ashraf @M_UmairAshraf]

AWS Lambda Web Functions: Run Your Web Application Without Managing Servers by Muhammad Umair Ashraf https://t.co/l7tE6pYq1s

[Muhammad Umair Ashraf @M_UmairAshraf]

Real-time data is useful. Making it ready for analytics without managing a complex pipeline is even better. 🚀

I explored how Amazon Kinesis Data Streams + Apache Iceberg + Amazon S3 Tables can turn streaming events into queryable open tables.

#AWS #AmazonKinesis #ApacheIceberg

[Muhammad Umair Ashraf @M_UmairAshraf]

AWS Kinesis Data Streams to Iceberg Tables: Real-Time Data Lands in Open Tables by Muhammad Umair Ashraf https://t.co/9Frn33A2wf

[Muhammad Umair Ashraf @M_UmairAshraf]

AI agents need more than file access: they need context. 🤖

That’s what makes Amazon S3 Annotations interesting.

Small metadata improvements can make a big difference in how we build AI applications on AWS. 🚀

#AWS #AmazonS3 #AI #GenerativeAI #CloudComputing #DevOps

[Muhammad Umair Ashraf @M_UmairAshraf]

Amazon S3 Annotations: Give AI Agents the Context They Need to Find and Understand Data by Muhammad Umair Ashraf https://t.co/0zn5GSAZP4

[Muhammad Umair Ashraf @M_UmairAshraf]

AWS Context: Building Governed Knowledge Graphs for Smarter AI Agents by Muhammad Umair Ashraf https://t.co/GSV5ite0dS

[Muhammad Umair Ashraf @M_UmairAshraf]

Redshift in the Agent Toolkit: Build, Query, and Troubleshoot with AI Coding Agents by Muhammad Umair Ashraf https://t.co/9RN8w8SM1T

[Muhammad Umair Ashraf @M_UmairAshraf]

Amazon Bedrock Managed Knowledge Base: Native Connectors, Smart Parsing, and Agentic Retrieval for Enterprise RAG by Muhammad Umair Ashraf https://t.co/KcnhSnz7VO

[Muhammad Umair Ashraf @M_UmairAshraf]

Core Generative AI Services on AWS: Build an Agentic AI Workflow for Production Automation by Muhammad Umair Ashraf https://t.co/7dINkJuyNs

[Muhammad Umair Ashraf @M_UmairAshraf]

Amazon Aurora PostgreSQL: Query Data Across Databases Without Building an ETL Pipeline by Muhammad Umair Ashraf https://t.co/xAmURIt1XL

[Muhammad Umair Ashraf @M_UmairAshraf]

DuckDB on AWS: Build a Lightweight Data Validation Pipeline with S3 by Muhammad Umair Ashraf https://t.co/nsfthlSoBO

[Muhammad Umair Ashraf @M_UmairAshraf]

Docker on AWS: How to Optimize, Scale, and Reduce Application Costs by Muhammad Umair Ashraf https://t.co/n9XWVm3BGS