vLLM Scale-to-Zero on GKE: KEDA Meets Datadog
Monitoring and scaling a vLLM stack on Google Kubernetes Engine with Datadog, using a custom proxy for synchronous scale-to-zero.
Blog
Thoughts on Data Engineering, Cloud Architecture, and AI Development.
From DataZone to SageMaker Unified Studio: A Cataloging Evolution
A high-level overview of the transition from Amazon DataZone to SageMaker Unified Studio, exploring the structural changes and migration impact.
AWS MCP Server as Widgets
Connecting a generative UI host to the real AWS MCP Server: CORS proxying, OAuth 2.1 sign-in, and live AWS data rendered as widgets.
Scaling vLLM to Zero with KEDA on GKE
A deep dive into reducing idle costs by scaling a vLLM GPU node to zero using KEDA and its HTTP add-on in GKE.
SageMaker Unified Studio Cross-Account and Cross-Region Data Sharing
Deep dive into project creation with the Lakehouse Database blueprint across accounts and regions from a single SageMaker Unified Studio domain.
MCP Apps: When the AI Chat Ships Its Own UI
Exploring how AI chats generate dynamic user interfaces using MCP Apps and the BYOK model.
From DataZone to SageMaker Unified Studio: Datalakehouse Blueprint Evolution
Deep dive into the DataLakehouse Blueprint differences between DataZone and SageMaker Unified Studio (SMUS) and how to reproduce the v1 layout.
Deploying an Enterprise vLLM Stack on GKE
A practical guide to deploying and serving open-weight models on Google Kubernetes Engine using vLLM for agentic coding workflows.
SageMaker Unified Studio Projects
A deep dive into the architecture and lifecycle of projects in SageMaker Unified Studio.
WebMCP: The Invisible Layer for AI Agents
A deep dive into the Model Context Protocol (MCP) and building WebMCP tools for AI agents.
From Amazon DataZone to SageMaker Unified Studio: A Strategic Guide to Blueprints
A deep dive into AWS-managed and custom blueprints in SageMaker Unified Studio.
Obsidian Power Setup: Git & AI
How to securely sync your Obsidian vault with Git and integrate AI features via Copilot for a powerful second brain.
Hello World — This Blog is Live
Welcome to my blog about Data Engineering, Cloud Architecture, and AI Development.