Building Intelligent Data Query Systems with Amazon Bedrock Knowledge Base and Redshift
Introduction In today’s data-driven world, organizations are constantly seeking ways to make their data more accessible to non-technical users. Traditional SQL queries require specialized knowledge and can be intimidating for business users who need quick insights from their data. Amazon Bedrock Knowledge Base with Redshift integration offers a revolutionary solution that bridges this gap by enabling natural […]
Stream CDC data with Amazon Redshift streaming, Amazon MSK and Debezium Connector
Episode 3: Redshift Serverless Streaming Ingestion Introduction In the previous episodes, I covered the overall architecture design for this project and Debezium connector configuration for our CDC streaming pipeline. Now I’ll complete the series by diving deep into Amazon Redshift Serverless streaming ingestion — the final piece that enables real-time analytics on your CDC data. This episode focuses on the practical […]
Stream CDC data with Amazon Redshift streaming, Amazon MSK and Debezium Connector
Episode 2: Configuring Debezium Connector for Reliable CDC Introduction In the previous episode, I covered the overall architecture and infrastructure setup for our CDC streaming pipeline. Now I’ll dive deep into Debezium — the open-source platform that captures row-level database changes in real-time and streams them to Kafka topics through MSK Connect. This episode focuses on the […]
Stream CDC data with Amazon Redshift streaming, Amazon MSK and Debezium Connector
Episode 1: Designing the End-to-End CDC Architecture and IaC Setup Introduction In today’s data-driven landscape, organizations need real-time insights from their operational databases to make informed decisions quickly. I developed a comprehensive Change Data Capture (CDC) streaming pipeline that captures database changes from Aurora MySQL and streams them in real-time to Amazon Redshift data warehouse for analytics. This solution […]
Kiro AI IDE vs Cursor AI IDE
Pros, Cons, and Key Differences between two great AI IDEs As AI-assisted development tools continue to evolve, choosing the right IDE can significantly impact your coding productivity and workflow. After extensive hands-on testing with both Kiro AI IDE and Cursor AI IDE, I want to share my detailed comparison and insights to help you make an informed decision. […]
Deploying MCP Client/Server Architecture on AWS ECS: A Case Study
Introduction There’s been a lot of hype around MCP (Model Context Protocol) lately — and rightfully so. As more companies explore scalable architectures for tool-augmented AI applications, MCP is becoming a promising approach to bridge LLM intelligence with external tools and real-time data sources. I recently worked on deploying an MCP client/server setup on Amazon ECS, and I’d […]