Building an AI Agent That Responds to Real-Time Events with AWS Bedrock, Kinesis, DynamoDB, and S3
Most recommendation systems are batch jobs. They crunch last night's data, write a recommendations...
Jun 28, 20266 min read1 reactions0 comments
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Jun 17, 2026Kinesis Data Firehose Is Not a Silver Bullet: How Undocumented Partition Key Limits Broke Our Real-Time Analytics Pipeline
Our real-time data pipeline was failing due to mysterious throughput limits. The culprit? A...
Jun 17, 20264 min read0 reactions0 comments
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May 18, 2026Kinesis Data Firehose Is Burning Our Budget: One Setting Changed Everything
Kinesis Data Firehose promises efficient data processing, but a single misconfigured setting can lead...
May 18, 20264 min read2 reactions0 comments
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Apr 29, 2026Building a Real-Time IoT Telemetry Pipeline with Kinesis, Lambda, and DynamoDB
Every telecoms network has thousands of physical devices — routers, base stations, environmental...
Apr 29, 20264 min read1 reactions0 comments
Scaling Amazon Kinesis and AWS Lambda
Introduction Amazon Kinesis Data Streams (provisioned mode) and AWS Lambda are commonly...
Jan 31, 20264 min read0 reactions0 comments
AWS Kinesis: What It Is and Why It Exists
You're building something. Maybe it's a web app. Maybe it's an analytics dashboard. Maybe it's just...
Jan 20, 20266 min read0 reactions0 comments
From AWS Kinesis to Apache Kafka: Building a Real-Time Streaming Bridge
Introduction: In one of my recent projects, I needed to replicate data from an AWS Kinesis...
Nov 27, 20257 min read1 reactions0 comments
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Oct 13, 2025Building a Simple Event-Driven Microservices System with Apache Kafka
After spending some time working with Amazon Kinesis, I wanted to explore how Apache Kafka compares...
Oct 13, 20252 min read2 reactions0 comments
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Jun 24, 2025DynamoDB Streams with more than 24 hour retention
That was kind of a misleading title, but I wanted to get your attention. The truth is that DynamoDB...
Jun 24, 20254 min read2 reactions0 comments
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Jan 2, 2025Explaining Transaction Count as Important Constraint for adding additional AWS Kinesis Consumers
USECASE The aim of this page📝 is to explain the significance of monitoring CloudWatch...
Jan 2, 20251 min read0 reactions0 comments
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Dec 27, 2024Understanding AWS Lambda Event Source Mapping
Attending AWS re:Invent is always a highlight for me, and this year’s session, SVS407-R:...
Dec 27, 20244 min read0 reactions0 comments
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Sep 15, 2024Execute Lambda triggered by DB record updates
What architecture would you use if you wanted to synchronize data across multiple...
Sep 15, 20243 min read3 reactions0 comments