AWS Machine Learning Blog

Category: HAQM Managed Streaming for Apache Kafka (HAQM MSK)

solution overview

Stream ingest data from Kafka to HAQM Bedrock Knowledge Bases using custom connectors

For this post, we implement a RAG architecture with HAQM Bedrock Knowledge Bases using a custom connector and topics built with HAQM Managed Streaming for Apache Kafka (HAQM MSK) for a user who may be interested to understand stock price trends.

Use streaming ingestion with HAQM SageMaker Feature Store and HAQM MSK to make ML-backed decisions in near-real time

August 30, 2023: HAQM Kinesis Data Analytics has been renamed to HAQM Managed Service for Apache Flink. Read the announcement in the AWS News Blog and learn more. Businesses are increasingly using machine learning (ML) to make near-real-time decisions, such as placing an ad, assigning a driver, recommending a product, or even dynamically pricing products […]