Archive for December, 2024

API Enrichment in Event Processing

Monday, December 2nd, 2024

Creating an Apache Flink job using IBM Event Processing that identifies customer retention opportunities

This is a demo of IBM Event Processing that I gave today. The focus was meant to be how API Enrichment (enriching a stream of events with reference data from external sources) can inform the processing of your Flink job, but it ended up being a useful example of filtering and transforming, too.


narrated demo at youtu.be/mzlQZBVg6HA

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Using Kafka Streams for a Kafka Event Projection

Monday, December 2nd, 2024

In this post, I’ll walk through a sample implementation of Kafka Streams to maintain an Event Projection. I’ll use this to illustrate when this is a suitable approach to use.

I’ve written similar Event Projection posts about sample implementations that use an in-memory lookup table, and a PostgreSQL database.

The objective for this demo

I introduced the pattern of Event Projections in Comparing approaches to maintaining an Event Projection from Kafka topics.

I also explained the scenario that I’ve been using for each of my Event Projections demos. If you haven’t seen my other posts, it may help to go back and see the scenario detail and motivation first.

In short, I’m showing how to maintain a projection of two Kafka topics (one based on the event key, the other based on an attribute in the event payload). And I’m showing how an application could make an HTTP/REST call to retrieve the data from the most recent event that matches some query.

At a high-level, the goal for this demo is to:

  • use Kafka Streams to maintain a projection of the Kafka topics
  • provide an HTTP/REST API for querying the projection

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