SESSION

Sponsored by: Redpanda | Streaming Data Enrichment and Analysis with Redpanda, CDC, and Python

OVERVIEW

EXPERIENCEIn Person
TYPELightning Talk
TRACKData Engineering and Streaming
INDUSTRYEnterprise Technology, Manufacturing, Financial Services
TECHNOLOGIESAI/Machine Learning
SKILL LEVELIntermediate
DURATION20 min

Learn how to utilize a streaming data platform to facilitate real-time data enrichment from monolithic databases into modern, streaming architectures. We’ll leverage Debezium for Change Data Capture (CDC) and explore the development of a Python-based service that subscribes to this data for real-time processing and applies machine learning to perform sentiment analysis. To show a practical use of how data streaming and processing pipelines work in real life, the processed sentiment data is then published on another topic, highlighting how simple this is to do now with new advancements in streaming and ML. Attendees will gain insights into the use of Debezium with Redpanda, developing Python services for ML applications on streaming data, and strategies for data aggregation and visualization. This talk is ideal for product leaders, managers, architects, and technical leads interested in adopting streaming technologies to enhance data-driven decision-making in their organizations

SESSION SPEAKERS

Bryan Wood

/Solutions Engineer
Redpanda