Remove Apache Kafka Remove Cloud Data Remove ETL
article thumbnail

Big Data – Lambda or Kappa Architecture?

Data Science Blog

This architectural concept relies on event streaming as the core element of data delivery. In practical implementation, the Kappa architecture is commonly deployed using Apache Kafka or Kafka-based tools. Applications can directly read from and write to Kafka or an alternative message queue tool.

Big Data 130
article thumbnail

The Evolution of Customer Data Modeling: From Static Profiles to Dynamic Customer 360

phData

Technologies like Apache Kafka, often used in modern CDPs, use log-based approaches to stream customer events between systems in real-time. If the event log is your customer’s diary, think of persistent staging as their scrapbook – a place where raw customer data is collected, organized, and kept for future reference.