Apache Kafka Cloud Data ETL 
Data Science Blog
JUNE 27, 2023
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.
phData
SEPTEMBER 27, 2024
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.
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