: Providing value to the ultimate consumers of the data.
For practitioners seeking a digital copy or an executive summary, evaluating the core concepts of this text provides actionable insight into the data engineering lifecycle. Understanding the Data Engineering Lifecycle Fundamentals of Data Engineering by Joe Reis PDF
Ingestion is the process of moving data from its source into a storage layer. The authors detail the trade-offs between various ingestion patterns: : Providing value to the ultimate consumers of the data
: Cleaning, structuring, and changing data formats to make it usable for analytics. focusing on reliability and usability.
: Understanding how source systems (like databases, IoT devices, or APIs) create data.
Data engineers must treat data as a product, focusing on reliability and usability.