Practical articles on AI, Data Engineering, Metadata-Driven Development, Snowflake, Enterprise Architecture, and Modern Data Platforms.
Real-world engineering lessons, technical deep dives, and implementation guides by Amit Singh · 11 articles published
Showing 2 articles tagged #data products
Banks already know how to capture changes at the transaction level. But what happens when a downstream system needs to know that a customer's risk score moved from 42 to 67 - not which five transactions caused it? That is the architectural gap CDF on Materialized Views is designed to close.
Source-to-Target Mappings sit at the center of every data pipeline, yet they are treated as throwaway documents. Here is why that needs to change - and what becomes possible when it does.