Tag

scalable data systems

Data Contracts: Because 'Figure It Out Later' Isn't a Strategy

Aaron Wise

Data contracts ensure alignment between data producers and consumers by defining schema, quality, and change expectations.

Data Architectures Unboxed: From Kappa to Lakehouse – Finding Your Perfect Fit

Aaron Wise

Kappa streamlines real-time data, Lambda combines batch and speed, Data Mesh empowers domains, and Lakehouse unifies data types.

Data Engineering vs. ML Engineering: Bridging the Data-to-Insight Divide

Aaron Wise

Data engineers build reliable data pipelines while ML engineers deploy models, but both must collaborate closely to bridge the data-to-insight divide.

Timeless Design: Architecting Scalable Time Series Data for Real-Time Insights

Aaron Wise

Time series architectures need time-based partitioning, materialized aggregates, and TSDBs or columnar stores for scalability and real-time performance.