Data Historian

Seeing Throughput, Blend Quality, and Margin Together in Refinery Operations

Refinery performance does not live in one screen. Throughput, blend quality, and site economics move together, and operations teams need a way to see them together if they want to respond earlier and operate more consistently.

Jim Fan

March 19, 2026 | Data Historian

From Data Archive to TSDB: Why the Industrial Data Foundation Must Be Rebuilt

For decades, the Data Archive has been the core component of industrial data historians. However, when viewed through the lens of industrial internet, IoT, and AI, the assumptions behind Data Archive no longer hold.

Jeff Tao

March 19, 2026 | AI-Native Industrial Data Foundation, Data Historian