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Asset-Centric Data Modeling Is Even More Important in the AI Era for Industrial Operation

When it comes to industrial operations, there is one concept that remains essential—and often overlooked by modern data platforms: Asset-centric data modeling.

Jeff Tao

March 10, 2026 | Engineering

Event Frames: One of the Most Brilliant Ideas in Industrial Data — And Why They Matter Even More in the AI Era

Industrial data platforms are evolving rapidly. But sometimes the most powerful ideas are not the newest ones. Event Frames are one of those ideas.

Jeff Tao

March 5, 2026 | Engineering

Industrial Software Is Entering the Insight Era

When industrial systems truly develop decision intelligence, the conversation will no longer revolve around how much data we can see, but how many better decisions we can make.

Jeff Tao

March 4, 2026 | Engineering

The Missing Context in Modern Data Platforms

Industrial analysis is not just about looking at trends, but about reconstructing a segment of operations. This is why asset-centric modeling and event-based analysis frameworks have long-term value in industrial environments.

Jeff Tao

March 3, 2026 | Engineering

Data Compaction in TDengine TSDB

The COMPACT operation reorganizes and defragments stored data files by removing invalid or obsolete data and optimizing file structure.

Arun Arulraj

January 29, 2026 | Engineering

Free Public MQTT Data Feed: Real-Time Solar Fleet Simulation Now Available

We're excited to announce the launch of a free, public MQTT data feed that simulates a realistic California solar fleet.

Arun Arulraj

December 11, 2025 | Engineering

Modernize Your Wonderware Sites with TDengine

TDengine's new Wonderware connector overcomes the performance limitations of Wonderware Historian and centralizes data from multiple sites.

Jeff Tao

November 24, 2025 | Engineering

Understanding Industrial Data Standardization

By eliminating ambiguity and enforcing shared definitions, IDMP gives industrial teams a clean, consistent foundation for analysis, optimization, and AI-driven decision-making.

Arun Arulraj

November 19, 2025 | Engineering

Understanding Industrial Data Modeling

By modeling complex operational data into a contextual digital catalog, TDengine IDMP enables industrial enterprises to move from reactive monitoring to proactive intelligence.

Arun Arulraj

November 17, 2025 | Engineering

TDengine White Paper: AI-Native Data Platform for the Industrial IoT

TDengine unifies data collection, storage, analysis, and intelligent insight in one powerful, cost-efficient, AI-driven system.

Jeff Tao

October 28, 2025 | Engineering

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