The full power of TDengine, now free forever for up to 5,000 tags.

Explore More

TDengine Industrial Use Cases

Explore real-life use cases across manufacturing, energy, utilities and other industries. See how TDengine connects equipment data with process context and built-in Al to help teams compare production batches, detect anomalies, investigate root causes and improve operational performance.

Each use case explains the challenge, the data and analysis involved, and how the findings support decisions about product quality, equipment reliability, resource consumption and safety.

See How Industrial Data and AI Help Solve Real Operational Problems

Environmental

Wastewater Treatment: Tracing Effluent Exceedances to Root Causes

Explore Use Case

Environmental

Environmental Monitoring: Tracing Wastewater and Emissions Exceedances

Explore Use Case

Manufacturing

Aluminum Processing: Tracing Final Inspection Failures to Process Causes

Explore Use Case

Manufacturing

Special Steel Production: Detecting Segregation and Cracking Risk

Explore Use Case

Manufacturing

Specialty Paper Lines: Detecting Quality and Web-Break Risk

Explore Use Case

Manufacturing

Servo System Testing: Tracing EHA Defects Across Test Data

Explore Use Case

Manufacturing

CNC Machining: Detecting Equipment Degradation Before Downtime

Explore Use Case

Renewables

Onshore Wind Farms: Diagnosing Turbine Deviation and Power Loss

Explore Use Case

Renewables

Battery Manufacturing: Tracing Cell Quality and Safety Risks

Explore Use Case

Utility

Urban Gas Safety: Tracing Leaks Before Shutdowns

Explore Use Case

Manufacturing

Cement Production: Detecting Clinker Quality and Kiln-Line Risks Earlier

Explore Use Case

Renewables

Solar PV Operations: Detecting Power Loss Before Alarms Sound

Explore Use Case

Renewables

Battery Energy Storage: Detecting Cell Risks Before Shutdowns and Capacity Loss

Explore Use Case

Utility

Fire Protection Monitoring: Tracing Alarm Causes Before Risks Spread

Explore Use Case

Utility

Water Utilities: Detecting Leaks and Water Quality Risks Earlier

Explore Use Case

Power Grid

How Utilities Use Grid Data to Detect Faults Earlier

Explore Use Case

Mining

Longwall Mining: Detecting Safety Risks Before They Spread

Explore Use Case

Renewables

Renewable Energy Control: Managing Output Gaps and Dispatch Risk

Explore Use Case

Oil & Gas

Oilfield Production: Tracing Anomalies from Wellhead to Transfer Station

Explore Use Case

Oil & Gas

Chemical Production: Preventing Reactor Issues from Becoming Shutdowns

Explore Use Case

Explore these use cases in TDengine

First-time activation: Choose the use case you want to explore on the Sample Data screen. Once the data has loaded, you can start exploring.

Already activated: Open Management Console, select Sample Data, wait for the data to load, and start exploring.

Apply TDengine to Your Use Case

Have a similar operational challenge? Talk with our team about applying TDengine to your use case.