Siemens Energy has standardized its predictive maintenance operations on InfluxDB, a time series database by InfluxData. The global energy leader uses InfluxDB to optimize data collection and analysis across its energy storage operations, allowing it to gather high-frequency, high-resolution sensor data in real-time for advanced monitoring and control systems. Siemens Energy's adoption of commercial InfluxDB has enabled the company to scale its data operations significantly, managing 700 high-volume write requests and 800 real-time queries per minute across research and development labs and production cells.