UMH Classic uses TimescaleDB as the time-series historian for storing and querying manufacturing data
TimescaleDB integrates with Apache Kafka for high-throughput data ingestion. The Kafka Connect TimescaleDB sink connector streams events directly into hypertables, enabling real-time analytics on streaming data.
TimescaleDB integrates natively with Grafana through the PostgreSQL data source. Grafana can query hypertables directly using standard SQL, visualize time-series metrics, and leverage continuous aggregates for fast dashboard rendering.