This paper describes an approach that illustrates how gradual pattern mining algorithms are integrated into a containerized Docker Cloud platform that implements OGC (Open Geospatial Consortium) SensorThings API (application interface). We present a practical application of the SensorThings API as a source of real-time data streams and propose an architecture that allows for extraction of gradual patterns among these data streams.