This paper describes a software architecture model that integrates temporal gradual pattern (GP) mining algorithms into a Cloud platform which implements OGC (Open Geospatial Consortium) SensorThings API (application interface). We build the model on top of the SensorThings API in order to exploit the data streams it generates for extraction of temporal GPs.