Sensor-based observing systems face a number of significant challenges in design and operations, including heterogeneity of instrumentation and complexity of data stream processing. These systems incorporate instruments from across the spectrum of complexity, from temperature sensors to acoustic Doppler current profilers, to streaming video cameras. They typically require integration of instruments from various vendors and R&D labs. Managing these instruments and their data streams is a serious challenge.