The operational oceanographic system at the Swedish Meteorological and Hydrological Institute delivers daily forecasts on both hydrographic and ecological conditions for the Baltic Sea region. The modelling system is modular and contains blocks for atmosphere, ocean, wind waves, sea ice and ecology. To take full advantage of today's computer capacity, the system is built to run on machines with both distributed and shared memory.