We introduce monoidal streams: a generalization of synchronous stream processes to monoidal categories. Monoidal streams over a symmetric monoidal category form a feedback monoidal category. In the same way that classical streams provide semantics to dataflow programming with pure functions; monoidal streams provide semantics to dataflow programming where theories of processes are represented by a symmetric monoidal category. As an example, we study a stochastic dataflow language.