A coordinated component interface control framework may deterministically reproduce behavior of a data processing pipeline. The framework may include a controller that controls input to, output from, and/or execution of a component of the pipeline. The framework may also tune performance of the pipeline and/or enable parallel processing of the pipeline, even across different machines, while preserving the ability to deterministically reproduce behavior of the pipeline.