In the development of stochastic integration and theory semimartingales, Markov processes have been a constant source inspiration. Despite this historical interweaving, it turned out that semimartingales should be considered ‘natural’ class for many concepts first developed in Markovian framework. As an example, differential equations invented as tool to study but nowadays are treated separatel...