Markovian and non-Markovian models are presented to model the futures market price formation. We show that the waiting-time and the survival probabilities have a significant impact on the price dynamics. This study tests analytical solutions and present numerical results for the probability density function of the continuoustime random walk using tick-by-tick quotes prices for the DAX 30 index futures.