A fire in a non-fire resistant conveyor belt may present a severe risk with a long-lasting fire with higher heat release rates. What impact would influencing parameters have on a conveyor belt fire and what would design fire scenarios with conveyor belts look like? An ignition model was set up, and data from conducted fire experiments were used to numerically investigate the impact of influencing parameters and presenting design fire scenarios. All scenarios indicated a fire starting with a fast growing acceleration phase, transitioning to a steady-state phase. The steady-state phase occurred as the buoyancy force of the fire increased, decreasing the flame tilt angle. With an increasing ignition source, the heat release rate during the latter part of the acceleration phase was found to increase as well. A decreasing belt width resulted in an increased flame spread velocity. A decreasing belt thickness had no effect on the flame spread velocity but instead led to a lower heat release rate. With decreasing conveyor drift dimensions, the flame length increased, resulting in a slower flame spread rate and lower heat release rate. If flame deflection occurred, a fire behaviour resulted where the flames along the roof led to higher flame radiation levels at longer distances from the fire, increasing flame spread velocity and heat release rate. Developed design fire scenarios could improve the fire safety in conveyor drifts and the safety for the personnel underground.