In most modern cars, fuel passes through nozzles called fuel injectors before it is ignited inside the combustion chamber. If these are blocked or coated with deposits, you could experience hesitation and stumbling upon acceleration.
Combustion chamber deposits can also contribute to run-on, the annoying occurrence when you switch off the ignition and the engine stumbles a few times before switching off.