A prevailing philosophy around here, if there is a single one, is that speakers are where the rubber hits the road. There are more differences in sound quality among different speakers than among all other audio components.
This makes sense if you consider that devices (transducers) which convert mechanical energy into electrical energy, and the reverse, transducers which convert electrical energy into mechanical, are the steps in audio playback where the most losses in accuracy and energy occur.
Speakers convert electrical energy into mechanical energy. In older days, turntable pick ups converted mechanical energy into electrical energy. Digital storage has largely eliminated pick ups as source of possible trouble.
Amplifiers, preamps, etc., are electrical devices, not transducers. Their distortion is measured in fractions of a percent, roughly 0.1% to 1%. Speaker distortion is measured in the range of 1% to 10%.
Amplifiers do matter in that they must provide enough power to drive the speakers without audibly distorting or going into clipping.