Yeah, the solvent polarity can make a difference, a very polar solvent might move all the compunds in the spot and not show any separation.
Two solvent systems are usually good for controlling how polar the solvent is, for instance, if one uses a solvent like ethanol, and the spots don't separate then you can decrease the polarity by adding something less polar (though it has to be able to mix with the ethanol!).
Sometimes it take a while before the you find the right solvent system.