Yes there are big differences.
The short answer is don't use bottled water.
The long answer is that the chemistry is bottled water is intended for drinking, not supporting aquatic life. Hardness, PH, dissolved minerals, trace elements are different in each region, once you start using bottled water, you should continue using the same bottled water, even the brand makes a difference. Also any type of bottled water other than "Natural Spring Water" is bad, don't use it period. Distilled water for instance will kill your fish by leaching all the minerals out of the fish and into the water. Mineral water has minerals added to it for human consumption, I have no idea what this would do to fish, but it's not better than tap. Some people use reverse osmosis water for lowering hardness, but other than that, don't bother.