I usually buy gallons. I've noticed that different bottles of the same brand can taste different. As mentioned above, the plastic bottles can affect the taste, especially the longer it is in stock before being sold. Also waters with natural minerals will likely vary in taste as mineral levels ebb and flow (pun intended
)
Best bottled water I remember
ever came from a Louisiana artesian source back when the distributers still delivered glass jugs for water coolers.