Math is overrated. Nobody really needs math; if you find yourself needing some math you're probably reinventing some kind of wheel. Same with algorithms.
How do you deal with huge data: you just do. There are tools for that, and you apply those and perhaps make new tools yourself, but math and algorithms tend to never enter the equation.