AL:
Aluminum oxidizes almost immediately when cleaned. If the piece is particularly oxidized I use a cleaner that is a mild acid available at any welding supply, and it really strips the metal, then weld asap.
Most pieces can simply be cleaned with a scotch brite then welded. Most of the new welders use a modified arc which produces a cleaning effect in half the ac cycle, and new material can be welded with little or no cleaning.
Glass beading or sand blasting will produce really poor results, and I don't recommend those methods.
The proper tungsten, gas,( or mix of gases), and machine settings all have effects on the quality and appearance of the welds.
Let me know what your setup is and I can give you a few guidelines.
Good luck
Phil