Higher velocity, same bullet, more penetration...….unless the bullet blows up.

Sometimes slower bullet holds together better at closer distances. Faster bullet delivers more horsepower at all distances.

You need to understand how your bullet will perform at whatever velocity you are driving it. Pick the right one for the job.