It couldn't be stored and reused after the project because that process would introduce contaminants that would reduce the oil's insulative properties.
This oil impregnates the paper insulation around each conductor to create a highly insulative layer that prevents arcs from forming, even with the conductors sitting mere inches apart from one another and the surrounding steel pipe.