When you want to lift it up vertically, then the force that you need is exactly the same as the weight.
But when you push or pull it forward on a surface, you need a different force.
Push a golf ball on the table: you need very small force, much less than it’s weight. Suck the same golf ball through a garden hose: you need much more force.
You want to look up “coefficient of friction” in your books.