3-4 markups can become 30-40%
Fewer middlemen
A normal chain from quarry to final buyer can have 3 or 4 people adding margin. If each layer adds around 10%, that can turn into 30-40% before the stone reaches you. With John, the chain is shorter: mostly John and you.
