Slave labor in the roman empire was not as cheap as one would think. Garrett Ryan goes into this in his latest videos, "Were the Romans close to an Industrial Revolution?"

https://www.youtube.com/watch?v=5uqPlOAH85o

https://www.youtube.com/watch?v=E5HDQUuI6_E