A discretization scheme provided by noncommutative field theory is further developed. In the representation chosen, the radial coordinate is rendered discrete, allowing to put fields on a lattice in a natural way. Noncommutativity is traded for a precise and controlable type of nonlocality. Implementing the procedure for fermions avoids the (in)famous doubling problem of usual lattice field theories.