  We prove logarithmic convexity estimates and three balls inequalities for
discrete magnetic Schr\"odinger operators. These quantitatively connect the
discrete setting in which the unique continuation property fails and the
continuum setting in which the unique continuation property is known to hold
under suitable regularity assumptions. As a key auxiliary result which might be
of independent interest we present a Carleman estimate for these discrete
operators.
