In this talk I will consider approximations to second order elliptic problems on non-matching grids which utilize penalty terms to impose interface continuity. This approach avoids the introduction and construction of multiplier subspaces commonly associated with mortar finite element techniques. I will present results which show that in the case of piecewise linear finite elements, the penalty formulation leads to almost optimal approximation.