We calculate the ground-state properties of unpolarized two-dimensional attractive fermions in the range from few to many particles. Using first-principles lattice Monte Carlo methods, we determine the ground-state energy, Tan's contact, momentum distribution, and single-particle correlation function. We investigate those properties for systems of N = 4, 8, ..., 40 particles and for a wide range of attractive couplings. As the attractive coupling is increased, the thermodynamic limit is reached at progressively lower N due to the dominance of the two-body sector. At large momenta k, the momentum distribution displays the expected k −4 behavior, but its onset shifts from k ≃ 1.8k F at weak coupling towards higher k at strong coupling.