A ground state path integral quantum Monte Carlo algorithm is introduced that allows for the simulation of lattice bosons at zero temperature. The method is successfully benchmarked against the one dimensional Bose-Hubbard model through comparison with the potential and kinetic energy computed via exact diagonalization. After successful validation, an estimator is introduced to measure the Rényi entanglement entropy between spatial subregions which is explored across the phase diagram of the one dimensional Bose-Hubbard model for systems consisting of up to L = 256 sites at unit-filling, far beyond the reach of exact diagonalization. The favorable scaling of the algorithm is demonstrated through a further measurement of the Rényi entanglement entropy at the two dimensional superfluidinsulator critical point for large system sizes, confirming the existence of the expected entanglement boundary law in the ground state. The Rényi estimator is extended to measure the symmetry resolved entanglement that is operationally accessible as a resource.