A method of fabricating a polishing pad using an additive manufacturing system includes depositing a first set successive layers by droplet ejection to form a. Depositing the successive layers includes dispensing a polishing pad precursor to first regions corresponding to partitions of the polishing pad and dispensing a sacrificial material to second regions corresponding to grooves of the polishing pad. Removing the sacrificial material provides the polishing pad with a polishing surface that has the partitions separated by the grooves.