Poly(ADP-ribose) polymerase (PARP) is a nuclear enzyme that plays a critical role in the repair of single-strand DNA damage via the base excision repair pathway. PARP inhibitors have substantial single-agent antitumor activity by inducing synthetic lethality. They have also emerged as promising anticancer targeted therapies, especially in tumors harboring deleterious germline or somatic breast cancer susceptibility gene (BRCA) mutations. PARP inhibition produces single-strand DNA breaks, which may be repaired by homologous recombination, a process partially dependent on BRCA1 and BRCA2. The PARP inhibitors olaparib, veliparib, talazoparib, niraparib, and rucaparib have predominantly been studied in patients with breast or ovarian cancers associated with deleterious germline mutations in BRCA1 and BRCA2. Ongoing clinical trials are evaluating the role of PARP inhibitors alone and in combination with other therapies, including selective inhibitors against key targets involved in the DNA damage response. In this review we summarize the use of PARP inhibitors in various tumor types, as well as possible approaches for overcoming resistance to PARP inhibitors.