An increasing number of bacterial pathogens are acquiring resistance to the commonly used antibiotics. This has spurred a global threat leading to a resistance era and has penetrated the consciousness of the common people and the clinicians alike. The delay in discovering new antibiotics has exacerbated the resistance problem, forcing researchers to focus on unconventional antimicrobial therapeutics that differ from conventional antibiotics. Alternative therapies have emerged in recent years, including antimicrobial peptides, phage therapy, efflux pump inhibitors, antibodies, and immunomodulatory agents, which have produced impressive results in both laboratory and in clinical trials. Additionally, ultra-narrow-spectrum therapeutics such as CRISPR-Cas system and peptide nucleic acids aided in the development of sequence-specific antimicrobials. Moreover, combinatorial therapies that combine these new approaches have been efficient enough to get approval for clinical use and have accelerated the discovery of novel combination approaches that enhance the performance of already in-use antibiotics. In this review, we provide an overview of these approaches along with studies that focus on the uncharted microbial territories that have been able to deliver some of the important new antibiotics of recent times. It is hoped that the information gathered in this article will provide an update on the current antibiotic resistance threat and encourage profound research.