Numerous case studies have shown that nanoparticles (NPs) can help address raw material challenges in biomedical as well as healthcare‐related fields. The NPs derived from metal as well as metal oxide have exhibited remarkable therapeutic potential in clinical research. The strategies for nanomaterials interaction with cells can be employed to demonstrate their significance as well as enhance their optimistic potential in the health as well as medical domain. There have been numerous scientific initiatives to discuss antibiotic resistance as well as the antibacterial properties of metal‐based NPs. Regardless of such advancements; there is still a need to investigate their achievement to address current challenges in this field. Thus, this review looks into the contributions of various types of nanoparticles, as well as potential biological and biomedical applications. According to recent advancements as well as applications, metal oxide, and metal‐based NPs are predicted to play a significant part in the healthcare system. The opportunities, as well as challenges for NP commercial advancement, are linked to improving production with optimized scenarios.