Swarming motility (SM) is a term that describes the rapid movement of bacteria across a surface with the assistance of their flagellar rotation. Flagellar motility has been discovered to drive transitory cell–surface interactions and overpower the electrostatic repulsive forces at these interfaces. As a result, it is necessary for bacterial self-aggregation and irreversible surface adherence, both of which are necessary for the creation of antibiotic resistance in bacteria. In bacteria such as Pseudomonas aeruginosa, Escherichia coli, and Proteus mirabilis, SM is a crucial pathogenicity factor that allows them to acquire resistance to several antibiotics. As the prevalence of antibiotic resistance has increased, researchers have begun to investigate alternate approaches to inhibiting the motility of bacteria. One such approach is the utilization of nanoparticles (NPs). Within the objectives of this work, the size-dependent impacts of nanoparticles such as copper oxide (CuO), zinc oxide (ZnO), gold nanoparticles (AuNPs) and chitosan nanoparticles (CS-NPs) on the prevention of bacterial swarming are investigated. These findings highlight the significance of nanoparticle size and concentration in the process of modifying motility in bacterial swarming. The results of this statistical analysis demonstrate that the effectiveness of nanoparticles in preventing antibiotic resistance by suppressing SM is contingent on the size of the nanoparticles and the concentration that is employed. The information that we required for the data analysis was acquired from several different research articles in this instance. Our study method included a descriptive analysis and cross-sectional study of these data. Through our inquiry, we illustrate how NPs' anti-swarming activity is affected by their size and concentration.