Scientists classify bacteria using criteria such as shape, cell wall structure, metabolic characteristics, and genetic analysis. Methods like the Gram stain help distinguish between types of bacteria, while modern DNA sequencing allows for detailed genetic classification. These classifications aid in understanding bacteria's roles in ecosystems and their impact on health. ;