The primary structural component of bacterial cell walls is peptidoglycan. This polymer consists of sugars and amino acids, providing support and shape to bacteria. The composition of the cell wall is critical for classifying bacteria into gram-positive or gram-negative based on their staining characteristics and sensitivity to antibiotics.