In flat design, certain color combinations can lead to visual clutter or difficulty in conveying meaning. It's important to avoid clashing colors, excessive use of gradients, and overly bright or neon shades. A well-balanced color scheme enhances usability and aesthetics. Popular color theory principles like complementarity and contrast can guide designers in selecting appropriate colors for flat design.