One limitation of acidic dyes is their specificity. While they are excellent for staining certain cellular components, they may not provide the level of detail needed for specific organelles or molecular structures. Additionally, the staining process can sometimes be time-consuming and may require precise control of pH and other conditions to achieve optimal results.