While scatter plots are powerful, they have limitations. They can only show relationships between two variables at a time, potentially oversimplifying complex multivariate relationships. Additionally, they do not provide direct information about causality. A correlation observed in a scatter plot does not necessarily imply that one variable causes changes in another. Confounding factors may be at play, which scatter plots do not account for.