A significant limitation is that correlation does not imply causation. Just because two variables are correlated does not mean one causes the other. Confounding variables can create a spurious correlation. For instance, an observed correlation between ice cream sales and drowning incidents does not mean ice cream consumption causes drowning. Instead, a confounding variable like hot weather might explain both.
