While correlations can provide valuable insights, they do not imply causation. For example, a correlation between a high-fat diet and breast cancer does not mean that the diet causes the cancer; other underlying factors might be at play. Moreover, correlation studies often rely on observational data, which can be influenced by various biases and confounding factors.