In essence there are always four possible interpretations of any apparent correlation. The first is that the correlation is not causal at all. The second is that A causes B. The third is that B causes A. The fourth is that A and B are both caused by another variable, C. It’s helpful to go through all such possibilities before concluding that any one causal pattern is true.