Correlation is not the same thing as causation. But don’t tell that to health reporters. I hardly recall seeing a single headline reporting on observational data getting this fundamental thing right.
For example: Does red meat shorten your life?
I still recommend the Science for Smart People lecture for a funny way to learn about this. Over 65,000 people have already seen it on YouTube.