What are common pitfalls in interpreting causal relationships in observational data?

Instruction: Identify and explain at least two common issues that can lead to incorrect causal inferences when analyzing observational data.

Context: This question tests the candidate's awareness of the challenges and limitations inherent in observational studies, and their ability to critically evaluate causal claims based on such data.