Who pays interchange fees?

Could you elaborate on the topic of interchange fees and specifically, who typically bears the responsibility of paying them? Are these fees primarily the responsibility of the merchant or the cardholder? Are there any exceptions or scenarios where the fee responsibility shifts? It would be helpful to understand the underlying mechanics of interchange fees and how they are typically allocated in various transaction scenarios.