Sentiment analysis faces challenges such as language ambiguity, sarcasm, irony, and cultural context. The interpretation of sentiment can vary depending on the context and individual perspectives. Additionally, sentiment analysis algorithms may be influenced by biases present in the training data, requiring careful consideration and mitigation.