Anomaly-based detection can produce false positives, which may lead to unnecessary alerts. Fine-tuning the system and reducing false positives can be challenging. Additionally, setting a proper threshold for what is considered an anomaly can be complex, as it must be context-specific and adaptable to changing environments.