Granulomatous rosacea and sarcoidosis are both conditions that involve the formation of granulomas, but they are distinct diseases. Granulomatous rosacea primarily affects the skin, while sarcoidosis is a systemic disease that can involve multiple organs. Distinguishing between the two is crucial for proper management.