The allure of rapid YouTube popularity is undeniably compelling, leading many creators to consider purchasing real likes. However, the question remains: are these bought positive reactions truly worth the expense? While a sudden surge in likes might initially boost a video's visibility and attract attention, platforms like YouTube are persistently