Risk: High

Starting an Amazon Private Label side hustle can be risky for beginners, especially those who can't afford to lose money. Potential losses include money invested in product inventory, time spent researching and marketing, energy dedicated to managing the business, and confidence if the venture doesn't succeed. Beginners have indeed spent money on inventory without seeing returns, and startup costs like product sourcing, branding, and marketing may not pay off if not executed effectively. Online discussions often mention failures and financial losses associated with this business model.