Possible Clues:

• Sight-unseen purchase
• Risky purchase
• Risky purchase, metaphorically
• Blind purchase
• Item purchased without proper assessment of value
• Sight-unseen buy
• Unseen purchase
• Possibly foolish purchase
• With Popigke you don't know what you're getting