To spot fake websites for Amazon and Flipkart, especially during sales events like Big Billion Days and Great Indian Sale, check for irregularities in domain names, ensure the site uses HTTPS, and verify that functions like shopping carts and links work properly. Additionally, be cautious of OTP fraud on Amazon and avoid sharing personal details.