There are several methods for picking a random winner for a Twitter giveaway. You can use online tools like Twitter Picker, Tweetdraw, or Rafflecopter, which allow you to input the URL of the giveaway tweet or search for tweets containing a specific hashtag. These tools will then randomly select a winner from the eligible entries.