FEDI is the first task-oriented document-grounded dialogue dataset for learning from demographic information, user emotions and implicit user feedback. In its current version, FEDI consists of 8,852 dialogues, divided into 1,988 feedback-free dialogues, including 326 test dialogues, and 6,864 feedback dialogues (1,716 in four versions, each with one feedback scneario less per dialogue).