Do my chats/conversations get deleted when I exit Teams?

No.  In Teams, your conversations are persistent for up to 30 days.  One a personal chat reaches 30 days old, it will get permanently deleted.  This only applies to one to one and one to many (group) chats.   It does not apply to chats with team channels.  There is not retention policy for those chats.

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