Device Association Service detects an endpoint discovery failure when it cannot identify or connect to a device during pairing. This may occur due to network issues, disabled services, outdated drivers, or blocked communication ports. Restarting services, updating drivers, and ensuring proper network connectivity can help resolve the problem and restore device communication.