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Encountering the "Address already in use" error in Linux indicates a port conflict where another application is using a desired port. Resolve this by identifying the conflicting process using commands like `lsof`, `netstat`, or `ss`. Options to manage the issue include terminating the process, changing your application's port, or using dynamic port allocation. Prevent future conflicts with good documentation and dynamic service discovery.