How IP Addresses and Domain Names Get Blacklisted

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It is always worrisome for business if domain name or server IP address gets blacklisted and sometimes the reason behind those blacklisting remains unknown to us.  
So what can be the root cause that this Domain name/IP gets blacklisted?

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