tutorial - Make your box invisible to ping

The following firewall rules will drop ICMP requests.

Iptables:
iptables -A OUTPUT -p icmp -d 0/0 -j DROP
OR drop all incomming pings:
echo 1 > /proc/sys/net/ipv4/icmp_echo_ignore_all
This is sometimes necessary to look invisible to DOS (Denial Of Service) attackers who use ping to watch your machine and launch an attack when it's pressence is detected


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source:http://linuxpoison.blogspot.com/2008/01/1357817580100.html