Create iptables firewall that will be used to control incoming and outgoing traffic.

Create iptables firewall that will allow already established connections, incoming ssh on eth0 interface, outgoing icmp, ntp, dns, ssh, http and https.

# Flush INPUT/OUTPUT/FORWARD chains
iptables -F INPUT
iptables -F OUTPUT
iptables -F FORWARD

# Drop invalid packets
iptables -A INPUT -m conntrack --ctstate INVALID -j DROP

# Accept everything on loopback
iptables -A INPUT  -i lo -j ACCEPT
iptables -A OUTPUT -o lo -j ACCEPT

# Accept incoming packets for established connections
iptables -A INPUT -m conntrack --ctstate ESTABLISHED,RELATED -j ACCEPT

# Accept incoming ICMP
iptables -A INPUT -p icmp -j ACCEPT

# Pass incoming SSH
iptables -A INPUT -i eth0 -p tcp --dport 22 -j ACCEPT

# Accept outgoing packets for established connections
iptables -A OUTPUT -m conntrack --ctstate ESTABLISHED,RELATED -j ACCEPT

# Accept outgoing DNS
iptables -A OUTPUT -p tcp --dport 53 -j ACCEPT
iptables -A OUTPUT -p udp --dport 53 -j ACCEPT

# Accept outgoing NTP
iptables -A OUTPUT -p tcp --dport 123 -j ACCEPT
iptables -A OUTPUT -p udp --dport 123 -j ACCEPT

# Accept outgoing HTTP/S
iptables -A OUTPUT -p tcp --dport 80  -j ACCEPT
iptables -A OUTPUT -p tcp --dport 443 -j ACCEPT

# Accept outgoing SSH
iptables -A OUTPUT -p tcp --dport 22  -j ACCEPT

# Accept outgoing ICMP
iptables -A OUTPUT -p icmp -j ACCEPT

# Drop everything else
iptables -P INPUT   DROP
iptables -P FORWARD DROP
iptables -P OUTPUT  DROP

List all firewall rules to verify that executed commands are applied as desired.

$ sudo iptables -L -v -n
Chain INPUT (policy DROP 268 packets, 14820 bytes)
 pkts bytes target     prot opt in     out     source               destination         
    0     0 DROP       all  --  *      *       0.0.0.0/0            0.0.0.0/0            ctstate INVALID
    0     0 ACCEPT     all  --  lo     *       0.0.0.0/0            0.0.0.0/0           
  620  102K ACCEPT     all  --  *      *       0.0.0.0/0            0.0.0.0/0            ctstate RELATED,ESTABLISHED
    0     0 ACCEPT     icmp --  *      *       0.0.0.0/0            0.0.0.0/0           
    0     0 ACCEPT     tcp  --  eth0   *       0.0.0.0/0            0.0.0.0/0            tcp dpt:22

Chain FORWARD (policy DROP 0 packets, 0 bytes)
 pkts bytes target     prot opt in     out     source               destination         

Chain OUTPUT (policy DROP 0 packets, 0 bytes)
 pkts bytes target     prot opt in     out     source               destination         
    0     0 ACCEPT     all  --  *      lo      0.0.0.0/0            0.0.0.0/0           
  534  154K ACCEPT     all  --  *      *       0.0.0.0/0            0.0.0.0/0            ctstate RELATED,ESTABLISHED
    0     0 ACCEPT     tcp  --  *      *       0.0.0.0/0            0.0.0.0/0            tcp dpt:53
    6   400 ACCEPT     udp  --  *      *       0.0.0.0/0            0.0.0.0/0            udp dpt:53
    0     0 ACCEPT     tcp  --  *      *       0.0.0.0/0            0.0.0.0/0            tcp dpt:123
    2   152 ACCEPT     udp  --  *      *       0.0.0.0/0            0.0.0.0/0            udp dpt:123
    2   120 ACCEPT     tcp  --  *      *       0.0.0.0/0            0.0.0.0/0            tcp dpt:80
    0     0 ACCEPT     tcp  --  *      *       0.0.0.0/0            0.0.0.0/0            tcp dpt:443
    0     0 ACCEPT     tcp  --  *      *       0.0.0.0/0            0.0.0.0/0            tcp dpt:22
    0     0 ACCEPT     icmp --  *      *       0.0.0.0/0            0.0.0.0/0