One of the fist commands you want to run in your Dockerfile is certainly 'apt-get update'. I'm writing this with the hope to save the reader some precious time: if 'apt-get update' fails, you may want to ensure that docker's DNS configuration is complete (and servers are accessible).
In my case this meant simply adding the Google DNS servers in /etc/default/docker:
DOCKER_OPTS="--dns 8.8.8.8 --dns 8.8.4.4"
and restart docker with
sudo service docker restart
This StackOverflow question is related.
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