How can I find out how long my slurm job took to execute?

Use the sacct command:

sacct -l -j <myid>

and look for the 'elapsed' column

sacct -j <myid> --format=Elapsed

is a very succinct way to show this (Thanks to Sparhawk & damienfrancois for these suggestions, I thought I'd suggest this as a full answer).