python -m HTTPSimpleServer & # Your Python process will now be in the background
serverpid="$!" # Capture its PID so that you can kill it later.
watch -n /path/to/AwesomeTestCommand Arg1 Arg2
# Some time later...
kill "$serverpid" # Make your Python process go away