Not when your default nameserver is 8.8.8.8. Or your NTP source is set to the public NTP pools.
There is definitely a benefit in doing a "we are isolated" scenario test once in a while to prepare for such incidents...
China (and others) can also simply intercept all udp traffic to port 53.