Worker and material shortage have been problems caused by Brexit in other industries too. Inflation is also blamed for the increased price, and that has been worse in UK after Brexit than comparable EU countries.
But we are talking about a 12 year delay now, no way this latest delay is all due to Covid and Brexit. Now they complain about Piping complexity 7 years after it was due! Really?