Yes, absolutely. Simply to make life easier for companies, there is a single point of contact, hence the harmonization. Ottawa retains full sovereignty over taxation, but Revenu Québec is responsible for collection. As you said, this saves some $145 million, or $72.5 million per government, which is not insignificant.
On February 16th, 2021. See this statement in context.