The answer: it depends on your situation. In general, the CRA doesn’t report details of your income tax return to Canada’s credit bureaus. If you owe a small amount of income tax to the CRA your debt is unlikely to affect your credit score right now.
That being said, it is important to make payment arrangements soon because a tax bill gone unpaid for too long can affect your credit score.