A "quarter" is one fourth of the year. Companies often measure their performance by quarters.
A company's "quarterly profits" are the amount of money that the company makes in one quarter. Specifically, the "profits" are the money that's left after the company pays for expenses like equipment, employee salaries, and so on.
Our quarterly profits are up 10% over last year.