The increase in sales and marketing expenses during 2011 as compared to 2010 was primarily due to higher payroll and related costs, particularly commissions for sales and sales support personnel, attributable to revenue growth, largely offset by a decrease in stock-based compensation, marketing and related costs and other expenses.