Holiday sales rarely happen on a single day anymore. Black Friday deals often start in early November, and Cyber Monday extensions can run through the following week. Use this timeline to plan purchases: back-to-school in August, Halloween in early October, and post-holiday clearance in January for the steepest markdowns on seasonal items.