What is the appropriate timeframe for requesting a letter of recommendation, and how late is considered too late to ask for one?

The appropriate timeframe for requesting a letter of recommendation is at least 2-3 weeks before the deadline. Asking for a letter too close to the deadline, typically less than a week before, is considered too late.