According to the Delta Airlines Low Fare Calendar, the window you are aiming for opens 6 to 12 weeks before your flight. This way, flights that you book will start to go over the sale price even though last-minute price increases have yet to start.
Web Address: https://flightsassistance.com/....delta-low-fare-calen