Most stores do their markdowns on Thursdays right before they have weekend sales. Going on a Thursday evening allows you to have first pick at the items before they get picked over.
Also signup for the store’s email newsletter, because you’ll be alerted of these sales and you also get special coupon, etc.
Good Luck!
R