Best time to visit Japan in first half of this year

Have 2-2.5 weeks holidays so thinking to go to Japan , can’t decide the 3 weeks due to prices and nature beauty, Ai says mid may and late march but also says prices will be 2x 3x can a local / frequent traveller help me