Do I use cohort analysis to plan seasonal inventory?

Good morning everyone. I run an e-commerce store that focuses on selling products catered to weather seasons and holidays of the Northern Hemisphere. While I find this method quite profitable, the inventory takes a lot of planning and analysis from my side. I came across something called cohort analysis, and apparently, it's used to predict customer behavior and identify truly value-providing products for customers. Do you think this would work for an e-commerce store that focuses more on holiday items, seasons, and festivals?