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There's a concept in time series analysis called Seasonality 📉 I think it is responsible for sales decline.
Bowl Leader
Consider It is amazon
Check for yearly seasonality and trends.
Get granular with the EDA, what group of product is getting the most dip?..etc.
Look out for the promotional events if any.
You'll be able to generate any hypothesis on the basis of EDA only first.