Demand Forecasting based on Past Actuals Data, Brand & Seasonality - Supply Chain

Hi I have data for the past 3 years on a SKU level.
Columns are Brand, Month, Year, Category.
Any idea how I can predict sales for the next month?

Sth like that:

what model can i use? gradient booster or random forest?

Theoretically any kind of regression model

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