Sales Forecasting Layer
A bags and apparel business planned stock and budget from spreadsheets, with no view of what demand was likely to do next.
- Role
- Data engineering, modelling
- Stack
- ClickHouse · dbt · Python · Prophet · LightGBM · FastAPI
dbt marts in ClickHouse feed a Python worker, a Prophet baseline with LightGBM models, and a FastAPI serving layer, writing daily 0 to 6 month and monthly 6 to 24 month horizons back into the warehouse. Every modelling decision is recorded with the evidence behind it.