demand forecast for B2B
I would suggest to look at intermittent demand models, I think for such type data ARIMA type model is an inappropriate model. 

Intermittent Demand model first proposed by J. D. Croston and I would suggest to look at that paper too. Here, you can find a short note in intermittent demand forecasting.