Classification of Sentinel1 product

How did you proceed and why were you not successful?

Sentinel-1 data needs to be terrain corrected, then you can make a stack from both S1 and S2 data. Then you can either classify based on all available layers or you can perform a PCA on your stack to get a fusion of both products.

This topic may be interesting to you: Image Fusion Using Sentinel 1 and Sentinel 2