@Salah K.​ , Did you tried with "Memory-optimized" cluster? My wild guess here is that it is doing a single thread operation and that thread does not have enough memory. Ensure each thread in the cluster has more than 9 GB of memory.

Is your code has the InferSchema option enabled?