I am an Indian passport holder. Can I get visa on arrival whilst going from Hongkong to Shenzhen?

Paulette, you can apply for the VOA for Shenzhen. However, I have no idea that you will have it successfully. If possible, you'd better apply for a L type from the CVASC branches in India in advance. Then your trip won't be spoiled if you fail to apply for the VOA.