How many products recommended for a dropship store ?
It's all up to you. I rather do general stores with lot's of products
I am planning to build with products from these two categories as 5000 products.
Is it good idea to go ?
I wouldn't recommend having more than 200 products in your store. Otherwise, it will become a hassle to keep track of each product, come up with different descriptions, run different ads, etc.