Yes, you can. In fact, WooCommerce is the #1 choice to make a dropshipping website. There are several excellent WooCommerce dropshipping plugins that allow you to easily handle orders, manage vendors, and automate the whole process.
For step-by-step instructions, see our complete dropshipping guide for beginners.