Will,
WooCommerce is compatible in that you CAN install it on Multisite and it will work globally. Each sub-site can run WooCommerce completely independently.
So- you install and activate the WooCommerce plugin, it will be activated on all sites, and there will be an option to create a store, set up products for each site on the multisite. Individually. Each store will be independent of the other.