It mainly depends on what you want to integrate with your Shopify store, like third-party apps, ERP or CRM. For example, if you want to integrate third-party apps with your online store, you need to give Collaborate access or Shopify store admin access. Likewise, if you are looking to integrate ERP or CRM with Shopify, you have to give credentials for ERP and CRP also.