Looking for Guidance Regarding Compliance

Hi there,
We’ve recently integrated Mixpanel tracking into our Shopify app to better understand user behavior and improve the user experience.
However, I’m a bit unclear about Shopify’s compliance requirements regarding analytics tracking.

  • Is using Mixpanel directly within a Shopify app allowed without additional consent requirements?

  • Do we need to implement a cookie consent mechanism for this type of tracking?

  • Should this tracking activity be explicitly disclosed in our Privacy Policy?

    I’d appreciate any clarification or guidance on best practices for staying compliant with Shopify policies and privacy regulations.