Hi there,
You can use the Webvify service to convert your store into a mobile app.
It provides end-to-end support, from developing the app to publishing it on Google Play and the App Store. Furthermore, it requires no subscription — just a one-time payment, and you pay only after your app is released on the stores.
Give it a try!