How to find out why a website is performing badly on Android phones?

We have an ecommerce website that constantly performs worse in Android web browsers. Click-through rate, conversion, are all significantly lower than iOS device browsers.

How would one start to check why this is happening? No more insights can be given by analytics. So it is up to user research to define what the problem is.

Any ideas are welcome, thank you!