How to enable Explore for non-admin users in grafana 6.0.0

The explore panel is great in the grafana 6.0.0.

But I find the only the site admin can use the explore panel. Non-admin users cannot see it.

How can I enable it for non-admin users?

thx.

This issue might be outdated, but I posted an answer to this here: