I haven't noticed this, but if it's happening on phones other than the Nexus 4, it is more than likely a Gmail app issue.
By the way, have you all tried turning on the setting to keep wifi on during sleep to "always"? The setting is there to save battery, but if it's not set to always, you may not get your Gmail push notification right away while your phone is sleeping.