Maccabi took the lead through talisman Hatton, heading home beautifully from a Jamie Green cross.
Hatton made it two soon after before Rovers grabbed a goal back midway through the first half.
But it was Hatton who responded, yet again, by completing a stunning first half hat-trick, this time heading home a Toby Levy cross from the left.
In the second half, Rovers kept pushing and won a penalty only for goalkeeper Jack Showman to be the hero and palm it to safety.
Maccabi kept pushing for the killer goal and it came from the spot. Player-manager Michael Sacks slotting home after Levy was fouled by the Rovers' keeper.
There was still time for a bit of pressure as Rovers pulled one back with a quarter of an hour to play, but substitute Jacob Huller grabbed his second goal in two games to seal the win.
Maccabi boss Michael Sacks said: “We are continuing to be clinical in front of goal, no one more than Sam Hatton who is reaching new levels of consistency this season.
“The defenders are also playing their part, led by captain Adam Jackson, Jake Bentwood and Dovid Herman - make no mistake, the whole squad is playing its part in this run.”
Elsewhere, Maccabi's Yellow team came from behind to defeat Leeds Maccabi. Captain Oli Grant was the hat-trick hero as the Yellows combined experience and youth.
To get more from Life, click here to sign up for our free Life newsletter.