I played custom game to see what is true.
(Do note: These pictures are outdated. Bonus gold is now +3 )
You get 3 gold per kill and 10% buff to AD and AP.
Also, every time you capture an altar, you gain 80 gold per player, 240 gold total for the whole team. This means capturing both altars will net your entire team 480 gold.