As mentioned earlier, RTS games are fast-paced, focused on resource gathering, villager/workforce distribution and battles. Grand strategy games encompass more aspects of running a country, enforcing policies, building infrastructure and defeating your opponents in more ways than by simply winning battles and wars.
As for popularity, the most popular grand strategy games are Crusader Kings series, Total War series, and Hearts of Iron IV.