Wandering Monsters Alternative

Hey everyone. I’ve been running the campaign for a while now and it’s great! That said the one down side is it seems like the party is less likely to explore the city because of how often they roll a 1 and have a random encounter. I was wondering what you guys have done to make Drakkenheim still dangerous but less of a continual grind for the players?