Thanks! I'm glad you asked. I actually do what I call a bi-directional breadth first search[1]. The gist of it is that instead of just doing a BFS from the source node until I reach the target node, I do a reverse BFS from the target node as well and wait until the two searches overlap. That helps with the exploding path problem, although that still becomes an issue for longer paths (>= 5 degrees generally). I also pre-compute all the incoming and outgoing links for each page when I create the database[2] so I don't need to do that upon every search, which resulted in a huge performance boost.

[1] https://github.com/jwngr/sdow/blob/a2699dc95d884ec64a4641630... [2] https://github.com/jwngr/sdow/blob/a2699dc95d884ec64a4641630...