How long do these usually last? I may actually be able to play in this one.
Unfortunately, it's impossible to accurately answer this - it really depends on the number of participants, how fast people play, how many people are active/how many boots, how far you get, etc.
I would put aside about 90 minutes, maybe 120 if you think you'll win it!