Unfortunately Craigslist pushed a precedent that puts scraping into risky territory.

https://en.m.wikipedia.org/wiki/Craigslist_Inc._v._3Taps_Inc.

Obviously this was a much different circumstance than a not-for-profit side project but still something to keep in mind.