It's interesting how the same campaign can perform completely differently just by changing placements. That alone shows how important traffic quality really is.
One thing that has helped me is keeping detailed notes on successful placements. When I launch similar campaigns later, I already have a good starting point.
I always tell new media buyers not to judge a source too quickly. Sometimes the winning placements are hidden beneath a lot of average-performing traffic.