Since this article is specifically about frogs, I can't help but wonder if the drastic reduction of insect biomass isn't contributing to their decline. With numbers as drastic as a 75% decline in certain areas[0], it's hard to imagine frogs/birds/etc. aren't suffering from population decline due to reduced food availability.
[0] https://www.scientificamerican.com/article/as-insect-populat...