I don't see a lot of information available comparing the weather APIs that are available. What is the difference between OpenWeatherMap and Wunderground. I see that the paid version of Wunderground has some higher tiers with more features, but OpenWeatherMap's free tier allows a huge number of uses.
Are there implementation tradeoffs that aren't obvious?
You can find a good comparison between most weather APIs here.