Why is there a full month of data missing from a historically strong keyword?

If that happens it means that in those months, we didn’t see any ads displayed when we searched our keyword. This is different from not getting any data for that month. In fact, you can click on the cache page link next to the keyword (on the results page) to see the actual Google page we saw. In those cases, there will be no ads.