Keyword difficulty benchmark limitations

The previous benchmark summarized listing-derived model values. Those values did not measure search demand, predict ranking success, or establish a time to rank. We no longer publish them as actionable keyword difficulty.

Current research distinguishes published store observations from listing associations. Ranking difficulty remains unsupported; demand remains unavailable without an authorized source. Historical model values in saved records are labeled as legacy snapshots.

Inspect app relevance and dated observations