Resources
Sources we
monitor
The sources behind every verdict: official platform newsrooms, the paid-media trade press, and the practitioner communities where real campaign data gets discussed. Every one is a source our pipelines actually pull from.
Official platform newsrooms
Where the platforms announce changes.
The six official newsrooms, one per platform we track. Each is pinned above third-party reporting on the same change.
Paid-media trade press
Where practitioners read what changed.
Ten trade publications on our news ingestion allowlist: platform news, case studies, and benchmarking research.
Practitioner communities
Where real data gets argued over.
The Reddit paid-media communities where working practitioners discuss what actually worked. The pipeline sources community-tested verdicts from these threads.
Methodology
How we use these sources.
Every verdict, insight, and news item traces back to these sources. The engine pulls the right mix for each question.
The platforms, in their own words
Built primarily on the official platform newsrooms, with the trade publications filling in where platform coverage is sparse. The feed reflects what the platforms themselves announced.
Trade press, community, and first-party tests
Verdicts and insights triangulate across the trade press and practitioner communities above, alongside first-party tests contributed by the Shared Learnings community.
Dated, single-variable, with a stated window
These tests mostly live inside the practitioner communities. The trade publications contribute large-N benchmark studies that no individual practitioner could produce alone.
Outputs cite the surfaces they came from
If you see a recommendation that cites Search Engine Land or r/PPC, it came from those exact surfaces. See the full methodology →
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