Discovery engine
Catalog intelligence
SHFT ingests YouTube through the Data API, scores every video for editorial quality and relevance, then refreshes the catalog on a schedule so ranking stays current as it scales.
Approved videos
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Active sources
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Last job
Not run yet
Recent ingestion jobs
No jobs have run yet — the scheduler runs ingestion hourly and a stats refresh nightly.
Top ranked in the catalog
The ingested catalog is empty right now — the curated seed library is powering the feed until the first job completes.