Admin

Admin controls.

Email	Name	Role	Status	Last login

Pending requests trigger an admin Slack notification. After approving, run on your laptop: python -m scraper.cli --request-id <ID>

When	User	Type	Details	Status

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Filter by user:

Saved at	User	Ad	Page	Expires	Media

Pending winner nominations submitted by users. Approving promotes the ad to a permanent winner; rejecting clears the nomination metadata.

Nominated	By	Ad	Page	Days	Apps

Window:

Per-user spend

User	Calls	Cost (USD)	Input tokens	Output tokens	Images	Audio (s)

Breakdown by provider · model · operation

Provider	Model	Operation	Calls	Cost (USD)

Remote control for the 24/7 scrape worker. Changes apply within ~1 minute — no rebuild, no touching the machine. User scrape requests are always on and always have priority; these are the background tasks.

Daily vertical sweep (Mon–Sat, single-lane)

Enabled

Start hour Scroll seconds

Affiliate domain-queue drain (idle time)

Enabled

Lander screenshots (daily, single-lane)

Enabled

Start hour Per vertical

Classification & enrichment (runs on the server, not the worker)

Re-reads every ad and sets its vertical from the ad's own words — headline, body, video script, landing domain — instead of the keyword that found it. Runs automatically after every scrape; this is the manual sweep for the ads that came in before it did. Operator verticals (Cognitive Pixel, GUNS) are never touched.

Only ads with no vertical (safe first pass) Blank the vertical when the ad's content contradicts it Also fetch landing pages (slow — minutes of HTTP)

Dead creatives (blank cards)

Meta signs its CDN links and they expire in about a day, so a card that worked when it was scraped goes blank soon after. This checks them and sorts the results: ok still loads · recoverable link expired but the ad is still running, so re-scraping or mirroring brings it back · dead link gone, ad stopped, never mirrored — the actual clutter. Ads already mirrored to S3 are skipped; we hold the file, so they cannot go blank.

Re-check ads looked at in the last 7 days Delete the dead ones (never the recoverable ones)

Check up to

Video scripts → searchable

Transcripts are recorded per video, but the feed, the search and SPYFILE read the copy held on the ad itself. Only the first was being filled, so scripts existed that no search could reach. This copies them across.