Data sources
- FAA Releasable Aircraft Database — bulk download, public domain, weekly cadence. The MASTER and ACFTREF tables provide registration, owner, and make-model fields. Imports run on Sunday 03:00 UTC; expected weekly diff is 0.5–2% of rows.
- FAA N-Number Inquiry — interactive lookup. Used as a freshness reference for vanity availability; never scraped at request time. Vanity checks are cached for 24 hours.
- NTSB CAROL — weekly diff against the public CAROL search results. Joined to a tail by N-number when CAROL exposes the field; otherwise linked by date+location.
- FAA Airworthiness Directives library — monthly diff. We capture title, issue date, effective date, applicability narrative, and source PDF URL.
- FAA Type Certificate Data Sheets — quarterly diff. PDF parsing extracts the headline configuration fields shown on the AD-by-make page.
- FAA Service Difficulty Reports — quarterly bulk XML. Currently used for fleet-level reliability signals; not surfaced per tail at MVP.
Refresh cadence
Each profile page shows the snapshot date for its primary fields. The current snapshot for the launch corpus is 2026-04-28. Per-N pages are regenerated weekly; the AD-by-make page regenerates monthly; the methodology page ships with the build.
Privacy and removal
The FAA Releasable Aircraft Database publishes individual owner names and addresses. Those records are FAA-public, but our policy is more conservative than the raw feed:
- Per-individual-owner pages are not published. Owner-fact appears inside the per-N profile only.
- Individual owner names and addresses are redacted by default and revealed only after a no-bot challenge.
- Entity owners (LLC, dealer, airline, flight school, government) are shown without redaction.
- A removal-request form is published; the published service-level commitment is 14 calendar days.
What we do not do
- No language-model summarization at request time. Any AI-precomputed summary is cached.
- No paid scrapers or live ADS-B feeds in the MVP.
- No per-state aggregate page or per-individual-owner aggregate page.
Reporting an inaccuracy
If a fact is wrong on a page, we want to know. Use the removal / inaccuracy form and we'll respond within 14 calendar days.