Data pipeline
Records are imported from structured datasets and public sources, normalized into common fields, and enriched with provenance and freshness data before they are rendered.
Indexability rules
Indexability is computed, not assumed. Search pages, arbitrary filters, weak comparisons, and alternatives pages with too few candidates remain noindex until they clear quality gates.
Refresh cadence
Commercial pages are reviewed quarterly when possible. Other high-value records are refreshed at least annually, with priority given to pages showing signs of staleness or traffic drop.