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Canonical tags are easy to ship badly at scale, especially when templates, parameters, and redirects pull in different directions.
Canonical issues often stay hidden because pages still load and look fine to users. The real problem appears later when indexation patterns drift, duplicate clusters grow, or ranking signals consolidate in the wrong place.
A useful canonical check compares the declared canonical against the fetched URL, the final redirect target, and the expected normalized version of the page.
If canonical problems repeat, they are usually template issues. The output should help teams identify page families affected by the same mistake so engineering can fix the source once.