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Staff Writer

Ingrid Halvorsen

Ingrid is a former digital marketing analyst who has spent over a decade tracking how search algorithms and crawler behavior intersect with business outcomes. She now reports on SEO tooling, SERP data infrastructure, and the scraping pipelines that feed modern search intelligence workflows.

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