Vicki Knight

Trained in computer science with a focus on information retrieval algorithms before pivoting to search strategy. Held the primary role for organic growth at two major retail brands, managing technical audits and internal linking architectures that handled millions of daily queries. Writes about enterprise-level site migrations because most public documentation assumes small-scale sites. Focuses specifically on how large-scale data structures impact crawl efficiency and indexation timelines.