- How is near-duplicate detection different from exact-match comparison?
- Exact-match finds identical strings. Near-duplicate detection finds text that is similar but not identical — paraphrased, partially reordered, or with minor edits. Algorithms like SimHash, MinHash, and TF-IDF cosine similarity enable this fuzzy comparison.
- Does duplicate content hurt SEO?
- Duplicate content on the same site dilutes 'link equity' across multiple pages competing for the same query. Google typically indexes one version and ignores others. Use canonical tags (rel=canonical) to explicitly indicate the preferred version. Cross-domain duplication (syndication) has less impact when managed correctly.
- What is a canonical tag and when should I use it?
- The canonical tag (link rel='canonical') tells search engines which URL is the preferred version of a page when similar content exists at multiple URLs. Use it for paginated content, URL parameter variants (filters, sorting), and intentional content syndication.