Canonical issues in SEO arise when there are multiple versions of a webpage with different URLs, leading to duplicate content problems. To fix this, implement canonical tags on duplicate pages, specifying the preferred URL. Use 301 redirects to redirect non-canonical URLs to the canonical version. Ensure consistent internal linking to avoid creating multiple URLs for the same content.