Normalization should happen at the ingest layer rather than during queries to avoid performance lag. Use a unified schema that maps provider-specific terms, such as Cloudflare’s CacheCacheStatus and Akamai’s X-Cache-Remote, into a single cache_status field. Hydrolix CDN Insights provides pre-built collectors that handle this mapping for 80 percent of global CDN traffic.