Yes, you can absolutely self‑learn SEO if you are willing to test, measure, and keep up with changes. Start with foundational guides, then practice on a real site so concepts like crawling, indexing, and on‑page optimization become concrete. Over time you layer in more advanced topics like structured data, content architecture, and AI‑assisted analysis as your confidence grows.