I like to use a home made wood maple scraper(s) and scrape off the "thick" stuff first so that i can collect it into a rag or paper towel. Then i either pressure wash or use a chemical cleaner, brushes,hose etc. If the "dirty parts" are coming off, scraper, then straight to the solvent parts washer.
Rob