It typically becomes rather "challenging" to justify to management why one shouldn't scrape "aggressively" until the competitor's site degrades or falls over. That's why it's generally kind of sleazy.
Large eCommerce sites are constantly scraped by competitors, market research companies and even vendors (to ensure sellers honor MSRP). Scraping activity is usually throttled at reasonable levels.
Could you tell us more about your "typical" experiences?