Overdoing Credit Card Sign-Up Bonuses?

Credit card sign-up bonuses can sometimes be worth several hundreds of dollars (like this Chase Sapphire Preferred bonus). How many of these should someone apply for? This post at the Ask Mr Credit Card blog has a good review of this question, and discusses the effects on one's credit score.