Why Amazon Kindle succeeded and Microsoft SPOT did not

Despite many millions of dollars spent in market research and product testing, even the biggest of companies can get things wrong. What's more, even good gadgets can end up with bad commercial results. The question, therefore, is why? Why is it that some gadgets can succeed while others fail despite great design? Why can't that company which has found great gadget success replicate it every single time?