YSlow does a number of things, but the best place to start is the performance summary of a web page:

As you can see from the picture on the YSlow site, it will rank the web page under the YSlow 13 Performance categories. While it may not be the be-all end-all answer to solving your web performance tools, it really does give you a good start and a model to manage your web site's peformance. What is really the best part is that others can use it (since it's free to anyone) and get the same results that you do. The hardest part in discussing performance is establishing baselines to optimize and the Yahoo performance best practices are certainly worth leveraging.
But the best part of YSlow is the full object download option. Yahoo calls this the web page components, but it shows you all the objects that compose your page in a "waterfall" view, which gives you a poor man's view of performance (versus the one provided by Gomez).

In summary, YSlow is an amazing tool and provides the Performance Analyst a wonderful tool to help customers optimize their web sites.
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