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There are lots of different online performance tests:

Also there are several desktop/client software such as:

I just want to decide if my hosting provider has a good enough performance or if I need to switch my hosting to another provider.

So, which tool should I use to compare my hosting provider with other hosting providers?

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I made this service last month, where you select a file on your server (up to 64MB) and it will tell you how fast, actually, your host is. speedtest.ionfish.org Note: This is NOT for testing page load time, but rather, upload speed of the server. (Fetches single files). –  ionFish Aug 29 '12 at 19:44
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It depends what are you looking for: loading speed it's just an effect of network speed (which often is what you are looking for) and server side processing performance (hardware performance).

One factor to keep in mind is where the host is located: if your audience it's mostly in Europe, would be useful to get an host close to the main European backbone. Similarly for other Geographical locations.

After you have decided this, you could use stress-test tools like siege (on UNIX) to create lots of requests to a webpage and see how the host behaves under stress (using the tools you mentioned).

In the case of shared hosting and virtual server you can never be 100% sure that an host is going to be consistently fast (or slow), as your test might be influenced on other site's activity on the same host. It would be good to test during different times and for a relatively long period of time (for example one test every few hours for a week), in order to have a good "rough idea" of the host's speed.

To be fair, you should test the exact same site(s) and page(s) on every host (with the same frequency).

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@Mert - You should also check out tools.pingdom.com as they analyze all aspects of the web page speed, from DNS lookups to waiting on the server, and so forth. –  ionFish Aug 29 '12 at 19:47
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as other have already pointed out, 'speed' can mean many thing. in those cases i suggest a so-called 'stresstest', that is pushing the server to its limits to see ho many pages it can serve when many browsers are connected and different pages are requested at the same tima. I normally use Jakarta Jmeter finding it a really effective tool

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