Which Hosts should I consider for a new Web 2.0 Application that deals with 'lots' of Big Video files??

I am a designer in the UK and I am creating 'yet another' video sharing site for the Web 2.0 bubble (Don't panic, it's a good one).

I need to find out what sort of hosting I should use (maybe even get a comparison between shared, dedicated and virtual etc). And to accompany this which hosting companies I should be considering?

I could have 1,000 subscribers, 100,000 (or you never know 1,000,000) subscribers so I need a scaleable solution that doesnt cost me 3 arms and 4.236 legs.

I'll be hosting and profiles for my users so it is VERY important that my host is Secure , reliable and I have Guaranteed Bandwidth for my users.

I plan to offer 50+Gb and 10+Gb Storage for each user. I do understand that and therefore a lot of hosting plans Oversell for the majority of users who are not going to maximize the bandwidth offered to them.

I need your advice/answers to help me find a trusted partner for hosting my service. Thank You

Which Hosts should I consider for a new Web 2.0 Application that deals with 'lots' of Big Video files??

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