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Any good blogs/articles/ books on designing highly scalable systems? Good source code for studying would help a lot too.

Umair Ahmed
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Best blog I know of: http://highscalability.com/

UpTheCreek
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    +1 for highscalability.com. It's probably the only blog that is staying current with the technology trends and is mostly unbiased. – Shoan Jul 30 '09 at 19:29
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Some good articles & case studies here

redsquare
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I would recommend reading the OTP material of Erlang.

jldupont
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This blog is focused on fundamentals of performance and scalability: http://highlyscalable.wordpress.com/

user1128016
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