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For frontend stuff:

High Performance Web Sites Essential Knowledge for Front-End Engineers (By Steve Souders) http://oreilly.com/catalog/9780596529307

And for an intro to scalability:

Building Scalable Web Sites: Building, Scaling, and Optimizing the Next Generation of Web Applications (By Cal Henderson) http://www.amazon.com/Building-Scalable-Web-Sites-Applicatio...




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