Optimizing Magento For Fast Load Time

I had to work in modules, extensions and also cache because my Magento store was taking too much time and I checked with Webpagetest…org, It showed me 10+ seconds then I moved to find the best Magento performance optimization guide which could help me to optimize my Magento store.