Web page load time prediction is achieved by simulating and adjusting the load times of web objects in a webpage to determined adjustments that optimize an overall page load time (PLT) of the webpage. The webpage load time prediction includes extracting a parental dependency graph (PDG) for the webpage. The PDG encapsulates one or more dependency relationships for each web object in the webpage. The prediction further includes determining an original PLT and original timing information of a webpage. The prediction also includes simulating a page loading of the webpage based on adjusted timing information of each web object and the PDG to estimate a new PLT of the webpage. The prediction additionally includes comparing the original PLT of the webpage to the new PLT of the webpage to determine whether the adjusted timing information increased or decreased the new PLT of the webpage.