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This paper provides an in-depth comparison between JavaScript's native window.onload event and jQuery's $(document).ready() method, examining their differences in execution timing, event mechanisms, browser compatibility, and practical use cases. Through detailed code examples and performance analysis, it offers developers comprehensive insights for making informed decisions in front-end event handling.