If i use multiple tables on a page say 15 tables in a single page then will it affect page performance?
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Any data on a page effects page-performance. Nothing loads faster than something all the time. The question, instead, should be "Am I using tables when I should be," or "Should I be handling this data differently?"
Imagine another question, "Can this platform support the weight of 15 things?" I think you would rightly ask me "That depends, how much do they weigh?"
Regarding Layouts
From your comment on the OP, it appears you’re interested in this topic as it applies to layouts. In that case, yes. It does matter. Divs are the proper method of doing web-page layouts, and Tables are reserved for tabular data.