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Disadvantage of SQL Joins

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Can anybody please tell me whether there are any disadvantage of SQL joins in terms of space and time and how postgres has implemented SQL joins? I am in the impression that SQL join takes more time for execution as well as space because database internally builds Cartesian product and then evaluates for condition. Recently I normalized by DB and changed my application Data model which resulted in writing lots of inner join queries. Later I found that DB server is consuming more memory. And once my Database also crashed. I am assuming that because of normalization and inner joins, my DB crashed.
Can anybody please give a thought into my assumption?

- R


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