Magento: How to build reporting datawarehouse for Magento?

Disclaimer : Below information is from my experience with Magento platform. Right! so you have experienced the kiss of death by your awesome report or a feed generation in the dead of night ? Why ? Data intensive jobs especially mundane tasks like sitemap/google feeds generation take up lot of your DB power and results
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