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My website is running joomla content management system(CMS). Can this iframe/gumblar badware infect my website?

Yes, Joomla is vulnerable like any other website. Typically, it can infect index.php in the same as explained in iframe injection article . Sometimes, it can infect various extension/component folders as well.

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