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Does anyone have any idea how to retrieve deleted records data from Apex data loader or otherwise from Salesforce except from the Web service?

+2  A: 

In your Data Loader configuration file, specify the SOQL you want to use like this:

<entry key="sfdc.extractionSOQL" value="SELECT Id FROM Opportunity WHERE IsDeleted=true ALL ROWS" />

Data Loader configuration parameters

Adam

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