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Yes, there is a method to export Activity Logs. SOAP API's getLeadActivity method.
You can find a complete example at
SOAP API documentation is available at http://community.marketo.com/Marketodeepdive?id=kA5500000008QN3CAM
But i want to export through marketo UI. Is there a way to do that the same in Marketing Activities ?
It can be done on an individual basis from the UI: open the activity log, set/unset filters and click the Export button, close to the page number.
That can be labour intensive and time consuming if you are planning to export multiple leads, the reason i suggested SOAP API in first place.