Marketo Rest API export custom object records - marketo

Does anyone know how to export all custom object records from Marketo Custom Object using REST API? I read the documentation but it looks like I can only query some of the records (I couldn't get it working) and I need to export all of them. Any ideas?
http://developers.marketo.com/rest-api/lead-database/custom-objects/
http://developers.marketo.com/rest-api/endpoint-reference/lead-database-endpoint-reference/#!/Custom_Objects/getCustomObjectsUsingGET

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If you're using REST API, you can use the function register_rest_field to add fields to responses. And then you can query all custom fields to put them in the responses.
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As you say, it seems like a basic task, but in the reality, it is more complex indeed.
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