The temporal analysis of evolving graphs is an important requirement in many domains. We therefore began with extending the distributed graph analysis framework Gradoop for temporal graph analysis. This short paper contains a brief overview of our work in progress and an example use case from the financial domain demonstrating the flexibility of the temporal graph model and its operators.