Data science (DS) brings a huge promise to IT security, with endless start-ups and PR, of improved detection capabilities. However, DS has way more to offer - transforming the whole workflow of analysts and security operations by aggregation and prioritization of incidents, recommendations for investigations, suggestions from mitigation and utilization of crowd sourcing.