Aspects of the disclosure provide for mechanisms for reducing service disruptions in a computer system. A method of the disclosure may include determining that a service replica is to be deployed in a computer system; determining, by a processing device, a plurality of lost impact factors corresponding to a plurality of nodes of the computer system; selecting, in view of the plurality of lost impact factors, a first node of the plurality of nodes; and deploying the service replica on the first node. In some embodiments, the method further includes identifying one or more services running on a first node of the plurality of nodes; and determining, a plurality of service capacity factors corresponding to each of the identified services, wherein each of the service capacity factors represents an amount of service loss of one of the identified services resulted from a loss of one of the nodes.