The datasetd based application can be configured to be managed by systemd. You need to create a an appropriate service file with Unit, Service and Install described.
Below is a generic datasetd systemd style service file for a project called citesearch implemented as citesearch.yaml using datasetd to provide the web service.
[Unit]
Description=A Citation search engine for CaltechTHESIS search
[Service]
Type=simple
ExecStart=/usr/local/bin/datasetd /Sites/citesearch/citesearch.yaml
[Install]
WantedBy=multi-user.target