For　each　industry　in　the　era　of　big　data,　a　steady　stream　of　data　is　generated　continually.　Due　to　the　enormous　information　contained　in　big　data,　how　to　maximally　extract　the　value　from　big　data　with　lower　cost　to　provide　decision-making,　guide　production　and　resource　allocation　for　the　enterprises　has　attracted　more　and　more　attention　of　most　enterprises.　This　paper　proposes　a　data　analysis　solution　in　the　era　of　big　data-data　factory,　and　implements　a　software　system　to　build　a　data　factory　for　an　enterprise　promptly　and　efficiently.　By　processing,　analyzing　and　modeling　the　data　in　a　workshop-based　production　mode　similar　to　the　traditional　factories　using　raw　materials,　our　data　factory　will　acquire　the　analysis　results　and　prediction　models　and　then　realize　the　clustering,　classification,　evaluation,　and　prediction　data　analysis.　Moreover,　the　application　of　deploying　data　factory　for　an　enterprise　reveals　that　data　factory　is　an　efficient　solution　for　big　data　analysis,　and　it　improves　the　efficiency　of　enterprise　data　analysis.　©　2020　IEEE.