In　the　context　of　rapid　urbanization,　it　is　imperative　to　address　the　preservation　and　sustainable　development　of　rural　landscapes.　This　study　introduces　a　novel　framework　using　cultural　landscape　gene　theory　to　enhance　the　landscape　spatial　pattern　of　Linpu　Village,　China.　Employing　a　multi-method　approach,　including　data　collection　and　historical　data　analysis,　GIS　analysis,　and　field　surveys,　we　analyze　the　village’s　landscape　features　and　identify　a　well-preserved　“one　core,　two　wings”　spatial　configuration　with　diminishing　accessibility　from　the　center　to　the　periphery.　The　study　uncovers　significant　challenges　to　landscape　coherence　and　legibility,　including　landscape　element　discontinuity,　inadequate　maintenance,　and　fragmented　information.　To　address　these　issues,　we　propose　optimization　strategies　aimed　at　revitalizing　weakened　cultural　landscape　genes,　repairing　disrupted　elements,　ensuring　corridor　integrity,　and　improving　spatial　organization.　The　extraction–construction–analysis–preservation　model　established　in　this　research　not　only　delivers　a　comprehensive　analysis　of　Linpu’s　cultural　landscape　but　also　offers　a　scalable　framework　for　preserving　the　ecological　and　cultural　integrity　of　traditional　villages.　This　study　contributes　to　the　practical　implementation　of　sustainable　landscape　strategies,　enhancing　the　ecological　adaptability　and　resilience　of　rural　environments　in　the　face　of　urban　encroachment.　©　2024　by　the　authors.