diff --git a/skills/ms-ai-engineering/references/data-engineering/lakehouse-architecture-design.md b/skills/ms-ai-engineering/references/data-engineering/lakehouse-architecture-design.md
index de44920..aaa2260 100644
--- a/skills/ms-ai-engineering/references/data-engineering/lakehouse-architecture-design.md
+++ b/skills/ms-ai-engineering/references/data-engineering/lakehouse-architecture-design.md
@@ -1,6 +1,6 @@
 # Lakehouse Architecture Design and Patterns
 
-**Last updated:** 2026-02
+**Last updated:** 2026-06-24
 **Status:** GA
 **Category:** Data Engineering for AI
 
@@ -286,7 +286,7 @@ Fabric bruker V-Order som standard ved skriving til Delta-tabeller. V-Order er e
 | **Bin Compaction** | Slår sammen små filer | Manuell eller planlagt |
 | **Z-Order** | Organiserer data for raskere filtrering | Manuell |
 | **Deletion Vectors** | Raskere DELETE/UPDATE uten rewrite | Ja (Runtime 1.2+) |
-| **Liquid Clustering** | Automatisk dataorganisering (preview) | Manuell aktivering |
+| **Liquid Clustering** | Automatisk dataorganisering (GA; erstatter partisjonering/Z-Order) | Manuell aktivering (CLUSTER BY) |
 
 ### Table Maintenance