diff --git a/extensions/spark/kyuubi-spark-authz/src/main/scala/org/apache/kyuubi/plugin/spark/authz/rule/permanentview/PermanentViewMarker.scala b/extensions/spark/kyuubi-spark-authz/src/main/scala/org/apache/kyuubi/plugin/spark/authz/rule/permanentview/PermanentViewMarker.scala
index cb233b4651f..38211408415 100644
--- a/extensions/spark/kyuubi-spark-authz/src/main/scala/org/apache/kyuubi/plugin/spark/authz/rule/permanentview/PermanentViewMarker.scala
+++ b/extensions/spark/kyuubi-spark-authz/src/main/scala/org/apache/kyuubi/plugin/spark/authz/rule/permanentview/PermanentViewMarker.scala
@@ -17,11 +17,13 @@
 
 package org.apache.kyuubi.plugin.spark.authz.rule.permanentview
 
+import scala.annotation.tailrec
+
 import org.apache.spark.sql.catalyst.analysis.MultiInstanceRelation
 import org.apache.spark.sql.catalyst.catalog.CatalogTable
-import org.apache.spark.sql.catalyst.expressions.{Alias, Attribute, Cast}
+import org.apache.spark.sql.catalyst.expressions.{Alias, Attribute}
 import org.apache.spark.sql.catalyst.plans.QueryPlan
-import org.apache.spark.sql.catalyst.plans.logical.{LeafNode, LogicalPlan, Project, Statistics, View}
+import org.apache.spark.sql.catalyst.plans.logical.{LeafNode, LogicalPlan, Project, Statistics}
 import org.apache.spark.sql.catalyst.trees.TreeNodeTag
 
 case class PermanentViewMarker(child: LogicalPlan, catalogTable: CatalogTable)
@@ -39,7 +41,7 @@ case class PermanentViewMarker(child: LogicalPlan, catalogTable: CatalogTable)
 
   override def newInstance(): LogicalPlan = {
     val projectList = child.output.map { case attr =>
-      Alias(Cast(attr, attr.dataType), attr.name)(explicitMetadata = Some(attr.metadata))
+      Alias(attr, attr.name)(explicitMetadata = Some(attr.metadata))
     }
     val newProj = Project(projectList, child)
     newProj.setTagValue(PVM_NEW_INSTANCE_TAG, ())
@@ -48,11 +50,14 @@ case class PermanentViewMarker(child: LogicalPlan, catalogTable: CatalogTable)
   }
 
   override def doCanonicalize(): LogicalPlan = {
-    child match {
-      case p @ Project(_, view: View) if p.getTagValue(PVM_NEW_INSTANCE_TAG).contains(true) =>
-        view.canonicalized
-      case _ =>
-        child.canonicalized
+    // newInstance() wraps the child in a Project, and a new instance of a new instance nests one
+    // inside another, so strip every layer it added rather than only the outermost one.
+    @tailrec
+    def stripNewInstanceProjects(plan: LogicalPlan): LogicalPlan = plan match {
+      case p: Project if p.getTagValue(PVM_NEW_INSTANCE_TAG).isDefined =>
+        stripNewInstanceProjects(p.child)
+      case other => other
     }
+    stripNewInstanceProjects(child).canonicalized
   }
 }
diff --git a/extensions/spark/kyuubi-spark-authz/src/test/scala/org/apache/kyuubi/plugin/spark/authz/ranger/RangerSparkExtensionSuite.scala b/extensions/spark/kyuubi-spark-authz/src/test/scala/org/apache/kyuubi/plugin/spark/authz/ranger/RangerSparkExtensionSuite.scala
index 8805f0cd527..401ae075e4f 100644
--- a/extensions/spark/kyuubi-spark-authz/src/test/scala/org/apache/kyuubi/plugin/spark/authz/ranger/RangerSparkExtensionSuite.scala
+++ b/extensions/spark/kyuubi-spark-authz/src/test/scala/org/apache/kyuubi/plugin/spark/authz/ranger/RangerSparkExtensionSuite.scala
@@ -741,6 +741,42 @@ class HiveCatalogRangerSparkExtensionSuite extends RangerSparkExtensionSuite {
     }
   }
 
+  test("[KYUUBI #5937] cached permanent view is reused when referenced twice in one query") {
+    val db1 = defaultDb
+    val srcTable = "pvm_cache_src"
+    val view = "pvm_cache_view"
+
+    withCleanTmpResources(Seq((s"$db1.$view", "view"), (s"$db1.$srcTable", "table"))) {
+      doAs(admin, sql(s"CREATE TABLE IF NOT EXISTS $db1.$srcTable (id int, k int)"))
+      doAs(admin, sql(s"CREATE OR REPLACE VIEW $db1.$view AS SELECT id, k FROM $db1.$srcTable"))
+
+      doAs(admin) {
+        val df = spark.table(s"$db1.$view")
+        df.cache()
+        try {
+          df.count()
+          // The same cached relation appears twice in one plan, so the analyzer replaces one of
+          // them with PermanentViewMarker.newInstance(). Both occurrences should still be served
+          // from the cache.
+          val optimized = df.join(df.select("k").distinct(), "k").queryExecution.optimizedPlan
+          assert(optimized.collect { case r: InMemoryRelation => r }.size === 2)
+          assert(optimized.collect { case r: HiveTableRelation => r }.isEmpty)
+          assert(optimized.collect { case r: LogicalRelation => r }.isEmpty)
+
+          // Reusing an already analysed plan feeds a renewed marker back in, so newInstance()
+          // nests one Project inside another. Every layer has to be seen through.
+          val reused = df.join(df.select("k").distinct(), "k")
+          val nested = reused.join(reused.select("k").distinct(), "k")
+            .queryExecution.optimizedPlan
+          assert(nested.collect { case r: HiveTableRelation => r }.isEmpty)
+          assert(nested.collect { case r: LogicalRelation => r }.isEmpty)
+        } finally {
+          df.unpersist()
+        }
+      }
+    }
+  }
+
   test("[KYUUBI #3608] Support {OWNER} variable for queries") {
     val db = defaultDb
     val table = "owner_variable"
diff --git a/extensions/spark/kyuubi-spark-authz/src/test/scala/org/apache/kyuubi/plugin/spark/authz/rule/permanentview/PermanentViewMarkerSuite.scala b/extensions/spark/kyuubi-spark-authz/src/test/scala/org/apache/kyuubi/plugin/spark/authz/rule/permanentview/PermanentViewMarkerSuite.scala
new file mode 100644
index 00000000000..216ec8d5dd1
--- /dev/null
+++ b/extensions/spark/kyuubi-spark-authz/src/test/scala/org/apache/kyuubi/plugin/spark/authz/rule/permanentview/PermanentViewMarkerSuite.scala
@@ -0,0 +1,73 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *    http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.kyuubi.plugin.spark.authz.rule.permanentview
+
+import org.apache.spark.sql.catalyst.TableIdentifier
+import org.apache.spark.sql.catalyst.catalog.{CatalogStorageFormat, CatalogTable, CatalogTableType}
+import org.apache.spark.sql.catalyst.dsl.expressions._
+import org.apache.spark.sql.catalyst.plans.logical.{LocalRelation, LogicalPlan, Project, View}
+import org.apache.spark.sql.types.StructType
+
+import org.apache.kyuubi.KyuubiFunSuite
+
+class PermanentViewMarkerSuite extends KyuubiFunSuite {
+
+  private def newMarker(): PermanentViewMarker = {
+    val desc = CatalogTable(
+      identifier = TableIdentifier("v", Some("default")),
+      tableType = CatalogTableType.VIEW,
+      storage = CatalogStorageFormat.empty,
+      schema = new StructType().add("a", "int").add("b", "string"),
+      viewText = Some("SELECT a, b FROM t"))
+    val child: LogicalPlan = View(desc, isTempView = false, LocalRelation($"a".int, $"b".string))
+    PermanentViewMarker(child, desc)
+  }
+
+  test("new instance canonicalizes to the same plan as the original") {
+    // PermanentViewMarker is a MultiInstanceRelation, so the analyzer may replace an occurrence
+    // with newInstance() whenever the same relation appears twice in one plan. A new instance has
+    // to keep sameResult with the original, otherwise CacheManager stops recognising it and the
+    // view is read from its sources again.
+    val marker = newMarker()
+    assert(marker.newInstance().canonicalized == marker.canonicalized)
+  }
+
+  test("nested new instances canonicalize to the same plan as the original") {
+    // newInstance() wraps the child in a Project, so calling it on a plan that is already a new
+    // instance nests one Project inside another. Canonicalization has to see through every layer,
+    // not just the first one.
+    val marker = newMarker()
+    val once = marker.newInstance().asInstanceOf[PermanentViewMarker]
+    assert(once.newInstance().canonicalized == marker.canonicalized)
+  }
+
+  test("a marker over a plan that is not a View canonicalizes to the same plan") {
+    // RuleApplyPermanentViewMarker also wraps the plan of every SubqueryExpression found inside
+    // a view, and that plan is not a View. Canonicalization has to cover those markers too.
+    val desc = CatalogTable(
+      identifier = TableIdentifier("v", Some("default")),
+      tableType = CatalogTableType.VIEW,
+      storage = CatalogStorageFormat.empty,
+      schema = new StructType().add("a", "int").add("b", "string"),
+      viewText = Some("SELECT a, b FROM t WHERE a IN (SELECT a FROM s)"))
+    val subqueryPlan: LogicalPlan =
+      Project(Seq($"a".int, $"b".string), LocalRelation($"a".int, $"b".string))
+    val marker = PermanentViewMarker(subqueryPlan, desc)
+    assert(marker.newInstance().canonicalized == marker.canonicalized)
+  }
+}