diff --git a/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/analysis/Analyzer.scala b/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/analysis/Analyzer.scala
index 9518b3d4f29b2..7e0f664d33b49 100644
--- a/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/analysis/Analyzer.scala
+++ b/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/analysis/Analyzer.scala
@@ -988,9 +988,19 @@ class Analyzer(override val catalogManager: CatalogManager)
   object AddMetadataColumns extends Rule[LogicalPlan] {
     import org.apache.spark.sql.catalyst.util._
 
+    private def getMetadataAttributes(plan: LogicalPlan): Seq[Attribute] = {
+      lazy val childMetadataOutput = plan.children.flatMap(_.metadataOutput)
+      plan.expressions.collect {
+        case a: Attribute if a.isMetadataCol => a
+        case a: Attribute if childMetadataOutput.exists(_.exprId == a.exprId) =>
+          childMetadataOutput.find(_.exprId == a.exprId).get
+      }
+    }
+
     private def hasMetadataCol(plan: LogicalPlan): Boolean = {
+      lazy val childMetadataOutput = plan.children.flatMap(_.metadataOutput)
       plan.expressions.exists(_.find {
-        case a: Attribute => a.isMetadataCol
+        case a: Attribute => a.isMetadataCol || childMetadataOutput.exists(_.exprId == a.exprId)
         case _ => false
       }.isDefined)
     }
@@ -1006,7 +1016,7 @@ class Analyzer(override val catalogManager: CatalogManager)
     def apply(plan: LogicalPlan): LogicalPlan = plan resolveOperatorsUp {
       case node if node.children.nonEmpty && node.resolved && hasMetadataCol(node) =>
         val inputAttrs = AttributeSet(node.children.flatMap(_.output))
-        val metaCols = node.expressions.flatMap(_.collect {
+        val metaCols = getMetadataAttributes(node).flatMap(_.collect {
           case a: Attribute if a.isMetadataCol && !inputAttrs.contains(a) => a
         })
         if (metaCols.isEmpty) {
diff --git a/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/plans/logical/AnalysisHelper.scala b/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/plans/logical/AnalysisHelper.scala
index 54b01416381c6..629b39afb04e7 100644
--- a/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/plans/logical/AnalysisHelper.scala
+++ b/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/plans/logical/AnalysisHelper.scala
@@ -85,7 +85,7 @@ trait AnalysisHelper extends QueryPlan[LogicalPlan] { self: LogicalPlan =>
     if (!analyzed) {
       AnalysisHelper.allowInvokingTransformsInAnalyzer {
         val afterRuleOnChildren = mapChildren(_.resolveOperatorsUp(rule))
-        if (self fastEquals afterRuleOnChildren) {
+        val newNode = if (self fastEquals afterRuleOnChildren) {
           CurrentOrigin.withOrigin(origin) {
             rule.applyOrElse(self, identity[LogicalPlan])
           }
@@ -94,6 +94,8 @@ trait AnalysisHelper extends QueryPlan[LogicalPlan] { self: LogicalPlan =>
             rule.applyOrElse(afterRuleOnChildren, identity[LogicalPlan])
           }
         }
+        newNode.copyTagsFrom(this)
+        newNode
       }
     } else {
       self
diff --git a/sql/core/src/test/scala/org/apache/spark/sql/DataFrameJoinSuite.scala b/sql/core/src/test/scala/org/apache/spark/sql/DataFrameJoinSuite.scala
index c2555a1991414..a803fa88ed313 100644
--- a/sql/core/src/test/scala/org/apache/spark/sql/DataFrameJoinSuite.scala
+++ b/sql/core/src/test/scala/org/apache/spark/sql/DataFrameJoinSuite.scala
@@ -477,4 +477,26 @@ class DataFrameJoinSuite extends QueryTest
 
     checkAnswer(df3.except(df4), Row(10, 50, 2, Row(10, 50, 2)))
   }
+
+  test("SPARK-34527: Resolve common columns from USING JOIN") {
+    val joinDf = testData2.as("testData2").join(
+      testData3.as("testData3"), usingColumns = Seq("a"), joinType = "fullouter")
+    val dfQuery = joinDf.select(
+      $"a", $"testData2.a", $"testData2.b", $"testData3.a", $"testData3.b")
+    val dfQuery2 = joinDf.select(
+      $"a", testData2.col("a"), testData2.col("b"), testData3.col("a"), testData3.col("b"))
+
+    Seq(dfQuery, dfQuery2).map { query =>
+      checkAnswer(query,
+        Seq(
+          Row(1, 1, 1, 1, null),
+          Row(1, 1, 2, 1, null),
+          Row(2, 2, 1, 2, 2),
+          Row(2, 2, 2, 2, 2),
+          Row(3, 3, 1, null, null),
+          Row(3, 3, 2, null, null)
+        )
+      )
+    }
+  }
 }