diff --git a/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/analysis/ResolveHints.scala b/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/analysis/ResolveHints.scala
index 120842b0c4a07..6de01f555563c 100644
--- a/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/analysis/ResolveHints.scala
+++ b/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/analysis/ResolveHints.scala
@@ -22,7 +22,7 @@ import java.util.Locale
 import scala.collection.mutable
 
 import org.apache.spark.sql.AnalysisException
-import org.apache.spark.sql.catalyst.expressions.{Ascending, Expression, IntegerLiteral, SortOrder}
+import org.apache.spark.sql.catalyst.expressions.{Ascending, Expression, IntegerLiteral, SortOrder, SubqueryExpression}
 import org.apache.spark.sql.catalyst.plans.logical._
 import org.apache.spark.sql.catalyst.rules.Rule
 import org.apache.spark.sql.catalyst.trees.CurrentOrigin
@@ -165,6 +165,24 @@ object ResolveHints {
           hintErrorHandler.hintRelationsNotFound(h.name, h.parameters, unmatchedIdents)
           applied
         }
+      case With(child, relations) => resolveCTEHint(child,
+        relations.foldLeft(Seq.empty[(String, LogicalPlan)]) {
+        case (resolved, (name, relation)) =>
+          resolved :+ name -> apply(resolveCTEHint(relation, resolved))
+      })
+    }
+
+    def resolveCTEHint(plan: LogicalPlan, cteRelations: Seq[(String, LogicalPlan)]): LogicalPlan = {
+      plan resolveOperatorsDown {
+        case u: UnresolvedRelation =>
+          cteRelations.find(x => resolver(x._1, u.tableName)).map(_._2).getOrElse(u)
+        case other =>
+          // This cannot be done in ResolveSubquery because ResolveSubquery does not know the CTE.
+          other transformExpressions {
+            case e: SubqueryExpression =>
+              e.withNewPlan(resolveCTEHint(e.plan, cteRelations))
+          }
+      }
     }
   }
 
diff --git a/sql/hive/src/test/scala/org/apache/spark/sql/hive/execution/SQLQuerySuite.scala b/sql/hive/src/test/scala/org/apache/spark/sql/hive/execution/SQLQuerySuite.scala
index 920f6385f8e19..faa582d40382b 100644
--- a/sql/hive/src/test/scala/org/apache/spark/sql/hive/execution/SQLQuerySuite.scala
+++ b/sql/hive/src/test/scala/org/apache/spark/sql/hive/execution/SQLQuerySuite.scala
@@ -2558,6 +2558,14 @@ abstract class SQLQuerySuiteBase extends QueryTest with SQLTestUtils with TestHi
       }
     }
   }
+
+  test("SPARK-32347: cte hint should be resolved in Hints batch rule") {
+    withTempView("t") {
+      sql("create temporary view t as select 1 as id")
+      sql("with cte as (select /*+ BROADCAST(id) */ id from t) select id from cte")
+      sql("with cte as (select /*+ COALESCE(3) */ id from t) select id from cte")
+    }
+  }
 }
 
 @SlowHiveTest