diff --git a/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/Canonicalize.scala b/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/Canonicalize.scala
index 4d218b936b3a2..a8031086d82f7 100644
--- a/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/Canonicalize.scala
+++ b/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/Canonicalize.scala
@@ -27,6 +27,7 @@ package org.apache.spark.sql.catalyst.expressions
  * The following rules are applied:
  *  - Names and nullability hints for [[org.apache.spark.sql.types.DataType]]s are stripped.
  *  - Names for [[GetStructField]] are stripped.
+ *  - TimeZoneId for [[Cast]] and [[AnsiCast]] are stripped if `needsTimeZone` is false.
  *  - Commutative and associative operations ([[Add]] and [[Multiply]]) have their children ordered
  *    by `hashCode`.
  *  - [[EqualTo]] and [[EqualNullSafe]] are reordered by `hashCode`.
@@ -35,7 +36,7 @@ package org.apache.spark.sql.catalyst.expressions
  */
 object Canonicalize {
   def execute(e: Expression): Expression = {
-    expressionReorder(ignoreNamesTypes(e))
+    expressionReorder(ignoreTimeZone(ignoreNamesTypes(e)))
   }
 
   /** Remove names and nullability from types, and names from `GetStructField`. */
@@ -46,6 +47,13 @@ object Canonicalize {
     case _ => e
   }
 
+  /** Remove TimeZoneId for Cast if needsTimeZone return false. */
+  private[expressions] def ignoreTimeZone(e: Expression): Expression = e match {
+    case c: CastBase if c.timeZoneId.nonEmpty && !c.needsTimeZone =>
+      c.withTimeZone(null)
+    case _ => e
+  }
+
   /** Collects adjacent commutative operations. */
   private def gatherCommutative(
       e: Expression,
diff --git a/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/Cast.scala b/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/Cast.scala
index 8d82956cc6f74..fa615d71a61a0 100644
--- a/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/Cast.scala
+++ b/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/Cast.scala
@@ -279,7 +279,7 @@ abstract class CastBase extends UnaryExpression with TimeZoneAwareExpression wit
   override lazy val resolved: Boolean =
     childrenResolved && checkInputDataTypes().isSuccess && (!needsTimeZone || timeZoneId.isDefined)
 
-  private[this] def needsTimeZone: Boolean = Cast.needsTimeZone(child.dataType, dataType)
+  def needsTimeZone: Boolean = Cast.needsTimeZone(child.dataType, dataType)
 
   // [[func]] assumes the input is no longer null because eval already does the null check.
   @inline private[this] def buildCast[T](a: Any, func: T => Any): Any = func(a.asInstanceOf[T])
@@ -1708,6 +1708,7 @@ abstract class CastBase extends UnaryExpression with TimeZoneAwareExpression wit
   """)
 case class Cast(child: Expression, dataType: DataType, timeZoneId: Option[String] = None)
   extends CastBase {
+
   override def withTimeZone(timeZoneId: String): TimeZoneAwareExpression =
     copy(timeZoneId = Option(timeZoneId))
 
@@ -1724,6 +1725,7 @@ case class Cast(child: Expression, dataType: DataType, timeZoneId: Option[String
  */
 case class AnsiCast(child: Expression, dataType: DataType, timeZoneId: Option[String] = None)
   extends CastBase {
+
   override def withTimeZone(timeZoneId: String): TimeZoneAwareExpression =
     copy(timeZoneId = Option(timeZoneId))
 
diff --git a/sql/catalyst/src/test/scala/org/apache/spark/sql/catalyst/expressions/CanonicalizeSuite.scala b/sql/catalyst/src/test/scala/org/apache/spark/sql/catalyst/expressions/CanonicalizeSuite.scala
index dd719437d618d..a043b4cbed1f1 100644
--- a/sql/catalyst/src/test/scala/org/apache/spark/sql/catalyst/expressions/CanonicalizeSuite.scala
+++ b/sql/catalyst/src/test/scala/org/apache/spark/sql/catalyst/expressions/CanonicalizeSuite.scala
@@ -17,10 +17,12 @@
 
 package org.apache.spark.sql.catalyst.expressions
 
+import java.util.TimeZone
+
 import org.apache.spark.SparkFunSuite
 import org.apache.spark.sql.catalyst.dsl.plans._
 import org.apache.spark.sql.catalyst.plans.logical.Range
-import org.apache.spark.sql.types.{IntegerType, StructField, StructType}
+import org.apache.spark.sql.types.{IntegerType, LongType, StructField, StructType}
 
 class CanonicalizeSuite extends SparkFunSuite {
 
@@ -86,4 +88,11 @@ class CanonicalizeSuite extends SparkFunSuite {
     val subExpr = Subtract(range.output.head, Literal(1))
     assert(addExpr.canonicalized.hashCode() != subExpr.canonicalized.hashCode())
   }
+
+  test("SPARK-31515: Canonicalize Cast should consider the value of needTimeZone") {
+    val literal = Literal(1)
+    val cast = Cast(literal, LongType)
+    val castWithTimeZoneId = Cast(literal, LongType, Some(TimeZone.getDefault.getID))
+    assert(castWithTimeZoneId.semanticEquals(cast))
+  }
 }