diff --git a/sql-plugin/src/main/scala/com/nvidia/spark/rapids/GpuParquetScan.scala b/sql-plugin/src/main/scala/com/nvidia/spark/rapids/GpuParquetScan.scala
index c7ab100ecc9..cdecc8050d6 100644
--- a/sql-plugin/src/main/scala/com/nvidia/spark/rapids/GpuParquetScan.scala
+++ b/sql-plugin/src/main/scala/com/nvidia/spark/rapids/GpuParquetScan.scala
@@ -36,7 +36,7 @@ import com.nvidia.spark.rapids.ParquetPartitionReader.CopyRange
 import com.nvidia.spark.rapids.RapidsConf.ParquetFooterReaderType
 import com.nvidia.spark.rapids.RapidsPluginImplicits._
 import com.nvidia.spark.rapids.jni.ParquetFooter
-import com.nvidia.spark.rapids.shims.{ParquetFieldIdShims, SparkShimImpl}
+import com.nvidia.spark.rapids.shims.{GpuTypeShims, ParquetFieldIdShims, SparkShimImpl}
 import java.util
 import org.apache.commons.io.output.{CountingOutputStream, NullOutputStream}
 import org.apache.hadoop.conf.Configuration
@@ -784,9 +784,10 @@ private case class GpuParquetFileFilterHandler(@transient sqlConf: SQLConf) exte
       case PrimitiveTypeName.BOOLEAN if dt == DataTypes.BooleanType =>
         return
 
-      // TODO: add YearMonthIntervalType
       case PrimitiveTypeName.INT32 =>
-        if (dt == DataTypes.IntegerType || canReadAsIntDecimal(pt, dt)) {
+        if (dt == DataTypes.IntegerType || GpuTypeShims.isSupportedYearMonthType(dt)
+            || canReadAsIntDecimal(pt, dt)) {
+          // Year-month interval type is stored as int32 in parquet
           return
         }
         // TODO: After we deprecate Spark 3.1, replace OriginalType with LogicalTypeAnnotation
@@ -797,9 +798,10 @@ private case class GpuParquetFileFilterHandler(@transient sqlConf: SQLConf) exte
            return
          }
 
-      // TODO: add DayTimeIntervalType
       case PrimitiveTypeName.INT64 =>
-        if (dt == DataTypes.LongType || canReadAsLongDecimal(pt, dt)) {
+        if (dt == DataTypes.LongType || GpuTypeShims.isSupportedDayTimeType(dt) ||
+            // Day-time interval type is stored as int64 in parquet
+            canReadAsLongDecimal(pt, dt)) {
           return
         }
         // TODO: After we deprecate Spark 3.1, replace OriginalType with LogicalTypeAnnotation
diff --git a/tests/src/test/330/scala/com/nvidia/spark/rapids/IntervalSuite.scala b/tests/src/test/330/scala/com/nvidia/spark/rapids/IntervalSuite.scala
index cddc26f1ce1..7d5d3e787ed 100644
--- a/tests/src/test/330/scala/com/nvidia/spark/rapids/IntervalSuite.scala
+++ b/tests/src/test/330/scala/com/nvidia/spark/rapids/IntervalSuite.scala
@@ -68,8 +68,6 @@ class IntervalSuite extends SparkQueryCompareTestSuite {
   }
 
   test("test GPU cache interval when reading/writing parquet") {
-    // temporarily skip the test on Spark 3.3.0-https://github.com/NVIDIA/spark-rapids/issues/5497
-    assumePriorToSpark330
     setPCBS()
 
     val tempFile = File.createTempFile("pcbs", ".parquet")
@@ -91,8 +89,6 @@ class IntervalSuite extends SparkQueryCompareTestSuite {
 
   // CPU write a parquet, then test the reading between CPU and GPU
   test("test ANSI interval read") {
-    // temporarily skip the test on Spark 3.3.0-https://github.com/NVIDIA/spark-rapids/issues/5497
-    assumePriorToSpark330
     val tmpFile = File.createTempFile("interval", ".parquet")
     try {
       withCpuSparkSession(spark => getDF(spark).coalesce(1)
@@ -109,8 +105,6 @@ class IntervalSuite extends SparkQueryCompareTestSuite {
 
   // GPU write a parquet, then test the reading between CPU and GPU
   test("test ANSI interval write") {
-    // temporarily skip the test on Spark 3.3.0-https://github.com/NVIDIA/spark-rapids/issues/5497
-    assumePriorToSpark330
     val tmpFile = File.createTempFile("interval", ".parquet")
     try {
       withGpuSparkSession(spark => getDF(spark).coalesce(1)