diff --git a/hudi-client/hudi-spark-client/src/main/java/org/apache/hudi/io/storage/HoodieSparkFileReaderFactory.java b/hudi-client/hudi-spark-client/src/main/java/org/apache/hudi/io/storage/HoodieSparkFileReaderFactory.java
index 578a63b194b14..6c94c1c54d71d 100644
--- a/hudi-client/hudi-spark-client/src/main/java/org/apache/hudi/io/storage/HoodieSparkFileReaderFactory.java
+++ b/hudi-client/hudi-spark-client/src/main/java/org/apache/hudi/io/storage/HoodieSparkFileReaderFactory.java
@@ -33,6 +33,8 @@ protected HoodieFileReader newParquetFileReader(Configuration conf, Path path) {
     conf.setIfUnset(SQLConf.PARQUET_BINARY_AS_STRING().key(), SQLConf.PARQUET_BINARY_AS_STRING().defaultValueString());
     conf.setIfUnset(SQLConf.PARQUET_INT96_AS_TIMESTAMP().key(), SQLConf.PARQUET_INT96_AS_TIMESTAMP().defaultValueString());
     conf.setIfUnset(SQLConf.CASE_SENSITIVE().key(), SQLConf.CASE_SENSITIVE().defaultValueString());
+    // Using string value of this conf to preserve compatibility across spark versions.
+    conf.setIfUnset("spark.sql.legacy.parquet.nanosAsLong", "false");
     return new HoodieSparkParquetReader(conf, path);
   }
 
diff --git a/hudi-client/hudi-spark-client/src/main/scala/org/apache/hudi/HoodieSparkUtils.scala b/hudi-client/hudi-spark-client/src/main/scala/org/apache/hudi/HoodieSparkUtils.scala
index 290b232598cc6..f5e48f948fc37 100644
--- a/hudi-client/hudi-spark-client/src/main/scala/org/apache/hudi/HoodieSparkUtils.scala
+++ b/hudi-client/hudi-spark-client/src/main/scala/org/apache/hudi/HoodieSparkUtils.scala
@@ -58,6 +58,7 @@ private[hudi] trait SparkVersionsSupport {
   def gteqSpark3_2_1: Boolean = getSparkVersion >= "3.2.1"
   def gteqSpark3_2_2: Boolean = getSparkVersion >= "3.2.2"
   def gteqSpark3_3: Boolean = getSparkVersion >= "3.3"
+  def gteqSpark3_3_2: Boolean = getSparkVersion >= "3.3.2"
 }
 
 object HoodieSparkUtils extends SparkAdapterSupport with SparkVersionsSupport with Logging {
diff --git a/hudi-spark-datasource/hudi-spark-common/src/main/scala/org/apache/hudi/BaseFileOnlyRelation.scala b/hudi-spark-datasource/hudi-spark-common/src/main/scala/org/apache/hudi/BaseFileOnlyRelation.scala
index 1ab2a23cd04bc..d2832362ba9cd 100644
--- a/hudi-spark-datasource/hudi-spark-common/src/main/scala/org/apache/hudi/BaseFileOnlyRelation.scala
+++ b/hudi-spark-datasource/hudi-spark-common/src/main/scala/org/apache/hudi/BaseFileOnlyRelation.scala
@@ -75,7 +75,10 @@ case class BaseFileOnlyRelation(override val sqlContext: SQLContext,
 
   override def imbueConfigs(sqlContext: SQLContext): Unit = {
     super.imbueConfigs(sqlContext)
-    sqlContext.sparkSession.sessionState.conf.setConfString("spark.sql.parquet.enableVectorizedReader", "true")
+    // TODO Issue with setting this to true in spark 332
+    if (!HoodieSparkUtils.gteqSpark3_3_2) {
+      sqlContext.sparkSession.sessionState.conf.setConfString("spark.sql.parquet.enableVectorizedReader", "true")
+    }
   }
 
   protected override def composeRDD(fileSplits: Seq[HoodieBaseFileSplit],
diff --git a/hudi-spark-datasource/hudi-spark3.2plus-common/src/main/scala/org/apache/spark/sql/execution/datasources/parquet/Spark32PlusHoodieParquetFileFormat.scala b/hudi-spark-datasource/hudi-spark3.2plus-common/src/main/scala/org/apache/spark/sql/execution/datasources/parquet/Spark32PlusHoodieParquetFileFormat.scala
index 112f55cfc16a7..5026809fb42ad 100644
--- a/hudi-spark-datasource/hudi-spark3.2plus-common/src/main/scala/org/apache/spark/sql/execution/datasources/parquet/Spark32PlusHoodieParquetFileFormat.scala
+++ b/hudi-spark-datasource/hudi-spark3.2plus-common/src/main/scala/org/apache/spark/sql/execution/datasources/parquet/Spark32PlusHoodieParquetFileFormat.scala
@@ -95,7 +95,11 @@ class Spark32PlusHoodieParquetFileFormat(private val shouldAppendPartitionValues
     hadoopConf.setBoolean(
       SQLConf.PARQUET_INT96_AS_TIMESTAMP.key,
       sparkSession.sessionState.conf.isParquetINT96AsTimestamp)
-
+    // Using string value of this conf to preserve compatibility across spark versions.
+    hadoopConf.setBoolean(
+      "spark.sql.legacy.parquet.nanosAsLong",
+      sparkSession.sessionState.conf.getConfString("spark.sql.legacy.parquet.nanosAsLong", "false").toBoolean
+    )
     val internalSchemaStr = hadoopConf.get(SparkInternalSchemaConverter.HOODIE_QUERY_SCHEMA)
     // For Spark DataSource v1, there's no Physical Plan projection/schema pruning w/in Spark itself,
     // therefore it's safe to do schema projection here
diff --git a/pom.xml b/pom.xml
index 015ba78b29f75..ab52bdf35f529 100644
--- a/pom.xml
+++ b/pom.xml
@@ -2213,6 +2213,7 @@
         <spark3.version>${spark33.version}</spark3.version>
         <spark.version>${spark3.version}</spark.version>
         <sparkbundle.version>3</sparkbundle.version>
+        <scala12.version>2.12.15</scala12.version>
         <scala.version>${scala12.version}</scala.version>
         <scala.binary.version>2.12</scala.binary.version>
         <hudi.spark.module>hudi-spark3.3.x</hudi.spark.module>
@@ -2337,6 +2338,7 @@
         <spark3.version>${spark33.version}</spark3.version>
         <spark.version>${spark3.version}</spark.version>
         <sparkbundle.version>3.3</sparkbundle.version>
+        <scala12.version>2.12.15</scala12.version>
         <scala.version>${scala12.version}</scala.version>
         <scala.binary.version>2.12</scala.binary.version>
         <hudi.spark.module>hudi-spark3.3.x</hudi.spark.module>