diff --git a/native/spark-expr/src/datetime_funcs/extract_date_part.rs b/native/spark-expr/src/datetime_funcs/extract_date_part.rs
index acb7d2266e..20c26c781a 100644
--- a/native/spark-expr/src/datetime_funcs/extract_date_part.rs
+++ b/native/spark-expr/src/datetime_funcs/extract_date_part.rs
@@ -15,7 +15,6 @@
 // specific language governing permissions and limitations
 // under the License.
 
-use crate::utils::array_with_timezone;
 use arrow::compute::{date_part, DatePart};
 use arrow::datatypes::{DataType, TimeUnit::Microsecond};
 use datafusion::common::{internal_datafusion_err, DataFusionError};
@@ -24,6 +23,8 @@ use datafusion::logical_expr::{
 };
 use std::{any::Any, fmt::Debug};
 
+use crate::utils::array_with_timezone;
+
 macro_rules! extract_date_part {
     ($struct_name:ident, $fn_name:expr, $date_part_variant:ident) => {
         #[derive(Debug, PartialEq, Eq, Hash)]
@@ -75,14 +76,39 @@ macro_rules! extract_date_part {
 
                 match args {
                     [ColumnarValue::Array(array)] => {
-                        let array = array_with_timezone(
-                            array,
-                            self.timezone.clone(),
-                            Some(&DataType::Timestamp(
-                                Microsecond,
-                                Some(self.timezone.clone().into()),
-                            )),
-                        )?;
+                        // First, normalize dictionary-encoded arrays (common in Parquet/Iceberg)
+                        let array = match array.data_type() {
+                            DataType::Dictionary(_, value_type) => {
+                                // Cast dictionary to the underlying timestamp type
+                                arrow::compute::cast(&array, value_type.as_ref())
+                                    .map_err(|e| DataFusionError::Execution(e.to_string()))?
+                            }
+                            _ => array.clone(),
+                        };
+
+                        // Then handle timezone conversion based on timestamp type
+                        let array = match array.data_type() {
+                            // TimestampNTZ → DO NOT apply timezone conversion
+                            DataType::Timestamp(_, None) => array,
+
+                            // Timestamp with timezone → convert from UTC to session timezone
+                            DataType::Timestamp(_, Some(_)) => array_with_timezone(
+                                array,
+                                self.timezone.clone(),
+                                Some(&DataType::Timestamp(
+                                    Microsecond,
+                                    Some(self.timezone.clone().into()),
+                                )),
+                            )?,
+
+                            other => {
+                                return Err(DataFusionError::Execution(format!(
+                                    "extract_date_part expects a Timestamp input, got {:?}",
+                                    other
+                                )));
+                            }
+                        };
+
                         let result = date_part(&array, DatePart::$date_part_variant)?;
                         Ok(ColumnarValue::Array(result))
                     }
diff --git a/spark/src/main/scala/org/apache/comet/serde/datetime.scala b/spark/src/main/scala/org/apache/comet/serde/datetime.scala
index d36b6a3b40..1afc8b4ba8 100644
--- a/spark/src/main/scala/org/apache/comet/serde/datetime.scala
+++ b/spark/src/main/scala/org/apache/comet/serde/datetime.scala
@@ -177,6 +177,8 @@ object CometQuarter extends CometExpressionSerde[Quarter] with CometExprGetDateF
 }
 
 object CometHour extends CometExpressionSerde[Hour] {
+  override def getSupportLevel(expr: Hour): SupportLevel = Compatible()
+
   override def convert(
       expr: Hour,
       inputs: Seq[Attribute],
@@ -203,6 +205,8 @@ object CometHour extends CometExpressionSerde[Hour] {
 }
 
 object CometMinute extends CometExpressionSerde[Minute] {
+  override def getSupportLevel(expr: Minute): SupportLevel = Compatible()
+
   override def convert(
       expr: Minute,
       inputs: Seq[Attribute],
@@ -229,6 +233,8 @@ object CometMinute extends CometExpressionSerde[Minute] {
 }
 
 object CometSecond extends CometExpressionSerde[Second] {
+  override def getSupportLevel(expr: Second): SupportLevel = Compatible()
+
   override def convert(
       expr: Second,
       inputs: Seq[Attribute],
diff --git a/spark/src/test/scala/org/apache/comet/CometTemporalExpressionSuite.scala b/spark/src/test/scala/org/apache/comet/CometTemporalExpressionSuite.scala
index 1ae6926e05..d2e31dfd1d 100644
--- a/spark/src/test/scala/org/apache/comet/CometTemporalExpressionSuite.scala
+++ b/spark/src/test/scala/org/apache/comet/CometTemporalExpressionSuite.scala
@@ -395,4 +395,30 @@ class CometTemporalExpressionSuite extends CometTestBase with AdaptiveSparkPlanH
     // Test null handling
     checkSparkAnswerAndOperator("SELECT unix_date(NULL)")
   }
+
+  test("hour/minute/second with TimestampNTZ in non-UTC timezone") {
+    // Regression test for issue #3180
+    // TimestampNTZ stores local time without timezone information
+    // hour/minute/second should extract directly from local time without timezone conversion
+    val schema = StructType(Seq(StructField("ts_ntz", DataTypes.TimestampNTZType, true)))
+
+    // Create test data with known TimestampNTZ values
+    val data = Seq(
+      Row(java.time.LocalDateTime.of(2024, 1, 15, 10, 30, 45)), // 10:30:45
+      Row(java.time.LocalDateTime.of(2024, 6, 20, 14, 15, 20)), // 14:15:20
+      Row(java.time.LocalDateTime.of(2024, 12, 31, 23, 59, 59)), // 23:59:59
+      Row(null))
+
+    val df = spark.createDataFrame(spark.sparkContext.parallelize(data), schema)
+    df.createOrReplaceTempView("timestamp_ntz_tbl")
+
+    // Test in multiple timezones - results should be the same since TimestampNTZ has no timezone
+    for (timezone <- Seq("UTC", "America/Los_Angeles", "Asia/Tokyo")) {
+      withSQLConf(SQLConf.SESSION_LOCAL_TIMEZONE.key -> timezone) {
+        // hour() should return the hour from local time directly
+        checkSparkAnswerAndOperator(
+          "SELECT ts_ntz, hour(ts_ntz), minute(ts_ntz), second(ts_ntz) FROM timestamp_ntz_tbl ORDER BY ts_ntz")
+      }
+    }
+  }
 }