diff --git a/src/common/grpc-expr/src/delete.rs b/src/common/grpc-expr/src/delete.rs
index 3ebe16a7a0..cd228857ed 100644
--- a/src/common/grpc-expr/src/delete.rs
+++ b/src/common/grpc-expr/src/delete.rs
@@ -16,7 +16,6 @@ use std::collections::HashMap;
 
 use api::helper::ColumnDataTypeWrapper;
 use api::v1::{Column, DeleteRequest as GrpcDeleteRequest};
-use datatypes::data_type::DataType;
 use datatypes::prelude::ConcreteDataType;
 use snafu::{ensure, ResultExt};
 use table::requests::DeleteRequest;
@@ -41,14 +40,11 @@ pub fn to_table_delete_request(request: GrpcDeleteRequest) -> Result<DeleteReque
         let datatype: ConcreteDataType = ColumnDataTypeWrapper::try_new(datatype)
             .context(ColumnDataTypeSnafu)?
             .into();
-
-        let vector_builder = &mut datatype.create_mutable_vector(row_count);
-
-        add_values_to_builder(vector_builder, values, row_count, null_mask)?;
+        let vector = add_values_to_builder(datatype, values, row_count, null_mask)?;
 
         ensure!(
             key_column_values
-                .insert(column_name.clone(), vector_builder.to_vector())
+                .insert(column_name.clone(), vector)
                 .is_none(),
             IllegalDeleteRequestSnafu {
                 reason: format!("Duplicated column '{column_name}' in delete request.")
diff --git a/src/common/grpc-expr/src/insert.rs b/src/common/grpc-expr/src/insert.rs
index 224cda7ce8..c98d3a2182 100644
--- a/src/common/grpc-expr/src/insert.rs
+++ b/src/common/grpc-expr/src/insert.rs
@@ -13,6 +13,7 @@
 // limitations under the License.
 
 use std::collections::{HashMap, HashSet};
+use std::sync::Arc;
 
 use api::helper::ColumnDataTypeWrapper;
 use api::v1::column::{SemanticType, Values};
@@ -25,10 +26,16 @@ use common_time::timestamp::Timestamp;
 use common_time::{Date, DateTime};
 use datatypes::data_type::{ConcreteDataType, DataType};
 use datatypes::prelude::{ValueRef, VectorRef};
+use datatypes::scalars::ScalarVector;
 use datatypes::schema::SchemaRef;
-use datatypes::types::TimestampType;
+use datatypes::types::{Int16Type, Int8Type, TimestampType, UInt16Type, UInt8Type};
 use datatypes::value::Value;
-use datatypes::vectors::MutableVector;
+use datatypes::vectors::{
+    BinaryVector, BooleanVector, DateTimeVector, DateVector, Float32Vector, Float64Vector,
+    Int32Vector, Int64Vector, PrimitiveVector, StringVector, TimestampMicrosecondVector,
+    TimestampMillisecondVector, TimestampNanosecondVector, TimestampSecondVector, UInt32Vector,
+    UInt64Vector,
+};
 use snafu::{ensure, OptionExt, ResultExt};
 use table::metadata::TableId;
 use table::requests::InsertRequest;
@@ -287,15 +294,10 @@ pub fn to_table_insert_request(
         let datatype: ConcreteDataType = ColumnDataTypeWrapper::try_new(datatype)
             .context(ColumnDataTypeSnafu)?
             .into();
-
-        let vector_builder = &mut datatype.create_mutable_vector(row_count);
-
-        add_values_to_builder(vector_builder, values, row_count, null_mask)?;
+        let vector = add_values_to_builder(datatype, values, row_count, null_mask)?;
 
         ensure!(
-            columns_values
-                .insert(column_name.clone(), vector_builder.to_vector())
-                .is_none(),
+            columns_values.insert(column_name.clone(), vector).is_none(),
             ColumnAlreadyExistsSnafu {
                 column: column_name
             }
@@ -312,28 +314,16 @@ pub fn to_table_insert_request(
 }
 
 pub(crate) fn add_values_to_builder(
-    builder: &mut Box<dyn MutableVector>,
+    data_type: ConcreteDataType,
     values: Values,
     row_count: usize,
     null_mask: Vec<u8>,
-) -> Result<()> {
-    let data_type = builder.data_type();
-    let values = convert_values(&data_type, values);
-
+) -> Result<VectorRef> {
     if null_mask.is_empty() {
-        ensure!(
-            values.len() == row_count,
-            UnexpectedValuesLengthSnafu {
-                reason: "If null_mask is empty, the length of values must be equal to row_count."
-            }
-        );
-
-        values.iter().try_for_each(|value| {
-            builder
-                .try_push_value_ref(value.as_value_ref())
-                .context(CreateVectorSnafu)
-        })?;
+        Ok(values_to_vector(&data_type, values))
     } else {
+        let builder = &mut data_type.create_mutable_vector(row_count);
+        let values = convert_values(&data_type, values);
         let null_mask = BitVec::from_vec(null_mask);
         ensure!(
             null_mask.count_ones() + values.len() == row_count,
@@ -354,8 +344,53 @@ pub(crate) fn add_values_to_builder(
                 }
             }
         }
+        Ok(builder.to_vector())
+    }
+}
+
+fn values_to_vector(data_type: &ConcreteDataType, values: Values) -> VectorRef {
+    match data_type {
+        ConcreteDataType::Boolean(_) => Arc::new(BooleanVector::from(values.bool_values)),
+        ConcreteDataType::Int8(_) => Arc::new(PrimitiveVector::<Int8Type>::from_iter_values(
+            values.i8_values.into_iter().map(|x| x as i8),
+        )),
+        ConcreteDataType::Int16(_) => Arc::new(PrimitiveVector::<Int16Type>::from_iter_values(
+            values.i16_values.into_iter().map(|x| x as i16),
+        )),
+        ConcreteDataType::Int32(_) => Arc::new(Int32Vector::from_vec(values.i32_values)),
+        ConcreteDataType::Int64(_) => Arc::new(Int64Vector::from_vec(values.i64_values)),
+        ConcreteDataType::UInt8(_) => Arc::new(PrimitiveVector::<UInt8Type>::from_iter_values(
+            values.u8_values.into_iter().map(|x| x as u8),
+        )),
+        ConcreteDataType::UInt16(_) => Arc::new(PrimitiveVector::<UInt16Type>::from_iter_values(
+            values.u16_values.into_iter().map(|x| x as u16),
+        )),
+        ConcreteDataType::UInt32(_) => Arc::new(UInt32Vector::from_vec(values.u32_values)),
+        ConcreteDataType::UInt64(_) => Arc::new(UInt64Vector::from_vec(values.u64_values)),
+        ConcreteDataType::Float32(_) => Arc::new(Float32Vector::from_vec(values.f32_values)),
+        ConcreteDataType::Float64(_) => Arc::new(Float64Vector::from_vec(values.f64_values)),
+        ConcreteDataType::Binary(_) => Arc::new(BinaryVector::from(values.binary_values)),
+        ConcreteDataType::String(_) => Arc::new(StringVector::from_vec(values.string_values)),
+        ConcreteDataType::Date(_) => Arc::new(DateVector::from_vec(values.date_values)),
+        ConcreteDataType::DateTime(_) => Arc::new(DateTimeVector::from_vec(values.datetime_values)),
+        ConcreteDataType::Timestamp(unit) => match unit {
+            TimestampType::Second(_) => {
+                Arc::new(TimestampSecondVector::from_vec(values.ts_second_values))
+            }
+            TimestampType::Millisecond(_) => Arc::new(TimestampMillisecondVector::from_vec(
+                values.ts_millisecond_values,
+            )),
+            TimestampType::Microsecond(_) => Arc::new(TimestampMicrosecondVector::from_vec(
+                values.ts_microsecond_values,
+            )),
+            TimestampType::Nanosecond(_) => Arc::new(TimestampNanosecondVector::from_vec(
+                values.ts_nanosecond_values,
+            )),
+        },
+        ConcreteDataType::Null(_) | ConcreteDataType::List(_) | ConcreteDataType::Dictionary(_) => {
+            unreachable!()
+        }
     }
-    Ok(())
 }
 
 fn convert_values(data_type: &ConcreteDataType, values: Values) -> Vec<Value> {
diff --git a/src/datatypes/src/vectors/binary.rs b/src/datatypes/src/vectors/binary.rs
index 575f930789..5b9ed3b442 100644
--- a/src/datatypes/src/vectors/binary.rs
+++ b/src/datatypes/src/vectors/binary.rs
@@ -113,6 +113,14 @@ impl Vector for BinaryVector {
     }
 }
 
+impl From<Vec<Vec<u8>>> for BinaryVector {
+    fn from(data: Vec<Vec<u8>>) -> Self {
+        Self {
+            array: BinaryArray::from_iter_values(data),
+        }
+    }
+}
+
 impl ScalarVector for BinaryVector {
     type OwnedItem = Vec<u8>;
     type RefItem<'a> = &'a [u8];
diff --git a/src/datatypes/src/vectors/primitive.rs b/src/datatypes/src/vectors/primitive.rs
index 502dd5ee4d..9f16aa332e 100644
--- a/src/datatypes/src/vectors/primitive.rs
+++ b/src/datatypes/src/vectors/primitive.rs
@@ -130,6 +130,12 @@ impl<T: LogicalPrimitiveType> PrimitiveVector<T> {
         }
     }
 
+    pub fn from_iter_values<I: IntoIterator<Item = T::Native>>(iter: I) -> Self {
+        Self {
+            array: PrimitiveArray::from_iter_values(iter),
+        }
+    }
+
     pub fn from_values<I: IntoIterator<Item = T::Native>>(iter: I) -> Self {
         Self {
             array: PrimitiveArray::from_iter_values(iter),