diff --git a/src/common/time/src/date.rs b/src/common/time/src/date.rs
index e9b1d76246c7..b94c483e3081 100644
--- a/src/common/time/src/date.rs
+++ b/src/common/time/src/date.rs
@@ -82,6 +82,10 @@ impl Date {
     pub fn to_chrono_date(&self) -> Option<NaiveDate> {
         NaiveDate::from_num_days_from_ce_opt(UNIX_EPOCH_FROM_CE + self.0)
     }
+
+    pub fn to_secs(&self) -> i64 {
+        (self.0 as i64) * 24 * 3600
+    }
 }
 
 #[cfg(test)]
@@ -132,4 +136,14 @@ mod tests {
         let d: Date = 42.into();
         assert_eq!(42, d.val());
     }
+
+    #[test]
+    fn test_to_secs() {
+        let d = Date::from_str("1970-01-01").unwrap();
+        assert_eq!(d.to_secs(), 0);
+        let d = Date::from_str("1970-01-02").unwrap();
+        assert_eq!(d.to_secs(), 24 * 3600);
+        let d = Date::from_str("1970-01-03").unwrap();
+        assert_eq!(d.to_secs(), 2 * 24 * 3600);
+    }
 }
diff --git a/src/common/time/src/datetime.rs b/src/common/time/src/datetime.rs
index 426d3f106971..05d4884e95f5 100644
--- a/src/common/time/src/datetime.rs
+++ b/src/common/time/src/datetime.rs
@@ -50,6 +50,12 @@ impl From<DateTime> for serde_json::Value {
     }
 }
 
+impl From<NaiveDateTime> for DateTime {
+    fn from(value: NaiveDateTime) -> Self {
+        DateTime::from(value.timestamp())
+    }
+}
+
 impl FromStr for DateTime {
     type Err = Error;
 
@@ -88,7 +94,7 @@ impl DateTime {
     }
 
     pub fn to_chrono_datetime(&self) -> Option<NaiveDateTime> {
-        NaiveDateTime::from_timestamp_millis(self.0)
+        NaiveDateTime::from_timestamp_opt(self.0, 0)
     }
 }
 
diff --git a/src/common/time/src/time.rs b/src/common/time/src/time.rs
index 7400e22c0fe5..8c3aeba8663e 100644
--- a/src/common/time/src/time.rs
+++ b/src/common/time/src/time.rs
@@ -77,6 +77,19 @@ impl Time {
         self.value
     }
 
+    /// Convert a time to given time unit.
+    /// Return `None` if conversion causes overflow.
+    pub fn convert_to(&self, unit: TimeUnit) -> Option<Time> {
+        if self.unit().factor() >= unit.factor() {
+            let mul = self.unit().factor() / unit.factor();
+            let value = self.value.checked_mul(mul as i64)?;
+            Some(Time::new(value, unit))
+        } else {
+            let mul = unit.factor() / self.unit().factor();
+            Some(Time::new(self.value.div_euclid(mul as i64), unit))
+        }
+    }
+
     /// Split a [Time] into seconds part and nanoseconds part.
     /// Notice the seconds part of split result is always rounded down to floor.
     fn split(&self) -> (i64, u32) {
diff --git a/src/common/time/src/timestamp.rs b/src/common/time/src/timestamp.rs
index e3507b385de8..60ba5b0edf9d 100644
--- a/src/common/time/src/timestamp.rs
+++ b/src/common/time/src/timestamp.rs
@@ -20,7 +20,9 @@ use std::str::FromStr;
 use std::time::Duration;
 
 use arrow::datatypes::TimeUnit as ArrowTimeUnit;
-use chrono::{DateTime, LocalResult, NaiveDateTime, TimeZone as ChronoTimeZone, Utc};
+use chrono::{
+    DateTime, LocalResult, NaiveDate, NaiveDateTime, NaiveTime, TimeZone as ChronoTimeZone, Utc,
+};
 use serde::{Deserialize, Serialize};
 use snafu::{OptionExt, ResultExt};
 
@@ -250,11 +252,25 @@ impl Timestamp {
         NaiveDateTime::from_timestamp_opt(sec, nsec)
     }
 
+    /// Convert timestamp to chrono date.
+    pub fn to_chrono_date(&self) -> Option<NaiveDate> {
+        self.to_chrono_datetime().map(|ndt| ndt.date())
+    }
+
+    /// Convert timestamp to chrono time.
+    pub fn to_chrono_time(&self) -> Option<NaiveTime> {
+        self.to_chrono_datetime().map(|ndt| ndt.time())
+    }
+
     pub fn from_chrono_datetime(ndt: NaiveDateTime) -> Option<Self> {
         let sec = ndt.timestamp();
         let nsec = ndt.timestamp_subsec_nanos();
         Timestamp::from_splits(sec, nsec)
     }
+
+    pub fn from_chrono_date(date: NaiveDate) -> Option<Self> {
+        Timestamp::from_chrono_datetime(date.and_time(NaiveTime::default()))
+    }
 }
 
 impl FromStr for Timestamp {
diff --git a/src/datatypes/src/data_type.rs b/src/datatypes/src/data_type.rs
index a37dd2eb7a5f..541bc6b8b3b2 100644
--- a/src/datatypes/src/data_type.rs
+++ b/src/datatypes/src/data_type.rs
@@ -120,6 +120,10 @@ impl ConcreteDataType {
         matches!(self, ConcreteDataType::Boolean(_))
     }
 
+    pub fn is_string(&self) -> bool {
+        matches!(self, ConcreteDataType::String(_))
+    }
+
     pub fn is_stringifiable(&self) -> bool {
         matches!(
             self,
@@ -159,6 +163,22 @@ impl ConcreteDataType {
         )
     }
 
+    pub fn is_numeric(&self) -> bool {
+        matches!(
+            self,
+            ConcreteDataType::Int8(_)
+                | ConcreteDataType::Int16(_)
+                | ConcreteDataType::Int32(_)
+                | ConcreteDataType::Int64(_)
+                | ConcreteDataType::UInt8(_)
+                | ConcreteDataType::UInt16(_)
+                | ConcreteDataType::UInt32(_)
+                | ConcreteDataType::UInt64(_)
+                | ConcreteDataType::Float32(_)
+                | ConcreteDataType::Float64(_)
+        )
+    }
+
     pub fn numerics() -> Vec<ConcreteDataType> {
         vec![
             ConcreteDataType::int8_datatype(),
@@ -456,6 +476,10 @@ pub trait DataType: std::fmt::Debug + Send + Sync {
     /// Returns true if the data type is compatible with timestamp type so we can
     /// use it as a timestamp.
     fn is_timestamp_compatible(&self) -> bool;
+
+    /// Casts the value to specific DataType.
+    /// Return None if cast failed.
+    fn try_cast(&self, from: Value) -> Option<Value>;
 }
 
 pub type DataTypeRef = Arc<dyn DataType>;
diff --git a/src/datatypes/src/types.rs b/src/datatypes/src/types.rs
index 4f8b871da42e..aaaf8655dd85 100644
--- a/src/datatypes/src/types.rs
+++ b/src/datatypes/src/types.rs
@@ -14,6 +14,7 @@
 
 mod binary_type;
 mod boolean_type;
+pub mod cast;
 mod date_type;
 mod datetime_type;
 mod dictionary_type;
@@ -28,6 +29,7 @@ mod timestamp_type;
 
 pub use binary_type::BinaryType;
 pub use boolean_type::BooleanType;
+pub use cast::cast_with_opt;
 pub use date_type::DateType;
 pub use datetime_type::DateTimeType;
 pub use dictionary_type::DictionaryType;
diff --git a/src/datatypes/src/types/binary_type.rs b/src/datatypes/src/types/binary_type.rs
index 27a9fa923f87..c9e8d7f12b6e 100644
--- a/src/datatypes/src/types/binary_type.rs
+++ b/src/datatypes/src/types/binary_type.rs
@@ -57,4 +57,12 @@ impl DataType for BinaryType {
     fn is_timestamp_compatible(&self) -> bool {
         false
     }
+
+    fn try_cast(&self, from: Value) -> Option<Value> {
+        match from {
+            Value::Binary(v) => Some(Value::Binary(v)),
+            Value::String(v) => Some(Value::Binary(Bytes::from(v.as_utf8().as_bytes()))),
+            _ => None,
+        }
+    }
 }
diff --git a/src/datatypes/src/types/boolean_type.rs b/src/datatypes/src/types/boolean_type.rs
index de1a06b6113a..df33d3862ce2 100644
--- a/src/datatypes/src/types/boolean_type.rs
+++ b/src/datatypes/src/types/boolean_type.rs
@@ -15,6 +15,7 @@
 use std::sync::Arc;
 
 use arrow::datatypes::DataType as ArrowDataType;
+use num_traits::Num;
 use serde::{Deserialize, Serialize};
 
 use crate::data_type::{DataType, DataTypeRef};
@@ -56,4 +57,137 @@ impl DataType for BooleanType {
     fn is_timestamp_compatible(&self) -> bool {
         false
     }
+
+    fn try_cast(&self, from: Value) -> Option<Value> {
+        match from {
+            Value::Boolean(v) => Some(Value::Boolean(v)),
+            Value::UInt8(v) => numeric_to_bool(v),
+            Value::UInt16(v) => numeric_to_bool(v),
+            Value::UInt32(v) => numeric_to_bool(v),
+            Value::UInt64(v) => numeric_to_bool(v),
+            Value::Int8(v) => numeric_to_bool(v),
+            Value::Int16(v) => numeric_to_bool(v),
+            Value::Int32(v) => numeric_to_bool(v),
+            Value::Int64(v) => numeric_to_bool(v),
+            Value::Float32(v) => numeric_to_bool(v),
+            Value::Float64(v) => numeric_to_bool(v),
+            Value::String(v) => v.as_utf8().parse::<bool>().ok().map(Value::Boolean),
+            _ => None,
+        }
+    }
+}
+
+pub fn numeric_to_bool<T>(num: T) -> Option<Value>
+where
+    T: Num + Default,
+{
+    if num != T::default() {
+        Some(Value::Boolean(true))
+    } else {
+        Some(Value::Boolean(false))
+    }
+}
+
+pub fn bool_to_numeric<T>(value: bool) -> Option<T>
+where
+    T: Num,
+{
+    if value {
+        Some(T::one())
+    } else {
+        Some(T::zero())
+    }
+}
+
+#[cfg(test)]
+mod tests {
+
+    use ordered_float::OrderedFloat;
+
+    use super::*;
+    use crate::data_type::ConcreteDataType;
+
+    macro_rules! test_cast_to_bool {
+        ($value: expr, $expected: expr) => {
+            let val = $value;
+            let b = ConcreteDataType::boolean_datatype().try_cast(val).unwrap();
+            assert_eq!(b, Value::Boolean($expected));
+        };
+    }
+
+    macro_rules! test_cast_from_bool {
+        ($value: expr, $datatype: expr, $expected: expr) => {
+            let val = Value::Boolean($value);
+            let b = $datatype.try_cast(val).unwrap();
+            assert_eq!(b, $expected);
+        };
+    }
+
+    #[test]
+    fn test_other_type_cast_to_bool() {
+        // false cases
+        test_cast_to_bool!(Value::UInt8(0), false);
+        test_cast_to_bool!(Value::UInt16(0), false);
+        test_cast_to_bool!(Value::UInt32(0), false);
+        test_cast_to_bool!(Value::UInt64(0), false);
+        test_cast_to_bool!(Value::Int8(0), false);
+        test_cast_to_bool!(Value::Int16(0), false);
+        test_cast_to_bool!(Value::Int32(0), false);
+        test_cast_to_bool!(Value::Int64(0), false);
+        test_cast_to_bool!(Value::Float32(OrderedFloat(0.0)), false);
+        test_cast_to_bool!(Value::Float64(OrderedFloat(0.0)), false);
+        // true cases
+        test_cast_to_bool!(Value::UInt8(1), true);
+        test_cast_to_bool!(Value::UInt16(2), true);
+        test_cast_to_bool!(Value::UInt32(3), true);
+        test_cast_to_bool!(Value::UInt64(4), true);
+        test_cast_to_bool!(Value::Int8(5), true);
+        test_cast_to_bool!(Value::Int16(6), true);
+        test_cast_to_bool!(Value::Int32(7), true);
+        test_cast_to_bool!(Value::Int64(8), true);
+        test_cast_to_bool!(Value::Float32(OrderedFloat(1.0)), true);
+        test_cast_to_bool!(Value::Float64(OrderedFloat(2.0)), true);
+    }
+
+    #[test]
+    fn test_bool_cast_to_other_type() {
+        // false cases
+        test_cast_from_bool!(false, ConcreteDataType::uint8_datatype(), Value::UInt8(0));
+        test_cast_from_bool!(false, ConcreteDataType::uint16_datatype(), Value::UInt16(0));
+        test_cast_from_bool!(false, ConcreteDataType::uint32_datatype(), Value::UInt32(0));
+        test_cast_from_bool!(false, ConcreteDataType::uint64_datatype(), Value::UInt64(0));
+        test_cast_from_bool!(false, ConcreteDataType::int8_datatype(), Value::Int8(0));
+        test_cast_from_bool!(false, ConcreteDataType::int16_datatype(), Value::Int16(0));
+        test_cast_from_bool!(false, ConcreteDataType::int32_datatype(), Value::Int32(0));
+        test_cast_from_bool!(false, ConcreteDataType::int64_datatype(), Value::Int64(0));
+        test_cast_from_bool!(
+            false,
+            ConcreteDataType::float32_datatype(),
+            Value::Float32(OrderedFloat(0.0))
+        );
+        test_cast_from_bool!(
+            false,
+            ConcreteDataType::float64_datatype(),
+            Value::Float64(OrderedFloat(0.0))
+        );
+        // true cases
+        test_cast_from_bool!(true, ConcreteDataType::uint8_datatype(), Value::UInt8(1));
+        test_cast_from_bool!(true, ConcreteDataType::uint16_datatype(), Value::UInt16(1));
+        test_cast_from_bool!(true, ConcreteDataType::uint32_datatype(), Value::UInt32(1));
+        test_cast_from_bool!(true, ConcreteDataType::uint64_datatype(), Value::UInt64(1));
+        test_cast_from_bool!(true, ConcreteDataType::int8_datatype(), Value::Int8(1));
+        test_cast_from_bool!(true, ConcreteDataType::int16_datatype(), Value::Int16(1));
+        test_cast_from_bool!(true, ConcreteDataType::int32_datatype(), Value::Int32(1));
+        test_cast_from_bool!(true, ConcreteDataType::int64_datatype(), Value::Int64(1));
+        test_cast_from_bool!(
+            true,
+            ConcreteDataType::float32_datatype(),
+            Value::Float32(OrderedFloat(1.0))
+        );
+        test_cast_from_bool!(
+            true,
+            ConcreteDataType::float64_datatype(),
+            Value::Float64(OrderedFloat(1.0))
+        );
+    }
 }
diff --git a/src/datatypes/src/types/cast.rs b/src/datatypes/src/types/cast.rs
new file mode 100644
index 000000000000..f4c32a94b440
--- /dev/null
+++ b/src/datatypes/src/types/cast.rs
@@ -0,0 +1,298 @@
+// Copyright 2023 Greptime Team
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+//     http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+use crate::data_type::{ConcreteDataType, DataType};
+use crate::error::{self, Error, Result};
+use crate::types::TimeType;
+use crate::value::Value;
+
+/// Cast options for cast functions.
+#[derive(Debug, Default, Clone, PartialEq, Eq, Hash)]
+pub struct CastOption {
+    /// decide how to handle cast failures,
+    /// either return NULL (strict=false) or return ERR (strict=true)
+    pub strict: bool,
+}
+
+impl CastOption {
+    pub fn is_strict(&self) -> bool {
+        self.strict
+    }
+}
+
+/// Cast the value to dest_type with CastOption.
+///
+/// # Arguments
+/// * `src_value` - The value to be casted.
+/// * `dest_type` - The destination type.
+/// * `cast_option` - The CastOption.
+///
+/// # Returns
+/// If success, return the casted value.
+/// If CastOption's strict is true, return an error if the cast fails.
+/// If CastOption's strict is false, return NULL if the cast fails.
+pub fn cast_with_opt(
+    src_value: Value,
+    dest_type: &ConcreteDataType,
+    cast_option: &CastOption,
+) -> Result<Value> {
+    if !can_cast_type(&src_value, dest_type) {
+        if cast_option.strict {
+            return Err(invalid_type_cast(&src_value, dest_type));
+        } else {
+            return Ok(Value::Null);
+        }
+    }
+    let new_value = dest_type.try_cast(src_value.clone());
+    match new_value {
+        Some(v) => Ok(v),
+        None => {
+            if cast_option.strict {
+                Err(invalid_type_cast(&src_value, dest_type))
+            } else {
+                Ok(Value::Null)
+            }
+        }
+    }
+}
+
+/// Return true if the src_value can be casted to dest_type,
+/// Otherwise, return false.
+/// Notice: this function does not promise that the `cast_with_opt` will succeed,
+/// it only checks whether the src_value can be casted to dest_type.
+pub fn can_cast_type(src_value: &Value, dest_type: &ConcreteDataType) -> bool {
+    use ConcreteDataType::*;
+    use TimeType::*;
+    let src_type = &src_value.data_type();
+
+    if src_type == dest_type {
+        return true;
+    }
+
+    match (src_type, dest_type) {
+        // null type cast
+        (_, Null(_)) => true,
+
+        // boolean type cast
+        (_, Boolean(_)) => src_type.is_numeric() || src_type.is_string(),
+        (Boolean(_), _) => dest_type.is_numeric() || dest_type.is_string(),
+
+        // numeric types cast
+        (
+            UInt8(_) | UInt16(_) | UInt32(_) | UInt64(_) | Int8(_) | Int16(_) | Int32(_) | Int64(_)
+            | Float32(_) | Float64(_) | String(_),
+            UInt8(_) | UInt16(_) | UInt32(_) | UInt64(_) | Int8(_) | Int16(_) | Int32(_) | Int64(_)
+            | Float32(_) | Float64(_) | String(_),
+        ) => true,
+
+        (String(_), Binary(_)) => true,
+
+        // temporal types cast
+        // Date type
+        (Date(_), Int32(_) | Timestamp(_) | String(_)) => true,
+        (Int32(_) | String(_) | Timestamp(_), Date(_)) => true,
+        // DateTime type
+        (DateTime(_), Int64(_) | Timestamp(_) | String(_)) => true,
+        (Int64(_) | Timestamp(_) | String(_), DateTime(_)) => true,
+        // Timestamp type
+        (Timestamp(_), Int64(_) | String(_)) => true,
+        (Int64(_) | String(_), Timestamp(_)) => true,
+        // Time type
+        (Time(_), String(_)) => true,
+        (Time(Second(_)), Int32(_)) => true,
+        (Time(Millisecond(_)), Int32(_)) => true,
+        (Time(Microsecond(_)), Int64(_)) => true,
+        (Time(Nanosecond(_)), Int64(_)) => true,
+        // TODO(QuenKar): interval type cast
+        (Interval(_), String(_)) => true,
+        (Duration(_), String(_)) => true,
+        // other situations return false
+        (_, _) => false,
+    }
+}
+
+fn invalid_type_cast(src_value: &Value, dest_type: &ConcreteDataType) -> Error {
+    let src_type = src_value.data_type();
+    if src_type.is_string() {
+        error::CastTypeSnafu {
+            msg: format!("Could not parse string '{}' to {}", src_value, dest_type),
+        }
+        .build()
+    } else if src_type.is_numeric() && dest_type.is_numeric() {
+        error::CastTypeSnafu {
+            msg: format!(
+                "Type {} with value {} can't be cast because the value is out of range for the destination type {}",
+                src_type,
+                src_value,
+                dest_type
+            ),
+        }
+        .build()
+    } else {
+        error::CastTypeSnafu {
+            msg: format!(
+                "Type {} with value {} can't be cast to the destination type {}",
+                src_type, src_value, dest_type
+            ),
+        }
+        .build()
+    }
+}
+
+#[cfg(test)]
+mod tests {
+    use std::str::FromStr;
+
+    use common_base::bytes::StringBytes;
+    use common_time::time::Time;
+    use common_time::{Date, DateTime, Timestamp};
+    use ordered_float::OrderedFloat;
+
+    use super::*;
+
+    macro_rules! test_can_cast {
+        ($src_value: expr, $($dest_type: ident),+) => {
+            $(
+                let val = $src_value;
+                let t = ConcreteDataType::$dest_type();
+                assert_eq!(can_cast_type(&val, &t), true);
+            )*
+        };
+    }
+
+    macro_rules! test_primitive_cast {
+        ($($value: expr),*) => {
+            $(
+                test_can_cast!(
+                    $value,
+                    uint8_datatype,
+                    uint16_datatype,
+                    uint32_datatype,
+                    uint64_datatype,
+                    int8_datatype,
+                    int16_datatype,
+                    int32_datatype,
+                    int64_datatype,
+                    float32_datatype,
+                    float64_datatype
+                );
+            )*
+        };
+    }
+
+    #[test]
+    fn test_cast_with_opt() {
+        std::env::set_var("TZ", "Asia/Shanghai");
+        // non-strict mode
+        let cast_option = CastOption { strict: false };
+        let src_value = Value::Int8(-1);
+        let dest_type = ConcreteDataType::uint8_datatype();
+        let res = cast_with_opt(src_value, &dest_type, &cast_option);
+        assert!(res.is_ok());
+        assert_eq!(res.unwrap(), Value::Null);
+
+        // strict mode
+        let cast_option = CastOption { strict: true };
+        let src_value = Value::Int8(-1);
+        let dest_type = ConcreteDataType::uint8_datatype();
+        let res = cast_with_opt(src_value, &dest_type, &cast_option);
+        assert!(res.is_err());
+        assert_eq!(
+            res.unwrap_err().to_string(),
+            "Type Int8 with value -1 can't be cast because the value is out of range for the destination type UInt8"
+        );
+
+        let src_value = Value::String(StringBytes::from("abc"));
+        let dest_type = ConcreteDataType::uint8_datatype();
+        let res = cast_with_opt(src_value, &dest_type, &cast_option);
+        assert!(res.is_err());
+        assert_eq!(
+            res.unwrap_err().to_string(),
+            "Could not parse string 'abc' to UInt8"
+        );
+
+        let src_value = Value::Timestamp(Timestamp::new_second(10));
+        let dest_type = ConcreteDataType::int8_datatype();
+        let res = cast_with_opt(src_value, &dest_type, &cast_option);
+        assert!(res.is_err());
+        assert_eq!(
+            res.unwrap_err().to_string(),
+            "Type Timestamp with value 1970-01-01 08:00:10+0800 can't be cast to the destination type Int8"
+        );
+    }
+
+    #[test]
+    fn test_can_cast_type() {
+        // numeric cast
+        test_primitive_cast!(
+            Value::UInt8(0),
+            Value::UInt16(1),
+            Value::UInt32(2),
+            Value::UInt64(3),
+            Value::Int8(4),
+            Value::Int16(5),
+            Value::Int32(6),
+            Value::Int64(7),
+            Value::Float32(OrderedFloat(8.0)),
+            Value::Float64(OrderedFloat(9.0)),
+            Value::String(StringBytes::from("10"))
+        );
+
+        // string -> other types
+        test_can_cast!(
+            Value::String(StringBytes::from("0")),
+            null_datatype,
+            boolean_datatype,
+            date_datatype,
+            datetime_datatype,
+            timestamp_second_datatype,
+            binary_datatype
+        );
+
+        // date -> other types
+        test_can_cast!(
+            Value::Date(Date::from_str("2021-01-01").unwrap()),
+            null_datatype,
+            int32_datatype,
+            timestamp_second_datatype,
+            string_datatype
+        );
+
+        // datetime -> other types
+        test_can_cast!(
+            Value::DateTime(DateTime::from_str("2021-01-01 00:00:00").unwrap()),
+            null_datatype,
+            int64_datatype,
+            timestamp_second_datatype,
+            string_datatype
+        );
+
+        // timestamp -> other types
+        test_can_cast!(
+            Value::Timestamp(Timestamp::from_str("2021-01-01 00:00:00").unwrap()),
+            null_datatype,
+            int64_datatype,
+            date_datatype,
+            datetime_datatype,
+            string_datatype
+        );
+
+        // time -> other types
+        test_can_cast!(
+            Value::Time(Time::new_second(0)),
+            null_datatype,
+            string_datatype
+        );
+    }
+}
diff --git a/src/datatypes/src/types/date_type.rs b/src/datatypes/src/types/date_type.rs
index 01181e0c11f2..62b86ddbf1f3 100644
--- a/src/datatypes/src/types/date_type.rs
+++ b/src/datatypes/src/types/date_type.rs
@@ -12,6 +12,8 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
+use std::str::FromStr;
+
 use arrow::datatypes::{DataType as ArrowDataType, Date32Type};
 use common_time::Date;
 use serde::{Deserialize, Serialize};
@@ -53,6 +55,15 @@ impl DataType for DateType {
     fn is_timestamp_compatible(&self) -> bool {
         false
     }
+
+    fn try_cast(&self, from: Value) -> Option<Value> {
+        match from {
+            Value::Int32(v) => Some(Value::Date(Date::from(v))),
+            Value::String(v) => Date::from_str(v.as_utf8()).map(Value::Date).ok(),
+            Value::Timestamp(v) => v.to_chrono_date().map(|date| Value::Date(date.into())),
+            _ => None,
+        }
+    }
 }
 
 impl LogicalPrimitiveType for DateType {
@@ -89,3 +100,39 @@ impl LogicalPrimitiveType for DateType {
         }
     }
 }
+
+#[cfg(test)]
+mod tests {
+    use common_base::bytes::StringBytes;
+    use common_time::Timestamp;
+
+    use super::*;
+
+    #[test]
+    fn test_date_cast() {
+        std::env::set_var("TZ", "Asia/Shanghai");
+        // timestamp -> date
+        let ts = Value::Timestamp(Timestamp::from_str("2000-01-01 08:00:01").unwrap());
+        let date = ConcreteDataType::date_datatype().try_cast(ts).unwrap();
+        assert_eq!(date, Value::Date(Date::from_str("2000-01-01").unwrap()));
+
+        // this case bind with local timezone.
+        let ts = Value::Timestamp(Timestamp::from_str("2000-01-02 07:59:59").unwrap());
+        let date = ConcreteDataType::date_datatype().try_cast(ts).unwrap();
+        assert_eq!(date, Value::Date(Date::from_str("2000-01-01").unwrap()));
+
+        // Int32 -> date
+        let val = Value::Int32(0);
+        let date = ConcreteDataType::date_datatype().try_cast(val).unwrap();
+        assert_eq!(date, Value::Date(Date::from_str("1970-01-01").unwrap()));
+
+        let val = Value::Int32(19614);
+        let date = ConcreteDataType::date_datatype().try_cast(val).unwrap();
+        assert_eq!(date, Value::Date(Date::from_str("2023-09-14").unwrap()));
+
+        // String -> date
+        let s = Value::String(StringBytes::from("1970-02-12"));
+        let date = ConcreteDataType::date_datatype().try_cast(s).unwrap();
+        assert_eq!(date, Value::Date(Date::from_str("1970-02-12").unwrap()));
+    }
+}
diff --git a/src/datatypes/src/types/datetime_type.rs b/src/datatypes/src/types/datetime_type.rs
index cf55de0ac8ba..76b432e82584 100644
--- a/src/datatypes/src/types/datetime_type.rs
+++ b/src/datatypes/src/types/datetime_type.rs
@@ -12,6 +12,8 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
+use std::str::FromStr;
+
 use arrow::datatypes::{DataType as ArrowDataType, Date64Type};
 use common_time::DateTime;
 use serde::{Deserialize, Serialize};
@@ -51,6 +53,15 @@ impl DataType for DateTimeType {
     fn is_timestamp_compatible(&self) -> bool {
         false
     }
+
+    fn try_cast(&self, from: Value) -> Option<Value> {
+        match from {
+            Value::Int64(v) => Some(Value::DateTime(DateTime::from(v))),
+            Value::Timestamp(v) => v.to_chrono_datetime().map(|d| Value::DateTime(d.into())),
+            Value::String(v) => DateTime::from_str(v.as_utf8()).map(Value::DateTime).ok(),
+            _ => None,
+        }
+    }
 }
 
 impl LogicalPrimitiveType for DateTimeType {
@@ -90,3 +101,36 @@ impl LogicalPrimitiveType for DateTimeType {
         }
     }
 }
+
+#[cfg(test)]
+mod tests {
+
+    use common_time::Timestamp;
+
+    use super::*;
+
+    #[test]
+    fn test_datetime_cast() {
+        // cast from Int64
+        let val = Value::Int64(1000);
+        let dt = ConcreteDataType::datetime_datatype().try_cast(val).unwrap();
+        assert_eq!(dt, Value::DateTime(DateTime::from(1000)));
+
+        // cast from String
+        std::env::set_var("TZ", "Asia/Shanghai");
+        let val = Value::String("1970-01-01 00:00:00+0800".into());
+        let dt = ConcreteDataType::datetime_datatype().try_cast(val).unwrap();
+        assert_eq!(
+            dt,
+            Value::DateTime(DateTime::from_str("1970-01-01 00:00:00+0800").unwrap())
+        );
+
+        // cast from Timestamp
+        let val = Value::Timestamp(Timestamp::from_str("2020-09-08 21:42:29.042+0800").unwrap());
+        let dt = ConcreteDataType::datetime_datatype().try_cast(val).unwrap();
+        assert_eq!(
+            dt,
+            Value::DateTime(DateTime::from_str("2020-09-08 21:42:29+0800").unwrap())
+        );
+    }
+}
diff --git a/src/datatypes/src/types/dictionary_type.rs b/src/datatypes/src/types/dictionary_type.rs
index b8645c9d1eda..fdbdd85ac1c0 100644
--- a/src/datatypes/src/types/dictionary_type.rs
+++ b/src/datatypes/src/types/dictionary_type.rs
@@ -88,4 +88,8 @@ impl DataType for DictionaryType {
     fn is_timestamp_compatible(&self) -> bool {
         false
     }
+
+    fn try_cast(&self, _: Value) -> Option<Value> {
+        None
+    }
 }
diff --git a/src/datatypes/src/types/duration_type.rs b/src/datatypes/src/types/duration_type.rs
index 8e4516ef41e0..94c80a7962b3 100644
--- a/src/datatypes/src/types/duration_type.rs
+++ b/src/datatypes/src/types/duration_type.rs
@@ -101,6 +101,11 @@ macro_rules! impl_data_type_for_duration {
                 fn is_timestamp_compatible(&self) -> bool {
                     false
                 }
+
+                fn try_cast(&self, _: Value) -> Option<Value> {
+                    // TODO(QuenKar): Implement casting for duration types.
+                    None
+                }
             }
 
             impl LogicalPrimitiveType for [<Duration $unit Type>] {
diff --git a/src/datatypes/src/types/interval_type.rs b/src/datatypes/src/types/interval_type.rs
index 584001d7f556..b87df2733717 100644
--- a/src/datatypes/src/types/interval_type.rs
+++ b/src/datatypes/src/types/interval_type.rs
@@ -89,6 +89,11 @@ macro_rules! impl_data_type_for_interval {
                 fn is_timestamp_compatible(&self) -> bool {
                     false
                 }
+
+                fn try_cast(&self, _: Value) -> Option<Value> {
+                    // TODO(QuenKar): Implement casting for interval types.
+                    None
+                }
             }
 
             impl LogicalPrimitiveType for [<Interval $unit Type>] {
diff --git a/src/datatypes/src/types/list_type.rs b/src/datatypes/src/types/list_type.rs
index 10806b9a8e3f..4b4769ed3862 100644
--- a/src/datatypes/src/types/list_type.rs
+++ b/src/datatypes/src/types/list_type.rs
@@ -79,6 +79,13 @@ impl DataType for ListType {
     fn is_timestamp_compatible(&self) -> bool {
         false
     }
+
+    fn try_cast(&self, from: Value) -> Option<Value> {
+        match from {
+            Value::List(v) => Some(Value::List(v)),
+            _ => None,
+        }
+    }
 }
 
 #[cfg(test)]
diff --git a/src/datatypes/src/types/null_type.rs b/src/datatypes/src/types/null_type.rs
index 7e7e29a1c360..e69cdae24985 100644
--- a/src/datatypes/src/types/null_type.rs
+++ b/src/datatypes/src/types/null_type.rs
@@ -55,4 +55,9 @@ impl DataType for NullType {
     fn is_timestamp_compatible(&self) -> bool {
         false
     }
+
+    // Unconditional cast other type to Value::Null
+    fn try_cast(&self, _from: Value) -> Option<Value> {
+        Some(Value::Null)
+    }
 }
diff --git a/src/datatypes/src/types/primitive_type.rs b/src/datatypes/src/types/primitive_type.rs
index 0221f9a28f48..7bf90c964a3c 100644
--- a/src/datatypes/src/types/primitive_type.rs
+++ b/src/datatypes/src/types/primitive_type.rs
@@ -16,11 +16,13 @@ use std::cmp::Ordering;
 use std::fmt;
 
 use arrow::datatypes::{ArrowNativeType, ArrowPrimitiveType, DataType as ArrowDataType};
+use common_time::interval::IntervalUnit;
 use common_time::{Date, DateTime};
 use num::NumCast;
 use serde::{Deserialize, Serialize};
 use snafu::OptionExt;
 
+use super::boolean_type::bool_to_numeric;
 use crate::data_type::{ConcreteDataType, DataType};
 use crate::error::{self, Result};
 use crate::scalars::{Scalar, ScalarRef, ScalarVectorBuilder};
@@ -245,7 +247,7 @@ macro_rules! define_logical_primitive_type {
 }
 
 macro_rules! define_non_timestamp_primitive {
-    ($Native: ident, $TypeId: ident, $DataType: ident, $Largest: ident) => {
+    ( $Native: ident, $TypeId: ident, $DataType: ident, $Largest: ident $(, $TargetType: ident)* ) => {
         define_logical_primitive_type!($Native, $TypeId, $DataType, $Largest);
 
         impl DataType for $DataType {
@@ -272,23 +274,84 @@ macro_rules! define_non_timestamp_primitive {
             fn is_timestamp_compatible(&self) -> bool {
                 false
             }
+
+            fn try_cast(&self, from: Value) -> Option<Value> {
+                match from {
+                    Value::Boolean(v) => bool_to_numeric(v).map(Value::$TypeId),
+                    Value::String(v) => v.as_utf8().parse::<$Native>().map(|val| Value::from(val)).ok(),
+                    $(
+                        Value::$TargetType(v) => num::cast::cast(v).map(Value::$TypeId),
+                    )*
+                    _ => None,
+                }
+            }
         }
     };
 }
 
-define_non_timestamp_primitive!(u8, UInt8, UInt8Type, UInt64Type);
-define_non_timestamp_primitive!(u16, UInt16, UInt16Type, UInt64Type);
-define_non_timestamp_primitive!(u32, UInt32, UInt32Type, UInt64Type);
-define_non_timestamp_primitive!(u64, UInt64, UInt64Type, UInt64Type);
-define_non_timestamp_primitive!(i8, Int8, Int8Type, Int64Type);
-define_non_timestamp_primitive!(i16, Int16, Int16Type, Int64Type);
-define_non_timestamp_primitive!(i32, Int32, Int32Type, Int64Type);
-define_non_timestamp_primitive!(f32, Float32, Float32Type, Float64Type);
-define_non_timestamp_primitive!(f64, Float64, Float64Type, Float64Type);
+define_non_timestamp_primitive!(
+    u8, UInt8, UInt8Type, UInt64Type, Int8, Int16, Int32, Int64, UInt8, UInt16, UInt32, UInt64,
+    Float32, Float64
+);
+define_non_timestamp_primitive!(
+    u16, UInt16, UInt16Type, UInt64Type, Int8, Int16, Int32, Int64, UInt8, UInt16, UInt32, UInt64,
+    Float32, Float64
+);
+define_non_timestamp_primitive!(
+    u32, UInt32, UInt32Type, UInt64Type, Int8, Int16, Int32, Int64, UInt8, UInt16, UInt32, UInt64,
+    Float32, Float64
+);
+define_non_timestamp_primitive!(
+    u64, UInt64, UInt64Type, UInt64Type, Int8, Int16, Int32, Int64, UInt8, UInt16, UInt32, UInt64,
+    Float32, Float64
+);
+define_non_timestamp_primitive!(
+    i8, Int8, Int8Type, Int64Type, Int8, Int16, Int32, Int64, UInt8, UInt16, UInt32, UInt64,
+    Float32, Float64
+);
+define_non_timestamp_primitive!(
+    i16, Int16, Int16Type, Int64Type, Int8, Int16, Int32, Int64, UInt8, UInt16, UInt32, UInt64,
+    Float32, Float64
+);
+
+define_non_timestamp_primitive!(
+    f32,
+    Float32,
+    Float32Type,
+    Float64Type,
+    Int8,
+    Int16,
+    Int32,
+    Int64,
+    UInt8,
+    UInt16,
+    UInt32,
+    UInt64,
+    Float32,
+    Float64
+);
+define_non_timestamp_primitive!(
+    f64,
+    Float64,
+    Float64Type,
+    Float64Type,
+    Int8,
+    Int16,
+    Int32,
+    Int64,
+    UInt8,
+    UInt16,
+    UInt32,
+    UInt64,
+    Float32,
+    Float64
+);
 
 // Timestamp primitive:
 define_logical_primitive_type!(i64, Int64, Int64Type, Int64Type);
 
+define_logical_primitive_type!(i32, Int32, Int32Type, Int64Type);
+
 impl DataType for Int64Type {
     fn name(&self) -> &str {
         "Int64"
@@ -313,12 +376,89 @@ impl DataType for Int64Type {
     fn is_timestamp_compatible(&self) -> bool {
         true
     }
+
+    fn try_cast(&self, from: Value) -> Option<Value> {
+        match from {
+            Value::Boolean(v) => bool_to_numeric(v).map(Value::Int64),
+            Value::Int8(v) => num::cast::cast(v).map(Value::Int64),
+            Value::Int16(v) => num::cast::cast(v).map(Value::Int64),
+            Value::Int32(v) => num::cast::cast(v).map(Value::Int64),
+            Value::Int64(v) => Some(Value::Int64(v)),
+            Value::UInt8(v) => num::cast::cast(v).map(Value::Int64),
+            Value::UInt16(v) => num::cast::cast(v).map(Value::Int64),
+            Value::UInt32(v) => num::cast::cast(v).map(Value::Int64),
+            Value::Float32(v) => num::cast::cast(v).map(Value::Int64),
+            Value::Float64(v) => num::cast::cast(v).map(Value::Int64),
+            Value::String(v) => v.as_utf8().parse::<i64>().map(Value::Int64).ok(),
+            Value::DateTime(v) => Some(Value::Int64(v.val())),
+            Value::Timestamp(v) => Some(Value::Int64(v.value())),
+            Value::Time(v) => Some(Value::Int64(v.value())),
+            Value::Interval(v) => match v.unit() {
+                IntervalUnit::DayTime => Some(Value::Int64(v.to_i64())),
+                IntervalUnit::YearMonth => None,
+                IntervalUnit::MonthDayNano => None,
+            },
+            _ => None,
+        }
+    }
+}
+
+impl DataType for Int32Type {
+    fn name(&self) -> &str {
+        "Int32"
+    }
+
+    fn logical_type_id(&self) -> LogicalTypeId {
+        LogicalTypeId::Int32
+    }
+
+    fn default_value(&self) -> Value {
+        Value::Int32(0)
+    }
+
+    fn as_arrow_type(&self) -> ArrowDataType {
+        ArrowDataType::Int32
+    }
+
+    fn create_mutable_vector(&self, capacity: usize) -> Box<dyn MutableVector> {
+        Box::new(PrimitiveVectorBuilder::<Int32Type>::with_capacity(capacity))
+    }
+
+    fn is_timestamp_compatible(&self) -> bool {
+        false
+    }
+
+    fn try_cast(&self, from: Value) -> Option<Value> {
+        match from {
+            Value::Boolean(v) => bool_to_numeric(v).map(Value::Int32),
+            Value::Int8(v) => num::cast::cast(v).map(Value::Int32),
+            Value::Int16(v) => num::cast::cast(v).map(Value::Int32),
+            Value::Int32(v) => Some(Value::Int32(v)),
+            Value::Int64(v) => num::cast::cast(v).map(Value::Int64),
+            Value::UInt8(v) => num::cast::cast(v).map(Value::Int32),
+            Value::UInt16(v) => num::cast::cast(v).map(Value::Int32),
+            Value::UInt32(v) => num::cast::cast(v).map(Value::UInt32),
+            Value::UInt64(v) => num::cast::cast(v).map(Value::UInt64),
+            Value::Float32(v) => num::cast::cast(v).map(Value::Int32),
+            Value::Float64(v) => num::cast::cast(v).map(Value::Int32),
+            Value::String(v) => v.as_utf8().parse::<i32>().map(Value::Int32).ok(),
+            Value::Date(v) => Some(Value::Int32(v.val())),
+            Value::Interval(v) => match v.unit() {
+                IntervalUnit::YearMonth => Some(Value::Int32(v.to_i32())),
+                IntervalUnit::DayTime => None,
+                IntervalUnit::MonthDayNano => None,
+            },
+            _ => None,
+        }
+    }
 }
 
 #[cfg(test)]
 mod tests {
     use std::collections::BinaryHeap;
 
+    use ordered_float::OrderedFloat;
+
     use super::*;
 
     #[test]
@@ -361,4 +501,201 @@ mod tests {
         test!(f32);
         test!(f64);
     }
+
+    macro_rules! assert_primitive_cast {
+        ($value: expr, $datatype:expr, $expected: expr) => {
+            let val = $value;
+            let b = $datatype.try_cast(val).unwrap();
+            assert_eq!(b, $expected);
+        };
+    }
+
+    #[test]
+    fn test_primitive_cast() {
+        // Integer cast
+        assert_primitive_cast!(
+            Value::UInt8(123),
+            ConcreteDataType::uint16_datatype(),
+            Value::UInt16(123)
+        );
+
+        assert_primitive_cast!(
+            Value::UInt8(123),
+            ConcreteDataType::uint32_datatype(),
+            Value::UInt32(123)
+        );
+        assert_primitive_cast!(
+            Value::UInt8(123),
+            ConcreteDataType::uint64_datatype(),
+            Value::UInt64(123)
+        );
+        assert_primitive_cast!(
+            Value::UInt16(1234),
+            ConcreteDataType::uint32_datatype(),
+            Value::UInt32(1234)
+        );
+        assert_primitive_cast!(
+            Value::UInt16(1234),
+            ConcreteDataType::uint64_datatype(),
+            Value::UInt64(1234)
+        );
+        assert_primitive_cast!(
+            Value::UInt32(12345),
+            ConcreteDataType::uint64_datatype(),
+            Value::UInt64(12345)
+        );
+
+        assert_primitive_cast!(
+            Value::UInt8(123),
+            ConcreteDataType::uint16_datatype(),
+            Value::UInt16(123)
+        );
+
+        assert_primitive_cast!(
+            Value::Int8(123),
+            ConcreteDataType::int32_datatype(),
+            Value::Int32(123)
+        );
+        assert_primitive_cast!(
+            Value::Int8(123),
+            ConcreteDataType::int64_datatype(),
+            Value::Int64(123)
+        );
+        assert_primitive_cast!(
+            Value::Int16(1234),
+            ConcreteDataType::int32_datatype(),
+            Value::Int32(1234)
+        );
+        assert_primitive_cast!(
+            Value::Int16(1234),
+            ConcreteDataType::int64_datatype(),
+            Value::Int64(1234)
+        );
+        assert_primitive_cast!(
+            Value::Int32(12345),
+            ConcreteDataType::int64_datatype(),
+            Value::Int64(12345)
+        );
+    }
+
+    #[test]
+    fn test_float_cast() {
+        // cast to Float32
+        assert_primitive_cast!(
+            Value::UInt8(12),
+            ConcreteDataType::float32_datatype(),
+            Value::Float32(OrderedFloat(12.0))
+        );
+        assert_primitive_cast!(
+            Value::UInt16(12),
+            ConcreteDataType::float32_datatype(),
+            Value::Float32(OrderedFloat(12.0))
+        );
+        assert_primitive_cast!(
+            Value::Int8(12),
+            ConcreteDataType::float32_datatype(),
+            Value::Float32(OrderedFloat(12.0))
+        );
+        assert_primitive_cast!(
+            Value::Int16(12),
+            ConcreteDataType::float32_datatype(),
+            Value::Float32(OrderedFloat(12.0))
+        );
+        assert_primitive_cast!(
+            Value::Int32(12),
+            ConcreteDataType::float32_datatype(),
+            Value::Float32(OrderedFloat(12.0))
+        );
+
+        // cast to Float64
+        assert_primitive_cast!(
+            Value::UInt8(12),
+            ConcreteDataType::float64_datatype(),
+            Value::Float64(OrderedFloat(12.0))
+        );
+        assert_primitive_cast!(
+            Value::UInt16(12),
+            ConcreteDataType::float64_datatype(),
+            Value::Float64(OrderedFloat(12.0))
+        );
+        assert_primitive_cast!(
+            Value::UInt32(12),
+            ConcreteDataType::float64_datatype(),
+            Value::Float64(OrderedFloat(12.0))
+        );
+        assert_primitive_cast!(
+            Value::Int8(12),
+            ConcreteDataType::float64_datatype(),
+            Value::Float64(OrderedFloat(12.0))
+        );
+        assert_primitive_cast!(
+            Value::Int16(12),
+            ConcreteDataType::float64_datatype(),
+            Value::Float64(OrderedFloat(12.0))
+        );
+        assert_primitive_cast!(
+            Value::Int32(12),
+            ConcreteDataType::float64_datatype(),
+            Value::Float64(OrderedFloat(12.0))
+        );
+        assert_primitive_cast!(
+            Value::Int64(12),
+            ConcreteDataType::float64_datatype(),
+            Value::Float64(OrderedFloat(12.0))
+        );
+    }
+
+    #[test]
+    fn test_string_cast_to_primitive() {
+        assert_primitive_cast!(
+            Value::String("123".into()),
+            ConcreteDataType::uint8_datatype(),
+            Value::UInt8(123)
+        );
+        assert_primitive_cast!(
+            Value::String("123".into()),
+            ConcreteDataType::uint16_datatype(),
+            Value::UInt16(123)
+        );
+        assert_primitive_cast!(
+            Value::String("123".into()),
+            ConcreteDataType::uint32_datatype(),
+            Value::UInt32(123)
+        );
+        assert_primitive_cast!(
+            Value::String("123".into()),
+            ConcreteDataType::uint64_datatype(),
+            Value::UInt64(123)
+        );
+        assert_primitive_cast!(
+            Value::String("123".into()),
+            ConcreteDataType::int8_datatype(),
+            Value::Int8(123)
+        );
+        assert_primitive_cast!(
+            Value::String("123".into()),
+            ConcreteDataType::int16_datatype(),
+            Value::Int16(123)
+        );
+        assert_primitive_cast!(
+            Value::String("123".into()),
+            ConcreteDataType::int32_datatype(),
+            Value::Int32(123)
+        );
+        assert_primitive_cast!(
+            Value::String("123".into()),
+            ConcreteDataType::int64_datatype(),
+            Value::Int64(123)
+        );
+        assert_primitive_cast!(
+            Value::String("1.23".into()),
+            ConcreteDataType::float32_datatype(),
+            Value::Float32(OrderedFloat(1.23))
+        );
+        assert_primitive_cast!(
+            Value::String("1.23".into()),
+            ConcreteDataType::float64_datatype(),
+            Value::Float64(OrderedFloat(1.23))
+        );
+    }
 }
diff --git a/src/datatypes/src/types/string_type.rs b/src/datatypes/src/types/string_type.rs
index 9af4bf0af45e..85a970f116d6 100644
--- a/src/datatypes/src/types/string_type.rs
+++ b/src/datatypes/src/types/string_type.rs
@@ -57,4 +57,36 @@ impl DataType for StringType {
     fn is_timestamp_compatible(&self) -> bool {
         false
     }
+
+    fn try_cast(&self, from: Value) -> Option<Value> {
+        if from.logical_type_id() == self.logical_type_id() {
+            return Some(from);
+        }
+
+        match from {
+            Value::Null => Some(Value::String(StringBytes::from("null".to_string()))),
+
+            Value::Boolean(v) => Some(Value::String(StringBytes::from(v.to_string()))),
+            Value::UInt8(v) => Some(Value::String(StringBytes::from(v.to_string()))),
+            Value::UInt16(v) => Some(Value::String(StringBytes::from(v.to_string()))),
+            Value::UInt32(v) => Some(Value::String(StringBytes::from(v.to_string()))),
+            Value::UInt64(v) => Some(Value::String(StringBytes::from(v.to_string()))),
+            Value::Int8(v) => Some(Value::String(StringBytes::from(v.to_string()))),
+            Value::Int16(v) => Some(Value::String(StringBytes::from(v.to_string()))),
+            Value::Int32(v) => Some(Value::String(StringBytes::from(v.to_string()))),
+            Value::Int64(v) => Some(Value::String(StringBytes::from(v.to_string()))),
+            Value::Float32(v) => Some(Value::String(StringBytes::from(v.to_string()))),
+            Value::Float64(v) => Some(Value::String(StringBytes::from(v.to_string()))),
+            Value::String(v) => Some(Value::String(v)),
+            Value::Date(v) => Some(Value::String(StringBytes::from(v.to_string()))),
+            Value::DateTime(v) => Some(Value::String(StringBytes::from(v.to_string()))),
+            Value::Timestamp(v) => Some(Value::String(StringBytes::from(v.to_iso8601_string()))),
+            Value::Time(v) => Some(Value::String(StringBytes::from(v.to_iso8601_string()))),
+            Value::Interval(v) => Some(Value::String(StringBytes::from(v.to_iso8601_string()))),
+            Value::Duration(v) => Some(Value::String(StringBytes::from(v.to_string()))),
+
+            // StringBytes is only support for utf-8, Value::Binary is not allowed.
+            Value::Binary(_) | Value::List(_) => None,
+        }
+    }
 }
diff --git a/src/datatypes/src/types/time_type.rs b/src/datatypes/src/types/time_type.rs
index 8f60473546d1..aaa9fec914e7 100644
--- a/src/datatypes/src/types/time_type.rs
+++ b/src/datatypes/src/types/time_type.rs
@@ -86,7 +86,7 @@ impl TimeType {
 }
 
 macro_rules! impl_data_type_for_time {
-    ($unit: ident,$arrow_type: ident, $type: ty) => {
+    ($unit: ident,$arrow_type: ident, $type: ty, $TargetType: ident) => {
         paste! {
             #[derive(Debug, Default, Clone, Copy, PartialEq, Eq, Hash, PartialOrd, Ord, Serialize, Deserialize)]
             pub struct [<Time $unit Type>];
@@ -115,6 +115,14 @@ macro_rules! impl_data_type_for_time {
                 fn is_timestamp_compatible(&self) -> bool {
                     false
                 }
+
+                fn try_cast(&self, from: Value) -> Option<Value> {
+                    match from {
+                        Value::$TargetType(v) => Some(Value::Time(Time::new(v as i64, TimeUnit::$unit))),
+                        Value::Time(v) => v.convert_to(TimeUnit::$unit).map(Value::Time),
+                        _ => None,
+                    }
+                }
             }
 
             impl LogicalPrimitiveType for [<Time $unit Type>] {
@@ -172,10 +180,10 @@ macro_rules! impl_data_type_for_time {
     }
 }
 
-impl_data_type_for_time!(Second, Time32, i32);
-impl_data_type_for_time!(Millisecond, Time32, i32);
-impl_data_type_for_time!(Nanosecond, Time64, i64);
-impl_data_type_for_time!(Microsecond, Time64, i64);
+impl_data_type_for_time!(Second, Time32, i32, Int32);
+impl_data_type_for_time!(Millisecond, Time32, i32, Int32);
+impl_data_type_for_time!(Nanosecond, Time64, i64, Int64);
+impl_data_type_for_time!(Microsecond, Time64, i64, Int64);
 
 #[cfg(test)]
 mod tests {
@@ -217,4 +225,60 @@ mod tests {
             TimeNanosecondType.as_arrow_type()
         );
     }
+
+    #[test]
+    fn test_time_cast() {
+        // Int32 -> TimeSecondType
+        let val = Value::Int32(1000);
+        let time = ConcreteDataType::time_second_datatype()
+            .try_cast(val)
+            .unwrap();
+        assert_eq!(time, Value::Time(Time::new_second(1000)));
+
+        // Int32 -> TimeMillisecondType
+        let val = Value::Int32(2000);
+        let time = ConcreteDataType::time_millisecond_datatype()
+            .try_cast(val)
+            .unwrap();
+        assert_eq!(time, Value::Time(Time::new_millisecond(2000)));
+
+        // Int64 -> TimeMicrosecondType
+        let val = Value::Int64(3000);
+        let time = ConcreteDataType::time_microsecond_datatype()
+            .try_cast(val)
+            .unwrap();
+        assert_eq!(time, Value::Time(Time::new_microsecond(3000)));
+
+        // Int64 -> TimeNanosecondType
+        let val = Value::Int64(4000);
+        let time = ConcreteDataType::time_nanosecond_datatype()
+            .try_cast(val)
+            .unwrap();
+        assert_eq!(time, Value::Time(Time::new_nanosecond(4000)));
+
+        // Other situations will return None, such as Int64 -> TimeSecondType or
+        // Int32 -> TimeMicrosecondType etc.
+        let val = Value::Int64(123);
+        let time = ConcreteDataType::time_second_datatype().try_cast(val);
+        assert_eq!(time, None);
+
+        let val = Value::Int32(123);
+        let time = ConcreteDataType::time_microsecond_datatype().try_cast(val);
+        assert_eq!(time, None);
+
+        // TimeSecond -> TimeMicroSecond
+        let second = Value::Time(Time::new_second(2023));
+        let microsecond = ConcreteDataType::time_microsecond_datatype()
+            .try_cast(second)
+            .unwrap();
+        assert_eq!(
+            microsecond,
+            Value::Time(Time::new_microsecond(2023 * 1000000))
+        );
+
+        // test overflow
+        let second = Value::Time(Time::new_second(i64::MAX));
+        let microsecond = ConcreteDataType::time_microsecond_datatype().try_cast(second);
+        assert_eq!(microsecond, None);
+    }
 }
diff --git a/src/datatypes/src/types/timestamp_type.rs b/src/datatypes/src/types/timestamp_type.rs
index d0458073eafd..568f23d5b281 100644
--- a/src/datatypes/src/types/timestamp_type.rs
+++ b/src/datatypes/src/types/timestamp_type.rs
@@ -12,6 +12,8 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
+use std::str::FromStr;
+
 use arrow::datatypes::{
     DataType as ArrowDataType, TimeUnit as ArrowTimeUnit,
     TimestampMicrosecondType as ArrowTimestampMicrosecondType,
@@ -130,6 +132,17 @@ macro_rules! impl_data_type_for_timestamp {
                 fn is_timestamp_compatible(&self) -> bool {
                     true
                 }
+
+                fn try_cast(&self, from: Value)-> Option<Value>{
+                    match from {
+                        Value::Timestamp(v) => v.convert_to(TimeUnit::$unit).map(Value::Timestamp),
+                        Value::String(v) => Timestamp::from_str(v.as_utf8()).map(Value::Timestamp).ok(),
+                        Value::Int64(v) => Some(Value::Timestamp(Timestamp::new(v, TimeUnit::$unit))),
+                        Value::DateTime(v) => Timestamp::new_second(v.val()).convert_to(TimeUnit::$unit).map(Value::Timestamp),
+                        Value::Date(v) => Timestamp::new_second(v.to_secs()).convert_to(TimeUnit::$unit).map(Value::Timestamp),
+                        _ => None
+                    }
+                }
             }
 
             impl LogicalPrimitiveType for [<Timestamp $unit Type>] {
@@ -194,6 +207,8 @@ impl_data_type_for_timestamp!(Microsecond);
 
 #[cfg(test)]
 mod tests {
+    use common_time::{Date, DateTime};
+
     use super::*;
 
     #[test]
@@ -215,4 +230,50 @@ mod tests {
             TimestampType::Nanosecond(TimestampNanosecondType).unit()
         );
     }
+
+    #[test]
+    fn test_timestamp_cast() {
+        std::env::set_var("TZ", "Asia/Shanghai");
+        // String -> TimestampSecond
+        let s = Value::String("2021-01-01 01:02:03".to_string().into());
+        let ts = ConcreteDataType::timestamp_second_datatype()
+            .try_cast(s)
+            .unwrap();
+        assert_eq!(ts, Value::Timestamp(Timestamp::new_second(1609434123)));
+        // String cast failed
+        let s = Value::String("12345".to_string().into());
+        let ts = ConcreteDataType::timestamp_second_datatype().try_cast(s);
+        assert_eq!(ts, None);
+
+        let n = Value::Int64(1694589525);
+        // Int64 -> TimestampSecond
+        let ts = ConcreteDataType::timestamp_second_datatype()
+            .try_cast(n)
+            .unwrap();
+        assert_eq!(ts, Value::Timestamp(Timestamp::new_second(1694589525)));
+
+        // Datetime -> TimestampSecond
+        let dt = Value::DateTime(DateTime::from(1234567));
+        let ts = ConcreteDataType::timestamp_second_datatype()
+            .try_cast(dt)
+            .unwrap();
+        assert_eq!(ts, Value::Timestamp(Timestamp::new_second(1234567)));
+
+        // Date -> TimestampMillisecond
+        let d = Value::Date(Date::from_str("1970-01-01").unwrap());
+        let ts = ConcreteDataType::timestamp_millisecond_datatype()
+            .try_cast(d)
+            .unwrap();
+        assert_eq!(ts, Value::Timestamp(Timestamp::new_millisecond(0)));
+
+        // TimestampSecond -> TimestampMicrosecond
+        let second = Value::Timestamp(Timestamp::new_second(123));
+        let microsecond = ConcreteDataType::timestamp_microsecond_datatype()
+            .try_cast(second)
+            .unwrap();
+        assert_eq!(
+            microsecond,
+            Value::Timestamp(Timestamp::new_microsecond(123 * 1000000))
+        )
+    }
 }