diff --git a/bindings/python/Cargo.toml b/bindings/python/Cargo.toml
index 0042ff07..ac5f2cf8 100644
--- a/bindings/python/Cargo.toml
+++ b/bindings/python/Cargo.toml
@@ -13,10 +13,11 @@ name = "databend_driver"
 doc = false
 
 [dependencies]
+chrono = { version = "0.4.35", default-features = false }
 ctor = "0.2.5"
 databend-driver = { workspace = true, features = ["rustls", "flight-sql"] }
 once_cell = "1.18"
-pyo3 = { version = "0.21", features = ["abi3-py37"] }
+pyo3 = { version = "0.21", features = ["abi3-py37", "chrono"] }
 pyo3-asyncio = { version = "0.21", features = ["tokio-runtime"] }
 tokio = "1.34"
 tokio-stream = "0.1"
diff --git a/bindings/python/src/types.rs b/bindings/python/src/types.rs
index 6755433d..dd71ad18 100644
--- a/bindings/python/src/types.rs
+++ b/bindings/python/src/types.rs
@@ -14,12 +14,13 @@
 
 use std::sync::Arc;
 
+use chrono::{NaiveDate, NaiveDateTime};
 use once_cell::sync::Lazy;
 use pyo3::exceptions::{PyException, PyStopAsyncIteration, PyStopIteration};
 use pyo3::intern;
 use pyo3::prelude::*;
 use pyo3::sync::GILOnceCell;
-use pyo3::types::{PyDict, PyList, PyTuple, PyType};
+use pyo3::types::{PyBytes, PyDict, PyList, PyTuple, PyType};
 use pyo3_asyncio::tokio::future_into_py;
 use tokio::sync::Mutex;
 use tokio_stream::StreamExt;
@@ -58,19 +59,22 @@ impl IntoPy<PyObject> for Value {
                 dict.into_py(py)
             }
             databend_driver::Value::Boolean(b) => b.into_py(py),
-            databend_driver::Value::Binary(b) => b.into_py(py),
+            databend_driver::Value::Binary(b) => {
+                let buf = PyBytes::new_bound(py, &b);
+                buf.into_py(py)
+            }
             databend_driver::Value::String(s) => s.into_py(py),
             databend_driver::Value::Number(n) => {
                 let v = NumberValue(n);
                 v.into_py(py)
             }
             databend_driver::Value::Timestamp(_) => {
-                let s = self.0.to_string();
-                s.into_py(py)
+                let t = NaiveDateTime::try_from(self.0).unwrap();
+                t.into_py(py)
             }
             databend_driver::Value::Date(_) => {
-                let s = self.0.to_string();
-                s.into_py(py)
+                let d = NaiveDate::try_from(self.0).unwrap();
+                d.into_py(py)
             }
             databend_driver::Value::Array(inner) => {
                 let list = PyList::new_bound(py, inner.into_iter().map(|v| Value(v).into_py(py)));
diff --git a/bindings/python/tests/asyncio/steps/binding.py b/bindings/python/tests/asyncio/steps/binding.py
index 62cb1ddc..6a45ab0b 100644
--- a/bindings/python/tests/asyncio/steps/binding.py
+++ b/bindings/python/tests/asyncio/steps/binding.py
@@ -13,6 +13,7 @@
 # limitations under the License.
 
 import os
+from datetime import datetime, date
 from decimal import Decimal
 
 from behave import given, when, then
@@ -70,13 +71,13 @@ async def _(context):
 
     # Map
     row = await context.conn.query_row("select {'xx':to_date('2020-01-01')}")
-    assert row.values() == ({"xx": "2020-01-01"},)
+    assert row.values() == ({"xx": date(2020, 1, 1)},)
 
     # Tuple
     row = await context.conn.query_row(
         "select (10, '20', to_datetime('2024-04-16 12:34:56.789'))"
     )
-    assert row.values() == ((10, "20", "2024-04-16 12:34:56.789"),)
+    assert row.values() == ((10, "20", datetime(2024, 4, 16, 12, 34, 56, 789)),)
 
 
 @then("Select numbers should iterate all rows")
@@ -106,9 +107,9 @@ async def _(context):
     async for row in rows:
         ret.append(row.values())
     expected = [
-        (-1, 1, 1.0, "1", "1", "2011-03-06", "2011-03-06 06:20:00"),
-        (-2, 2, 2.0, "2", "2", "2012-05-31", "2012-05-31 11:20:00"),
-        (-3, 3, 3.0, "3", "2", "2016-04-04", "2016-04-04 11:30:00"),
+        (-1, 1, 1.0, "1", "1", date(2011, 3, 6), datetime(2011, 3, 6, 6, 20)),
+        (-2, 2, 2.0, "2", "2", date(2012, 5, 31), datetime(2012, 5, 31, 11, 20)),
+        (-3, 3, 3.0, "3", "2", date(2016, 4, 4), datetime(2016, 4, 4, 11, 30)),
     ]
     assert ret == expected
 
@@ -130,8 +131,8 @@ async def _(context):
     async for row in rows:
         ret.append(row.values())
     expected = [
-        (-1, 1, 1.0, "1", "1", "2011-03-06", "2011-03-06 06:20:00"),
-        (-2, 2, 2.0, "2", "2", "2012-05-31", "2012-05-31 11:20:00"),
-        (-3, 3, 3.0, "3", "2", "2016-04-04", "2016-04-04 11:30:00"),
+        (-1, 1, 1.0, "1", "1", date(2011, 3, 6), datetime(2011, 3, 6, 6, 20)),
+        (-2, 2, 2.0, "2", "2", date(2012, 5, 31), datetime(2012, 5, 31, 11, 20)),
+        (-3, 3, 3.0, "3", "2", date(2016, 4, 4), datetime(2016, 4, 4, 11, 30)),
     ]
     assert ret == expected
diff --git a/bindings/python/tests/blocking/steps/binding.py b/bindings/python/tests/blocking/steps/binding.py
index 61ee9063..040d29b6 100644
--- a/bindings/python/tests/blocking/steps/binding.py
+++ b/bindings/python/tests/blocking/steps/binding.py
@@ -13,6 +13,7 @@
 # limitations under the License.
 
 import os
+from datetime import datetime, date
 from decimal import Decimal
 
 from behave import given, when, then
@@ -65,13 +66,13 @@ async def _(context):
 
     # Map
     row = context.conn.query_row("select {'xx':to_date('2020-01-01')}")
-    assert row.values() == ({"xx": "2020-01-01"},)
+    assert row.values() == ({"xx": date(2020, 1, 1)},)
 
     # Tuple
     row = context.conn.query_row(
         "select (10, '20', to_datetime('2024-04-16 12:34:56.789'))"
     )
-    assert row.values() == ((10, "20", "2024-04-16 12:34:56.789"),)
+    assert row.values() == ((10, "20", datetime(2024, 4, 16, 12, 34, 56, 789)),)
 
 
 @then("Select numbers should iterate all rows")
@@ -99,9 +100,9 @@ def _(context):
     for row in rows:
         ret.append(row.values())
     expected = [
-        (-1, 1, 1.0, "1", "1", "2011-03-06", "2011-03-06 06:20:00"),
-        (-2, 2, 2.0, "2", "2", "2012-05-31", "2012-05-31 11:20:00"),
-        (-3, 3, 3.0, "3", "2", "2016-04-04", "2016-04-04 11:30:00"),
+        (-1, 1, 1.0, "1", "1", date(2011, 3, 6), datetime(2011, 3, 6, 6, 20)),
+        (-2, 2, 2.0, "2", "2", date(2012, 5, 31), datetime(2012, 5, 31, 11, 20)),
+        (-3, 3, 3.0, "3", "2", date(2016, 4, 4), datetime(2016, 4, 4, 11, 30)),
     ]
     assert ret == expected
 
@@ -122,8 +123,8 @@ def _(context):
     for row in rows:
         ret.append(row.values())
     expected = [
-        (-1, 1, 1.0, "1", "1", "2011-03-06", "2011-03-06 06:20:00"),
-        (-2, 2, 2.0, "2", "2", "2012-05-31", "2012-05-31 11:20:00"),
-        (-3, 3, 3.0, "3", "2", "2016-04-04", "2016-04-04 11:30:00"),
+        (-1, 1, 1.0, "1", "1", date(2011, 3, 6), datetime(2011, 3, 6, 6, 20)),
+        (-2, 2, 2.0, "2", "2", date(2012, 5, 31), datetime(2012, 5, 31, 11, 20)),
+        (-3, 3, 3.0, "3", "2", date(2016, 4, 4), datetime(2016, 4, 4, 11, 30)),
     ]
     assert ret == expected