diff --git a/Cargo.lock b/Cargo.lock
index a0b3e08b46441..09f9d7070a414 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -8424,6 +8424,7 @@ dependencies = [
  "madsim-tonic",
  "static_assertions",
  "thiserror",
+ "thiserror-ext",
 ]
 
 [[package]]
@@ -9966,6 +9967,27 @@ dependencies = [
  "thiserror-impl",
 ]
 
+[[package]]
+name = "thiserror-ext"
+version = "0.0.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "5f28a4a7351f496662affc257826b85dd2a613406ce3cc2f07b849685e166d8c"
+dependencies = [
+ "thiserror",
+ "thiserror-ext-derive",
+]
+
+[[package]]
+name = "thiserror-ext-derive"
+version = "0.0.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "67621f6d39449754da63668ddd2423ad0c81c27434c16090f8805ad1db59b621"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn 2.0.37",
+]
+
 [[package]]
 name = "thiserror-impl"
 version = "1.0.48"
diff --git a/Cargo.toml b/Cargo.toml
index dc38b19e237f4..919c990deb7d4 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -120,6 +120,7 @@ arrow-buffer = "48"
 arrow-flight = "48"
 arrow-select = "48"
 arrow-ord = "48"
+thiserror-ext = "0.0.1"
 tikv-jemalloc-ctl = { git = "https://github.com/risingwavelabs/jemallocator.git", rev = "64a2d9" }
 tikv-jemallocator = { git = "https://github.com/risingwavelabs/jemallocator.git", features = [
   "profiling",
diff --git a/src/expr/core/src/expr/expr_udf.rs b/src/expr/core/src/expr/expr_udf.rs
index a11af2434b4f9..8aae5beae60a4 100644
--- a/src/expr/core/src/expr/expr_udf.rs
+++ b/src/expr/core/src/expr/expr_udf.rs
@@ -150,7 +150,7 @@ impl Build for UdfExpression {
                         "",
                         DataType::from(t)
                             .try_into()
-                            .map_err(risingwave_udf::Error::Unsupported)?,
+                            .map_err(risingwave_udf::Error::unsupported)?,
                         true,
                     ))
                 })
diff --git a/src/expr/core/src/table_function/user_defined.rs b/src/expr/core/src/table_function/user_defined.rs
index 60fde34f9df1f..cbb8682ba48a7 100644
--- a/src/expr/core/src/table_function/user_defined.rs
+++ b/src/expr/core/src/table_function/user_defined.rs
@@ -140,7 +140,7 @@ pub fn new_user_defined(prost: &PbTableFunction, chunk_size: usize) -> Result<Bo
                     "",
                     DataType::from(t)
                         .try_into()
-                        .map_err(risingwave_udf::Error::Unsupported)?,
+                        .map_err(risingwave_udf::Error::unsupported)?,
                     true,
                 ))
             })
diff --git a/src/udf/Cargo.toml b/src/udf/Cargo.toml
index 2d13f39bdddc4..30de54380903e 100644
--- a/src/udf/Cargo.toml
+++ b/src/udf/Cargo.toml
@@ -19,6 +19,7 @@ cfg-or-panic = "0.2"
 futures-util = "0.3.28"
 static_assertions = "1"
 thiserror = "1"
+thiserror-ext = { workspace = true }
 tokio = { version = "0.2", package = "madsim-tokio", features = ["rt", "macros"] }
 tonic = { workspace = true }
 
diff --git a/src/udf/src/error.rs b/src/udf/src/error.rs
index 4a2ae18f61357..15fd2b7fbb8ce 100644
--- a/src/udf/src/error.rs
+++ b/src/udf/src/error.rs
@@ -13,21 +13,24 @@
 // limitations under the License.
 
 use arrow_flight::error::FlightError;
+use thiserror::Error;
+use thiserror_ext::{Box, Construct};
 
 /// A specialized `Result` type for UDF operations.
 pub type Result<T, E = Error> = std::result::Result<T, E>;
 
 /// The error type for UDF operations.
-#[derive(thiserror::Error, Debug)]
-pub enum Error {
+#[derive(Error, Debug, Box, Construct)]
+#[thiserror_ext(type = Error)]
+pub enum ErrorInner {
     #[error("failed to connect to UDF service: {0}")]
     Connect(#[from] tonic::transport::Error),
 
     #[error("failed to send requests to UDF service: {0}")]
-    Tonic(#[from] Box<tonic::Status>),
+    Tonic(#[from] tonic::Status),
 
     #[error("failed to call UDF: {0}")]
-    Flight(#[from] Box<FlightError>),
+    Flight(#[from] FlightError),
 
     #[error("type mismatch: {0}")]
     TypeMismatch(String),
@@ -45,16 +48,4 @@ pub enum Error {
     ServiceError(String),
 }
 
-static_assertions::const_assert_eq!(std::mem::size_of::<Error>(), 40);
-
-impl From<tonic::Status> for Error {
-    fn from(status: tonic::Status) -> Self {
-        Error::from(Box::new(status))
-    }
-}
-
-impl From<FlightError> for Error {
-    fn from(error: FlightError) -> Self {
-        Error::from(Box::new(error))
-    }
-}
+static_assertions::const_assert_eq!(std::mem::size_of::<Error>(), 8);
diff --git a/src/udf/src/external.rs b/src/udf/src/external.rs
index e77b96f2bdab4..c5ed44850f1bf 100644
--- a/src/udf/src/external.rs
+++ b/src/udf/src/external.rs
@@ -59,7 +59,7 @@ impl ArrowFlightUdfClient {
         let full_schema = Schema::try_from(info)
             .map_err(|e| FlightError::DecodeError(format!("Error decoding schema: {e}")))?;
         if input_num > full_schema.fields.len() {
-            return Err(Error::ServiceError(format!(
+            return Err(Error::service_error(format!(
                 "function {:?} schema info not consistency: input_num: {}, total_fields: {}",
                 id,
                 input_num,
@@ -73,13 +73,13 @@ impl ArrowFlightUdfClient {
         let expect_input_types: Vec<_> = args.fields.iter().map(|f| f.data_type()).collect();
         let expect_result_types: Vec<_> = returns.fields.iter().map(|f| f.data_type()).collect();
         if !data_types_match(&expect_input_types, &actual_input_types) {
-            return Err(Error::TypeMismatch(format!(
+            return Err(Error::type_mismatch(format!(
                 "function: {:?}, expect arguments: {:?}, actual: {:?}",
                 id, expect_input_types, actual_input_types
             )));
         }
         if !data_types_match(&expect_result_types, &actual_result_types) {
-            return Err(Error::TypeMismatch(format!(
+            return Err(Error::type_mismatch(format!(
                 "function: {:?}, expect return: {:?}, actual: {:?}",
                 id, expect_result_types, actual_result_types
             )));
@@ -91,7 +91,10 @@ impl ArrowFlightUdfClient {
     pub async fn call(&self, id: &str, input: RecordBatch) -> Result<RecordBatch> {
         let mut output_stream = self.call_stream(id, stream::once(async { input })).await?;
         // TODO: support no output
-        let head = output_stream.next().await.ok_or(Error::NoReturned)??;
+        let head = output_stream
+            .next()
+            .await
+            .ok_or_else(Error::no_returned)??;
         let mut remaining = vec![];
         while let Some(batch) = output_stream.next().await {
             remaining.push(batch?);
diff --git a/src/udf/src/lib.rs b/src/udf/src/lib.rs
index 513551a9108af..25207c2c19edf 100644
--- a/src/udf/src/lib.rs
+++ b/src/udf/src/lib.rs
@@ -12,6 +12,8 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
+#![feature(error_generic_member_access)]
+
 mod error;
 mod external;