diff --git a/src/connector/src/parser/mod.rs b/src/connector/src/parser/mod.rs
index 4edba24c54168..e49331590ff69 100644
--- a/src/connector/src/parser/mod.rs
+++ b/src/connector/src/parser/mod.rs
@@ -682,7 +682,7 @@ async fn into_chunk_stream<P: ByteStreamSourceParser>(mut parser: P, data_stream
                             LazyLock::new(LogSuppresser::default);
                         if let Ok(suppressed_count) = LOG_SUPPERSSER.check() {
                             tracing::error!(
-                                %error,
+                                error = %error.as_report(),
                                 split_id = &*msg.split_id,
                                 offset = msg.offset,
                                 suppressed_count,
diff --git a/src/connector/src/sink/nats.rs b/src/connector/src/sink/nats.rs
index 7a97771dee8ef..2bc4160e7a263 100644
--- a/src/connector/src/sink/nats.rs
+++ b/src/connector/src/sink/nats.rs
@@ -107,15 +107,12 @@ impl Sink for NatsSink {
                 "Nats sink only support append-only mode"
             )));
         }
-        match self.config.common.build_client().await {
-            Ok(_client) => {}
-            Err(error) => {
-                return Err(SinkError::Nats(anyhow!(
-                    "validate nats sink error: {:?}",
-                    error
-                )));
-            }
-        }
+        let _client = self
+            .config
+            .common
+            .build_client()
+            .await
+            .context("validate nats sink error")?;
         Ok(())
     }
 
@@ -134,7 +131,7 @@ impl NatsSinkWriter {
             .common
             .build_context()
             .await
-            .map_err(|e| SinkError::Nats(anyhow!("nats sink error: {:?}", e)))?;
+            .map_err(|e| SinkError::Nats(anyhow!(e)))?;
         Ok::<_, SinkError>(Self {
             config: config.clone(),
             context,
diff --git a/src/connector/src/source/kafka/enumerator/client.rs b/src/connector/src/source/kafka/enumerator/client.rs
index c76da907e45e4..16314d21dbc1e 100644
--- a/src/connector/src/source/kafka/enumerator/client.rs
+++ b/src/connector/src/source/kafka/enumerator/client.rs
@@ -15,7 +15,7 @@
 use std::collections::HashMap;
 use std::time::Duration;
 
-use anyhow::anyhow;
+use anyhow::{anyhow, Context as _};
 use async_trait::async_trait;
 use rdkafka::consumer::{BaseConsumer, Consumer};
 use rdkafka::error::KafkaResult;
@@ -106,11 +106,11 @@ impl SplitEnumerator for KafkaSplitEnumerator {
     }
 
     async fn list_splits(&mut self) -> ConnectorResult<Vec<KafkaSplit>> {
-        let topic_partitions = self.fetch_topic_partition().await.map_err(|e| {
-            anyhow!(format!(
-                "failed to fetch metadata from kafka ({}), error: {}",
-                self.broker_address, e
-            ))
+        let topic_partitions = self.fetch_topic_partition().await.with_context(|| {
+            format!(
+                "failed to fetch metadata from kafka ({})",
+                self.broker_address
+            )
         })?;
         let watermarks = self.get_watermarks(topic_partitions.as_ref()).await?;
         let mut start_offsets = self
@@ -154,11 +154,11 @@ impl KafkaSplitEnumerator {
         expect_start_timestamp_millis: Option<i64>,
         expect_stop_timestamp_millis: Option<i64>,
     ) -> ConnectorResult<Vec<KafkaSplit>> {
-        let topic_partitions = self.fetch_topic_partition().await.map_err(|e| {
-            anyhow!(format!(
-                "failed to fetch metadata from kafka ({}), error: {}",
-                self.broker_address, e
-            ))
+        let topic_partitions = self.fetch_topic_partition().await.with_context(|| {
+            format!(
+                "failed to fetch metadata from kafka ({})",
+                self.broker_address
+            )
         })?;
 
         // here we are getting the start offset and end offset for each partition with the given
diff --git a/src/connector/src/source/pulsar/source/reader.rs b/src/connector/src/source/pulsar/source/reader.rs
index 8e0c6c7cc1c53..9ed810dfc933a 100644
--- a/src/connector/src/source/pulsar/source/reader.rs
+++ b/src/connector/src/source/pulsar/source/reader.rs
@@ -31,6 +31,7 @@ use pulsar::{Consumer, ConsumerBuilder, ConsumerOptions, Pulsar, SubType, TokioE
 use risingwave_common::array::{DataChunk, StreamChunk};
 use risingwave_common::catalog::ROWID_PREFIX;
 use risingwave_common::{bail, ensure};
+use thiserror_ext::AsReport;
 
 use crate::error::ConnectorResult;
 use crate::parser::ParserConfig;
@@ -370,8 +371,9 @@ impl PulsarIcebergReader {
 
         #[for_await]
         for msg in self.as_stream_chunk_stream() {
-            let (_chunk, mapping) =
-                msg.inspect_err(|e| tracing::error!("Failed to read message from iceberg: {}", e))?;
+            let (_chunk, mapping) = msg.inspect_err(
+                |e| tracing::error!(error = %e.as_report(), "Failed to read message from iceberg"),
+            )?;
             last_msg_id = mapping.get(self.split.topic.to_string().as_str()).cloned();
         }
 
diff --git a/src/connector/src/source/reader/reader.rs b/src/connector/src/source/reader/reader.rs
index c32d941a1fcc4..833c9661c3ca1 100644
--- a/src/connector/src/source/reader/reader.rs
+++ b/src/connector/src/source/reader/reader.rs
@@ -24,6 +24,7 @@ use itertools::Itertools;
 use risingwave_common::bail;
 use risingwave_common::catalog::ColumnId;
 use rw_futures_util::select_all;
+use thiserror_ext::AsReport as _;
 
 use crate::dispatch_source_prop;
 use crate::error::ConnectorResult;
@@ -187,7 +188,7 @@ async fn build_opendal_fs_list_stream<Src: OpendalSource>(lister: OpendalEnumera
                 }
             }
             Err(err) => {
-                tracing::error!("list object fail, err {}", err);
+                tracing::error!(error = %err.as_report(), "list object fail");
                 return Err(err);
             }
         }
diff --git a/src/meta/src/stream/source_manager.rs b/src/meta/src/stream/source_manager.rs
index 4e81ee38f7ca3..eb3d6b3205c4c 100644
--- a/src/meta/src/stream/source_manager.rs
+++ b/src/meta/src/stream/source_manager.rs
@@ -824,7 +824,7 @@ impl SourceManager {
                             break worker;
                         }
                         Err(e) => {
-                            tracing::warn!("failed to create source worker: {}", e);
+                            tracing::warn!(error = %e.as_report(), "failed to create source worker");
                         }
                     }
                 };