diff --git a/src/meta/src/barrier/command.rs b/src/meta/src/barrier/command.rs
index ae75453d8015a..de88c1ae17608 100644
--- a/src/meta/src/barrier/command.rs
+++ b/src/meta/src/barrier/command.rs
@@ -35,6 +35,7 @@ use risingwave_pb::stream_plan::{
     UpdateMutation,
 };
 use risingwave_pb::stream_service::{DropActorsRequest, WaitEpochCommitRequest};
+use thiserror_ext::AsReport;
 use uuid::Uuid;
 
 use super::info::{ActorDesc, CommandActorChanges, InflightActorInfo};
@@ -857,7 +858,7 @@ impl CommandContext {
                             let table_id = table_fragments.table_id().table_id;
                             tracing::warn!(
                                 table_id,
-                                reason=?e,
+                                error = %e.as_report(),
                                 "cancel_create_table_procedure failed for CancelStreamingJob",
                             );
                             // If failed, check that table is not in meta store.
diff --git a/src/meta/src/barrier/mod.rs b/src/meta/src/barrier/mod.rs
index f91262117be16..0884560045398 100644
--- a/src/meta/src/barrier/mod.rs
+++ b/src/meta/src/barrier/mod.rs
@@ -37,6 +37,7 @@ use risingwave_pb::meta::subscribe_response::{Info, Operation};
 use risingwave_pb::meta::PausedReason;
 use risingwave_pb::stream_plan::barrier::BarrierKind;
 use risingwave_pb::stream_service::BarrierCompleteResponse;
+use thiserror_ext::AsReport;
 use tokio::sync::oneshot::{Receiver, Sender};
 use tokio::sync::Mutex;
 use tokio::task::JoinHandle;
@@ -668,7 +669,7 @@ impl GlobalBarrierManager {
             // back to frontend
             fail_point!("inject_barrier_err_success");
             let fail_node = self.checkpoint_control.barrier_failed();
-            tracing::warn!("Failed to complete epoch {}: {:?}", prev_epoch, err);
+            tracing::warn!(%prev_epoch, error = %err.as_report(), "Failed to complete epoch");
             self.failure_recovery(err, fail_node).await;
             return;
         }
@@ -693,7 +694,7 @@ impl GlobalBarrierManager {
                 .drain(index..)
                 .chain(self.checkpoint_control.barrier_failed().into_iter())
                 .collect_vec();
-            tracing::warn!("Failed to commit epoch {}: {:?}", prev_epoch, err);
+            tracing::warn!(%prev_epoch, error = %err.as_report(), "Failed to commit epoch");
             self.failure_recovery(err, fail_nodes).await;
         }
     }
@@ -728,7 +729,7 @@ impl GlobalBarrierManager {
             let prev_epoch = TracedEpoch::new(latest_snapshot.committed_epoch.into()); // we can only recovery from the committed epoch
             let span = tracing::info_span!(
                 "failure_recovery",
-                %err,
+                error = %err.as_report(),
                 prev_epoch = prev_epoch.value().0
             );
 
@@ -741,7 +742,7 @@ impl GlobalBarrierManager {
                 .await;
             self.context.set_status(BarrierManagerStatus::Running).await;
         } else {
-            panic!("failed to execute barrier: {:?}", err);
+            panic!("failed to execute barrier: {}", err.as_report());
         }
     }
 
diff --git a/src/meta/src/barrier/recovery.rs b/src/meta/src/barrier/recovery.rs
index d9a8b58226456..e0ace5f9678a4 100644
--- a/src/meta/src/barrier/recovery.rs
+++ b/src/meta/src/barrier/recovery.rs
@@ -16,7 +16,7 @@ use std::collections::{BTreeSet, HashMap, HashSet};
 use std::sync::Arc;
 use std::time::{Duration, Instant};
 
-use anyhow::anyhow;
+use anyhow::{anyhow, Context};
 use futures::future::try_join_all;
 use futures::stream::FuturesUnordered;
 use futures::TryStreamExt;
@@ -31,6 +31,7 @@ use risingwave_pb::stream_plan::AddMutation;
 use risingwave_pb::stream_service::{
     BroadcastActorInfoTableRequest, BuildActorsRequest, ForceStopActorsRequest, UpdateActorsRequest,
 };
+use thiserror_ext::AsReport;
 use tokio::sync::oneshot;
 use tokio_retry::strategy::{jitter, ExponentialBackoff};
 use tracing::{debug, warn, Instrument};
@@ -197,9 +198,7 @@ impl GlobalBarrierManagerContext {
             tokio::spawn(async move {
                 let res: MetaResult<()> = try {
                     tracing::debug!("recovering stream job {}", table.id);
-                    finished
-                        .await
-                        .map_err(|e| anyhow!("failed to finish command: {}", e))?;
+                    finished.await.context("failed to finish command")?;
 
                     tracing::debug!("finished stream job {}", table.id);
                     // Once notified that job is finished we need to notify frontend.
@@ -212,8 +211,9 @@ impl GlobalBarrierManagerContext {
                 };
                 if let Err(e) = res.as_ref() {
                     tracing::error!(
-                        "stream job {} interrupted, will retry after recovery: {e:?}",
-                        table.id
+                        id = table.id,
+                        error = %e.as_report(),
+                        "stream job interrupted, will retry after recovery",
                     );
                     // NOTE(kwannoel): We should not cleanup stream jobs,
                     // we don't know if it's just due to CN killed,
@@ -283,16 +283,15 @@ impl GlobalBarrierManagerContext {
             tokio::spawn(async move {
                 let res: MetaResult<()> = try {
                     tracing::debug!("recovering stream job {}", id);
-                    finished
-                        .await
-                        .map_err(|e| anyhow!("failed to finish command: {}", e))?;
-                    tracing::debug!("finished stream job {}", id);
+                    finished.await.ok().context("failed to finish command")?;
+                    tracing::debug!(id, "finished stream job");
                     catalog_controller.finish_streaming_job(id).await?;
                 };
                 if let Err(e) = &res {
                     tracing::error!(
-                        "stream job {} interrupted, will retry after recovery: {e:?}",
-                        id
+                        id,
+                        error = %e.as_report(),
+                        "stream job interrupted, will retry after recovery",
                     );
                     // NOTE(kwannoel): We should not cleanup stream jobs,
                     // we don't know if it's just due to CN killed,
@@ -354,7 +353,7 @@ impl GlobalBarrierManagerContext {
                     let mut info = if self.env.opts.enable_scale_in_when_recovery {
                         let info = self.resolve_actor_info().await;
                         let scaled = self.scale_actors(&info).await.inspect_err(|err| {
-                            warn!(err = ?err, "scale actors failed");
+                            warn!(error = %err.as_report(), "scale actors failed");
                         })?;
                         if scaled {
                             self.resolve_actor_info().await
@@ -364,13 +363,13 @@ impl GlobalBarrierManagerContext {
                     } else {
                         // Migrate actors in expired CN to newly joined one.
                         self.migrate_actors().await.inspect_err(|err| {
-                            warn!(err = ?err, "migrate actors failed");
+                            warn!(error = %err.as_report(), "migrate actors failed");
                         })?
                     };
 
                     // Reset all compute nodes, stop and drop existing actors.
                     self.reset_compute_nodes(&info).await.inspect_err(|err| {
-                        warn!(err = ?err, "reset compute nodes failed");
+                        warn!(error = %err.as_report(), "reset compute nodes failed");
                     })?;
 
                     if scheduled_barriers.pre_apply_drop_scheduled().await {
@@ -379,10 +378,10 @@ impl GlobalBarrierManagerContext {
 
                     // update and build all actors.
                     self.update_actors(&info).await.inspect_err(|err| {
-                        warn!(err = ?err, "update actors failed");
+                        warn!(error = %err.as_report(), "update actors failed");
                     })?;
                     self.build_actors(&info).await.inspect_err(|err| {
-                        warn!(err = ?err, "build_actors failed");
+                        warn!(error = %err.as_report(), "build_actors failed");
                     })?;
 
                     // get split assignments for all actors
@@ -424,14 +423,14 @@ impl GlobalBarrierManagerContext {
                     let res = match await_barrier_complete.await.result {
                         Ok(response) => {
                             if let Err(err) = command_ctx.post_collect().await {
-                                warn!(err = ?err, "post_collect failed");
+                                warn!(error = %err.as_report(), "post_collect failed");
                                 Err(err)
                             } else {
                                 Ok((new_epoch.clone(), response))
                             }
                         }
                         Err(err) => {
-                            warn!(err = ?err, "inject_barrier failed");
+                            warn!(error = %err.as_report(), "inject_barrier failed");
                             Err(err)
                         }
                     };
@@ -674,8 +673,8 @@ impl GlobalBarrierManagerContext {
             .await
         {
             tracing::error!(
-                "failed to apply reschedule for offline scaling in recovery: {}",
-                e.to_string()
+                error = %e.as_report(),
+                "failed to apply reschedule for offline scaling in recovery",
             );
 
             mgr.fragment_manager
diff --git a/src/meta/src/barrier/rpc.rs b/src/meta/src/barrier/rpc.rs
index b9661a37d8e83..55c9fce4c4081 100644
--- a/src/meta/src/barrier/rpc.rs
+++ b/src/meta/src/barrier/rpc.rs
@@ -98,9 +98,9 @@ impl GlobalBarrierManagerContext {
         }
         rx.map(move |result| match result {
             Ok(completion) => completion,
-            Err(e) => BarrierCompletion {
+            Err(_e) => BarrierCompletion {
                 prev_epoch,
-                result: Err(anyhow!("failed to receive barrier completion result: {:?}", e).into()),
+                result: Err(anyhow!("failed to receive barrier completion result").into()),
             },
         })
     }
diff --git a/src/meta/src/barrier/schedule.rs b/src/meta/src/barrier/schedule.rs
index aab3234d620cb..26fd3ea8143ef 100644
--- a/src/meta/src/barrier/schedule.rs
+++ b/src/meta/src/barrier/schedule.rs
@@ -18,7 +18,7 @@ use std::sync::atomic::{AtomicBool, AtomicUsize, Ordering};
 use std::sync::Arc;
 use std::time::Instant;
 
-use anyhow::anyhow;
+use anyhow::{anyhow, Context};
 use assert_matches::assert_matches;
 use risingwave_common::catalog::TableId;
 use risingwave_pb::hummock::HummockSnapshot;
@@ -279,20 +279,17 @@ impl BarrierScheduler {
 
         for (injected_rx, collect_rx, finish_rx) in contexts {
             // Wait for this command to be injected, and record the result.
-            let info = injected_rx
-                .await
-                .map_err(|e| anyhow!("failed to inject barrier: {}", e))?;
+            let info = injected_rx.await.ok().context("failed to inject barrier")?;
             infos.push(info);
 
             // Throw the error if it occurs when collecting this barrier.
             collect_rx
                 .await
-                .map_err(|e| anyhow!("failed to collect barrier: {}", e))??;
+                .ok()
+                .context("failed to collect barrier")??;
 
             // Wait for this command to be finished.
-            finish_rx
-                .await
-                .map_err(|e| anyhow!("failed to finish command: {}", e))?;
+            finish_rx.await.ok().context("failed to finish command")?;
         }
 
         Ok(infos)