diff --git a/src/query/service/src/catalogs/default/mutable_catalog.rs b/src/query/service/src/catalogs/default/mutable_catalog.rs
index 7ec0e04f42a2c..42257e0c5e185 100644
--- a/src/query/service/src/catalogs/default/mutable_catalog.rs
+++ b/src/query/service/src/catalogs/default/mutable_catalog.rs
@@ -307,7 +307,7 @@ impl Catalog for MutableCatalog {
         // Create database.
         let res = self.ctx.meta.create_database(req.clone()).await?;
         info!(
-            "db name: {}, engine: {}",
+            "[CATALOG] Creating database: name={}, engine={}",
             req.name_ident.database_name(),
             &req.meta.engine
         );
@@ -698,13 +698,13 @@ impl Catalog for MutableCatalog {
         }
 
         info!(
-            "updating multi table meta. number of tables: {}",
+            "[CATALOG] Updating multiple table metadata: table_count={}",
             req.update_table_metas.len()
         );
         let begin = Instant::now();
         let res = self.ctx.meta.update_multi_table_meta(req).await;
         info!(
-            "update multi table meta done. time used {:?}",
+            "[CATALOG] Multiple table metadata update completed: elapsed_time={:?}",
             begin.elapsed()
         );
         Ok(res?)
diff --git a/src/query/service/src/interpreters/hook/compact_hook.rs b/src/query/service/src/interpreters/hook/compact_hook.rs
index 0029a2b0ff0b1..36c49b255e251 100644
--- a/src/query/service/src/interpreters/hook/compact_hook.rs
+++ b/src/query/service/src/interpreters/hook/compact_hook.rs
@@ -66,7 +66,10 @@ pub async fn hook_compact(
 ) {
     let op_name = trace_ctx.operation_name.clone();
     if let Err(e) = do_hook_compact(ctx, pipeline, compact_target, trace_ctx, lock_opt).await {
-        info!("compact hook ({}) with error (ignored): {}", op_name, e);
+        info!(
+            "[COMPACT-HOOK] Operation {} failed with error (ignored): {}",
+            op_name, e
+        );
     }
 }
 
@@ -86,13 +89,13 @@ async fn do_hook_compact(
         if info.res.is_ok() {
             let op_name = &trace_ctx.operation_name;
             metrics_inc_compact_hook_main_operation_time_ms(op_name, trace_ctx.start.elapsed().as_millis() as u64);
-            info!("execute {op_name} finished successfully. running table optimization job.");
+            info!("[COMPACT-HOOK] Operation {op_name} completed successfully, starting table optimization job.");
 
             let compact_start_at = Instant::now();
             let compaction_limits = match compact_target.mutation_kind {
                 MutationKind::Insert => {
                     let compaction_num_block_hint = ctx.get_compaction_num_block_hint(&compact_target.table);
-                    info!("table {} hint number of blocks need to be compacted {}", compact_target.table, compaction_num_block_hint);
+                    info!("[COMPACT-HOOK] Table {} requires compaction of {} blocks", compact_target.table, compaction_num_block_hint);
                     if compaction_num_block_hint == 0 {
                         return Ok(());
                     }
@@ -120,9 +123,9 @@ async fn do_hook_compact(
                 compact_table(ctx, compact_target, compaction_limits, lock_opt)
             }) {
                 Ok(_) => {
-                    info!("execute {op_name} finished successfully. table optimization job finished.");
+                    info!("[COMPACT-HOOK] Operation {op_name} and table optimization job completed successfully.");
                 }
-                Err(e) => { info!("execute {op_name} finished successfully. table optimization job failed. {:?}", e); }
+                Err(e) => { info!("[COMPACT-HOOK] Operation {op_name} completed but table optimization job failed: {:?}", e); }
             }
 
             // reset the progress value
diff --git a/src/query/service/src/interpreters/hook/hook.rs b/src/query/service/src/interpreters/hook/hook.rs
index 24b81b2ace411..91566a7210ad9 100644
--- a/src/query/service/src/interpreters/hook/hook.rs
+++ b/src/query/service/src/interpreters/hook/hook.rs
@@ -76,12 +76,12 @@ impl HookOperator {
     pub async fn execute_compact(&self, pipeline: &mut Pipeline) {
         match self.ctx.get_settings().get_enable_compact_after_write() {
             Ok(false) => {
-                info!("auto compaction disabled");
+                info!("[TABLE-HOOK] Auto compaction is disabled");
                 return;
             }
             Err(e) => {
                 // swallow the exception, compaction hook should not prevent the main operation.
-                warn!("failed to get compaction settings, ignored. {}", e);
+                warn!("[TABLE-HOOK] Failed to retrieve compaction settings, continuing without compaction: {}", e);
                 return;
             }
             Ok(true) => {
diff --git a/src/query/service/src/interpreters/hook/refresh_hook.rs b/src/query/service/src/interpreters/hook/refresh_hook.rs
index 3589c79459a59..d00872646f8ea 100644
--- a/src/query/service/src/interpreters/hook/refresh_hook.rs
+++ b/src/query/service/src/interpreters/hook/refresh_hook.rs
@@ -63,13 +63,13 @@ pub async fn hook_refresh(ctx: Arc<QueryContext>, pipeline: &mut Pipeline, desc:
 
     pipeline.set_on_finished(move |info: &ExecutionInfo| {
         if info.res.is_ok() {
-            info!("execute pipeline finished successfully, starting run refresh job.");
+            info!("[REFRESH-HOOK] Pipeline execution completed successfully, starting refresh job");
             match GlobalIORuntime::instance().block_on(do_refresh(ctx, desc)) {
                 Ok(_) => {
-                    info!("execute refresh job successfully.");
+                    info!("[REFRESH-HOOK] Refresh job completed successfully");
                 }
                 Err(e) => {
-                    info!("execute refresh job failed. {:?}", e);
+                    info!("[REFRESH-HOOK] Refresh job failed: {:?}", e);
                 }
             }
         }
diff --git a/src/query/service/src/interpreters/hook/vacuum_hook.rs b/src/query/service/src/interpreters/hook/vacuum_hook.rs
index b1f0aaa977ecb..c3eed71fc475e 100644
--- a/src/query/service/src/interpreters/hook/vacuum_hook.rs
+++ b/src/query/service/src/interpreters/hook/vacuum_hook.rs
@@ -61,7 +61,7 @@ pub fn hook_vacuum_temp_files(query_ctx: &Arc<QueryContext>) -> Result<()> {
         }
 
         log::info!(
-            "Vacuum temporary files by hook, node files: {:?}",
+            "[VACUUM-HOOK] Cleaning temporary files from nodes: {:?}",
             node_files
         );
 
@@ -77,7 +77,7 @@ pub fn hook_vacuum_temp_files(query_ctx: &Arc<QueryContext>) -> Result<()> {
                 .await;
 
             if let Err(cause) = &removed_files {
-                log::warn!("Vacuum temporary files has error: {:?}", cause);
+                log::warn!("[VACUUM-HOOK] Failed to clean temporary files: {:?}", cause);
             }
 
             Ok(())
@@ -96,7 +96,10 @@ pub fn hook_disk_temp_dir(query_ctx: &Arc<QueryContext>) -> Result<()> {
             .get_spilling_to_disk_vacuum_unknown_temp_dirs_limit()?;
         let deleted = mgr.drop_disk_spill_dir_unknown(limit)?;
         if !deleted.is_empty() {
-            warn!("Deleted residual temporary directories: {:?}", deleted)
+            warn!(
+                "[VACUUM-HOOK] Removed residual temporary directories: {:?}",
+                deleted
+            )
         }
     }
 
diff --git a/src/query/service/src/servers/http/middleware/session.rs b/src/query/service/src/servers/http/middleware/session.rs
index 99bea6200d4de..fbb81dcfa22fa 100644
--- a/src/query/service/src/servers/http/middleware/session.rs
+++ b/src/query/service/src/servers/http/middleware/session.rs
@@ -617,7 +617,7 @@ impl<E: Endpoint> Endpoint for HTTPSessionEndpoint<E> {
                     } else {
                         let msg =
                             format!("sticky_node_id '{sticky_node_id}' not found in cluster",);
-                        warn!("{}", msg);
+                        warn!("[HTTP-SESSION] {}", msg);
                         Err(Error::from(HttpErrorCode::bad_request(
                             ErrorCode::BadArguments(msg),
                         )))
@@ -650,7 +650,7 @@ impl<E: Endpoint> Endpoint for HTTPSessionEndpoint<E> {
                         }
                         Ok(None) => {
                             let msg = format!("Not find the '{}' warehouse; it is possible that all nodes of the warehouse have gone offline. Please exit the client and reconnect, or use `use warehouse <new_warehouse>`", warehouse);
-                            warn!("{}", msg);
+                            warn!("[HTTP-SESSION] {}", msg);
                             return Err(Error::from(HttpErrorCode::bad_request(
                                 ErrorCode::UnknownWarehouse(msg),
                             )));
@@ -671,7 +671,9 @@ impl<E: Endpoint> Endpoint for HTTPSessionEndpoint<E> {
                     }
                 }
 
-                log::warn!("Ignore header ({HEADER_WAREHOUSE}: {warehouse:?})");
+                log::warn!(
+                    "[HTTP-SESSION] Ignoring warehouse header: {HEADER_WAREHOUSE}={warehouse:?}"
+                );
             }
         };
 
@@ -706,13 +708,13 @@ impl<E: Endpoint> Endpoint for HTTPSessionEndpoint<E> {
                     let err = HttpErrorCode::error_code(err);
                     if err.status() == StatusCode::UNAUTHORIZED {
                         warn!(
-                            "http auth failure: {method} {uri}, headers={:?}, error={}",
+                            "[HTTP-SESSION] Authentication failure: {method} {uri}, headers={:?}, error={}",
                             sanitize_request_headers(&headers),
                             err
                         );
                     } else {
                         error!(
-                            "http request err: {method} {uri}, headers={:?}, error={}",
+                            "[HTTP-SESSION] Request error: {method} {uri}, headers={:?}, error={}",
                             sanitize_request_headers(&headers),
                             err
                         );
diff --git a/src/query/service/src/servers/http/v1/query/http_query.rs b/src/query/service/src/servers/http/v1/query/http_query.rs
index 147f38520d77a..4c07eddf12b62 100644
--- a/src/query/service/src/servers/http/v1/query/http_query.rs
+++ b/src/query/service/src/servers/http/v1/query/http_query.rs
@@ -807,7 +807,7 @@ impl HttpQuery {
                         warnings: query_context.pop_warnings(),
                     };
 
-                    info!(
+                    error!(
                         "[HTTP-QUERY] Query state changed to Stopped, failed to start: {:?}",
                         e
                     );
diff --git a/src/query/settings/src/settings_global.rs b/src/query/settings/src/settings_global.rs
index b3566e19671b3..55a1706f82f38 100644
--- a/src/query/settings/src/settings_global.rs
+++ b/src/query/settings/src/settings_global.rs
@@ -108,7 +108,10 @@ impl Settings {
                 .insert(name.clone(), match default_settings.settings.get(&name) {
                     None => {
                         // the settings may be deprecated
-                        warn!("Ignore deprecated global setting {} = {}", name, val);
+                        warn!(
+                            "[SETTINGS] Ignoring deprecated global setting: {} = {}",
+                            name, val
+                        );
                         continue;
                     }
                     Some(default_setting_value) => {
@@ -116,7 +119,10 @@ impl Settings {
                             .is_err()
                         {
                             // the settings is session only, ignore the global setting
-                            warn!("Ignore session only global setting {} = {}", name, val);
+                            warn!(
+                                "[SETTINGS] Ignoring session-only setting at global scope: {} = {}",
+                                name, val
+                            );
                             continue;
                         }
                         match &default_setting_value.value {
diff --git a/src/query/sql/src/planner/binder/table.rs b/src/query/sql/src/planner/binder/table.rs
index 23ff11114564a..c659a4b12910a 100644
--- a/src/query/sql/src/planner/binder/table.rs
+++ b/src/query/sql/src/planner/binder/table.rs
@@ -366,7 +366,7 @@ impl Binder {
         let columns = self.metadata.read().columns_by_table_index(table_index);
         let scan_id = self.metadata.write().next_scan_id();
         log::info!(
-            "[RUNTIME-FILTER]bind_base_table scan_id: {},table_entry: {:?}",
+            "[RUNTIME-FILTER] bind_base_table scan_id: {},table_entry: {:?}",
             scan_id,
             table
         );
diff --git a/src/query/storages/fuse/src/operations/common/processors/sink_commit.rs b/src/query/storages/fuse/src/operations/common/processors/sink_commit.rs
index 658ffc8ca67e6..97c87c95cc69b 100644
--- a/src/query/storages/fuse/src/operations/common/processors/sink_commit.rs
+++ b/src/query/storages/fuse/src/operations/common/processors/sink_commit.rs
@@ -288,7 +288,10 @@ where F: SnapshotGenerator + Send + Sync + 'static
             // Vacuum in a best-effort manner, errors are ignored
             warn!("Vacuum table {} failed : {}", tbl.table_info.name, e);
         } else {
-            info!("vacuum table {} done", tbl.table_info.name);
+            info!(
+                "[SINK-COMMIT] Vacuum completed for table {}",
+                tbl.table_info.name
+            );
         }
     }
 
@@ -307,7 +310,7 @@ where F: SnapshotGenerator + Send + Sync + 'static
         if let Some(vacuum_handler) = &self.vacuum_handler {
             self.exec_auto_vacuum2(tbl, vacuum_handler.as_ref()).await;
         } else {
-            info!("no vacuum handler found for auto vacuuming, please re-check your license");
+            info!("[SINK-COMMIT] No vacuum handler available for auto vacuuming, please verify your license");
         }
 
         Ok(())
@@ -530,7 +533,7 @@ where F: SnapshotGenerator + Send + Sync + 'static
                         {
                             let elapsed_time = self.start_time.elapsed();
                             let status = format!(
-                                "commit mutation success after {} retries, which took {:?}",
+                                "[SINK-COMMIT] Mutation committed successfully after {} retries in {:?}",
                                 self.retries, elapsed_time
                             );
                             metrics_inc_commit_milliseconds(elapsed_time.as_millis());
@@ -554,7 +557,10 @@ where F: SnapshotGenerator + Send + Sync + 'static
                                 .collect::<Vec<_>>();
                             (tbl, stream_descriptions)
                         };
-                        info!("commit mutation success, targets {:?}", target_descriptions);
+                        info!(
+                            "[SINK-COMMIT] Mutation committed successfully, targets: {:?}",
+                            target_descriptions
+                        );
                         self.state = State::Finish;
                     }
                     Err(e) if self.is_error_recoverable(&e) => {
@@ -563,7 +569,7 @@ where F: SnapshotGenerator + Send + Sync + 'static
                             Some(d) => {
                                 let name = table_info.name.clone();
                                 debug!(
-                                    "got error TableVersionMismatched, tx will be retried {} ms later. table name {}, identity {}",
+                                    "[SINK-COMMIT] TableVersionMismatched error detected, transaction will retry in {} ms. Table: {}, ID: {}",
                                     d.as_millis(),
                                     name.as_str(),
                                     table_info.ident
diff --git a/src/query/storages/fuse/src/operations/merge_into/mutator/matched_mutator.rs b/src/query/storages/fuse/src/operations/merge_into/mutator/matched_mutator.rs
index 7b52c32acac84..3bbc2e873264d 100644
--- a/src/query/storages/fuse/src/operations/merge_into/mutator/matched_mutator.rs
+++ b/src/query/storages/fuse/src/operations/merge_into/mutator/matched_mutator.rs
@@ -167,7 +167,7 @@ impl MatchedAggregator {
                     // |----------------------------block----------------------------------------|
                     // |----partial-unmodified----|-----matched------|----partial-unmodified-----|
                     info!(
-                        "duplicated block: segment_idx: {}, block_idx: {}",
+                        "[MERGE-INTO] Duplicated block detected: segment_idx={}, block_idx={}",
                         meta_index.segment_idx, meta_index.block_idx
                     );
                 }
@@ -289,7 +289,7 @@ impl MatchedAggregator {
                 let segment_info = segment_infos.get(&item.0).unwrap();
                 let block_idx = segment_info.blocks.len() - block_idx - 1;
                 info!(
-                    "target_build_optimization, merge into apply: segment_idx:{},blk_idx:{}",
+                    "[MERGE-INTO] Target build optimization applying: segment_idx={}, block_idx={}",
                     segment_idx, block_idx
                 );
                 mutation_logs.push(MutationLogEntry::DeletedBlock {
@@ -316,7 +316,7 @@ impl MatchedAggregator {
             let block_idx = segment_info.blocks.len() - block_idx as usize - 1;
             assert!(block_idx < segment_info.blocks.len());
             info!(
-                "merge into apply: segment_idx:{},blk_idx:{}",
+                "[MERGE-INTO] Applying mutation: segment_idx={}, block_idx={}",
                 segment_idx, block_idx
             );
             // the row_id is generated by block_id, not block_idx,reference to fill_internal_column_meta()
@@ -385,8 +385,8 @@ impl AggregationContext {
         modified_offsets: HashSet<usize>,
     ) -> Result<Option<MutationLogEntry>> {
         info!(
-            "apply update and delete to segment idx {}, block idx {}",
-            segment_idx, block_idx,
+            "[MERGE-INTO] Applying update and delete operations to segment_idx={}, block_idx={}",
+            segment_idx, block_idx
         );
         let mut origin_data_block = read_block(
             self.write_settings.storage_format,
@@ -439,7 +439,7 @@ impl AggregationContext {
                     let cluster_stats =
                         generator.gen_with_origin_stats(&block, origin_stats.clone())?;
                         info!(
-                            "serialize block after get cluster_stats:\n {:?}",
+                            "[MERGE-INTO] Serializing block with cluster stats: {:?}",
                             cluster_stats
                         );
                         Ok((cluster_stats, block))
diff --git a/src/query/storages/fuse/src/operations/read/parquet_data_transform_reader.rs b/src/query/storages/fuse/src/operations/read/parquet_data_transform_reader.rs
index cdd92e0980cdd..cf8fb61eb077f 100644
--- a/src/query/storages/fuse/src/operations/read/parquet_data_transform_reader.rs
+++ b/src/query/storages/fuse/src/operations/read/parquet_data_transform_reader.rs
@@ -215,7 +215,7 @@ impl Transform for ReadParquetDataTransform<true> {
         if unfinished_processors_count == 1 {
             let blocks_total = self.stats.blocks_total.load(Ordering::Relaxed);
             let blocks_pruned = self.stats.blocks_pruned.load(Ordering::Relaxed);
-            info!("[RUNTIME-FILTER]ReadParquetDataTransform finished, scan_id: {}, blocks_total: {}, blocks_pruned: {}", self.scan_id, blocks_total, blocks_pruned);
+            info!("[RUNTIME-FILTER] ReadParquetDataTransform finished, scan_id: {}, blocks_total: {}, blocks_pruned: {}", self.scan_id, blocks_total, blocks_pruned);
         }
         Ok(())
     }
@@ -324,7 +324,7 @@ impl AsyncTransform for ReadParquetDataTransform<false> {
         if unfinished_processors_count == 1 {
             let blocks_total = self.stats.blocks_total.load(Ordering::Relaxed);
             let blocks_pruned = self.stats.blocks_pruned.load(Ordering::Relaxed);
-            info!("[RUNTIME-FILTER]AsyncReadParquetDataTransform finished, scan_id: {}, blocks_total: {}, blocks_pruned: {}", self.scan_id, blocks_total, blocks_pruned);
+            info!("[RUNTIME-FILTER] AsyncReadParquetDataTransform finished, scan_id: {}, blocks_total: {}, blocks_pruned: {}", self.scan_id, blocks_total, blocks_pruned);
         }
         Ok(())
     }
diff --git a/src/query/storages/fuse/src/operations/read_partitions.rs b/src/query/storages/fuse/src/operations/read_partitions.rs
index f279915cebba7..7eeb531d43e5d 100644
--- a/src/query/storages/fuse/src/operations/read_partitions.rs
+++ b/src/query/storages/fuse/src/operations/read_partitions.rs
@@ -378,7 +378,7 @@ impl FuseTable {
         let pruning_stats = pruner.pruning_stats();
 
         info!(
-            "prune snapshot block end, final block numbers:{}, cost:{:?}",
+            "[FUSE-PARTITIONS] prune snapshot block end, final block numbers:{}, cost:{:?}",
             block_metas.len(),
             start.elapsed()
         );