diff --git a/be/src/io/cache/block_file_cache_profile.cpp b/be/src/io/cache/block_file_cache_profile.cpp
index 81dec0a662256a..fe6414b78780d3 100644
--- a/be/src/io/cache/block_file_cache_profile.cpp
+++ b/be/src/io/cache/block_file_cache_profile.cpp
@@ -69,6 +69,8 @@ FileCacheProfileReporter::FileCacheProfileReporter(RuntimeProfile* profile) {
                                                        cache_profile, 1);
     local_io_timer = ADD_CHILD_TIMER_WITH_LEVEL(profile, "LocalIOUseTimer", cache_profile, 1);
     remote_io_timer = ADD_CHILD_TIMER_WITH_LEVEL(profile, "RemoteIOUseTimer", cache_profile, 1);
+    remote_wait_timer =
+            ADD_CHILD_TIMER_WITH_LEVEL(profile, "WaitOtherDownloaderTimer", cache_profile, 1);
     write_cache_io_timer =
             ADD_CHILD_TIMER_WITH_LEVEL(profile, "WriteCacheIOUseTimer", cache_profile, 1);
     bytes_write_into_cache = ADD_CHILD_COUNTER_WITH_LEVEL(profile, "BytesWriteIntoCache",
@@ -108,6 +110,7 @@ void FileCacheProfileReporter::update(const FileCacheStatistics* statistics) con
     COUNTER_UPDATE(num_remote_io_total, statistics->num_remote_io_total);
     COUNTER_UPDATE(local_io_timer, statistics->local_io_timer);
     COUNTER_UPDATE(remote_io_timer, statistics->remote_io_timer);
+    COUNTER_UPDATE(remote_wait_timer, statistics->remote_wait_timer);
     COUNTER_UPDATE(write_cache_io_timer, statistics->write_cache_io_timer);
     COUNTER_UPDATE(bytes_write_into_cache, statistics->bytes_write_into_cache);
     COUNTER_UPDATE(num_skip_cache_io_total, statistics->num_skip_cache_io_total);
diff --git a/be/src/io/cache/block_file_cache_profile.h b/be/src/io/cache/block_file_cache_profile.h
index 6ea1c04bb23406..903f45a8663f9c 100644
--- a/be/src/io/cache/block_file_cache_profile.h
+++ b/be/src/io/cache/block_file_cache_profile.h
@@ -70,6 +70,7 @@ struct FileCacheProfileReporter {
     RuntimeProfile::Counter* bytes_scanned_from_cache = nullptr;
     RuntimeProfile::Counter* bytes_scanned_from_remote = nullptr;
     RuntimeProfile::Counter* remote_io_timer = nullptr;
+    RuntimeProfile::Counter* remote_wait_timer = nullptr;
     RuntimeProfile::Counter* write_cache_io_timer = nullptr;
     RuntimeProfile::Counter* bytes_write_into_cache = nullptr;
     RuntimeProfile::Counter* num_skip_cache_io_total = nullptr;
diff --git a/be/src/io/cache/cached_remote_file_reader.cpp b/be/src/io/cache/cached_remote_file_reader.cpp
index 08c5960fb036db..d0a4b065000759 100644
--- a/be/src/io/cache/cached_remote_file_reader.cpp
+++ b/be/src/io/cache/cached_remote_file_reader.cpp
@@ -336,6 +336,7 @@ Status CachedRemoteFileReader::read_at_impl(size_t offset, Slice result, size_t*
         TEST_SYNC_POINT_CALLBACK("CachedRemoteFileReader::max_wait_time", &max_wait_time);
         if (block_state != FileBlock::State::DOWNLOADED) {
             do {
+                SCOPED_RAW_TIMER(&stats.remote_wait_timer);
                 SCOPED_RAW_TIMER(&stats.remote_read_timer);
                 TEST_SYNC_POINT_CALLBACK("CachedRemoteFileReader::DOWNLOADING");
                 block_state = block->wait();
@@ -403,6 +404,7 @@ void CachedRemoteFileReader::_update_stats(const ReadStatistics& read_stats,
         statis->bytes_read_from_remote += read_stats.bytes_read;
     }
     statis->remote_io_timer += read_stats.remote_read_timer;
+    statis->remote_wait_timer += read_stats.remote_wait_timer;
     statis->local_io_timer += read_stats.local_read_timer;
     statis->num_skip_cache_io_total += read_stats.skip_cache;
     statis->bytes_write_into_cache += read_stats.bytes_write_into_file_cache;
diff --git a/be/src/io/cache/file_cache_common.h b/be/src/io/cache/file_cache_common.h
index abbc4ff12fb735..03d8e6f13cd704 100644
--- a/be/src/io/cache/file_cache_common.h
+++ b/be/src/io/cache/file_cache_common.h
@@ -65,6 +65,7 @@ struct ReadStatistics {
     int64_t bytes_read = 0;
     int64_t bytes_write_into_file_cache = 0;
     int64_t remote_read_timer = 0;
+    int64_t remote_wait_timer = 0; // wait for other downloader
     int64_t local_read_timer = 0;
     int64_t local_write_timer = 0;
     int64_t read_cache_file_directly_timer = 0;
diff --git a/be/src/io/io_common.h b/be/src/io/io_common.h
index 82e9ae30ecada2..4ce57b4954ebce 100644
--- a/be/src/io/io_common.h
+++ b/be/src/io/io_common.h
@@ -49,6 +49,7 @@ struct FileCacheStatistics {
     int64_t bytes_read_from_local = 0;
     int64_t bytes_read_from_remote = 0;
     int64_t remote_io_timer = 0;
+    int64_t remote_wait_timer = 0;
     int64_t write_cache_io_timer = 0;
     int64_t bytes_write_into_cache = 0;
     int64_t num_skip_cache_io_total = 0;