diff --git a/src/Storages/MergeTree/MergeTreeData.cpp b/src/Storages/MergeTree/MergeTreeData.cpp
index 9bffa9d1322..2470b45bed7 100644
--- a/src/Storages/MergeTree/MergeTreeData.cpp
+++ b/src/Storages/MergeTree/MergeTreeData.cpp
@@ -18,6 +18,7 @@
 #include <Functions/IFunction.h>
 #include <IO/Operators.h>
 #include <IO/WriteBufferFromString.h>
+#include <IO/S3Common.h>
 #include <Interpreters/Aggregator.h>
 #include <Interpreters/ExpressionAnalyzer.h>
 #include <Interpreters/PartLog.h>
@@ -157,6 +158,8 @@ namespace ErrorCodes
     extern const int ZERO_COPY_REPLICATION_ERROR;
     extern const int NOT_INITIALIZED;
     extern const int SERIALIZATION_ERROR;
+    extern const int NETWORK_ERROR;
+    extern const int SOCKET_TIMEOUT;
 }
 
 
@@ -1066,6 +1069,25 @@ static void preparePartForRemoval(const MergeTreeMutableDataPartPtr & part)
     }
 }
 
+static bool isRetryableException(const Exception & e)
+{
+    if (isNotEnoughMemoryErrorCode(e.code()))
+        return true;
+
+    if (e.code() == ErrorCodes::NETWORK_ERROR || e.code() == ErrorCodes::SOCKET_TIMEOUT)
+        return true;
+
+#if USE_AWS_S3
+    const auto * s3_exception = dynamic_cast<const S3Exception *>(&e);
+    if (s3_exception && s3_exception->isRetryableError())
+        return true;
+#endif
+
+    /// In fact, there can be other similar situations.
+    /// But it is OK, because there is a safety guard against deleting too many parts.
+    return false;
+}
+
 MergeTreeData::LoadPartResult MergeTreeData::loadDataPart(
     const MergeTreePartInfo & part_info,
     const String & part_name,
@@ -1106,10 +1128,9 @@ MergeTreeData::LoadPartResult MergeTreeData::loadDataPart(
     }
     catch (const Exception & e)
     {
-        /// Don't count the part as broken if there is not enough memory to load it.
-        /// In fact, there can be many similar situations.
-        /// But it is OK, because there is a safety guard against deleting too many parts.
-        if (isNotEnoughMemoryErrorCode(e.code()))
+        /// Don't count the part as broken if there was a retryalbe error
+        /// during loading, such as "not enough memory" or network error.
+        if (isRetryableException(e))
             throw;
 
         res.is_broken = true;
@@ -1753,7 +1774,8 @@ catch (...)
     std::terminate();
 }
 
-void MergeTreeData::waitForOutdatedPartsToBeLoaded() const
+/// No TSA because of std::unique_lock and std::condition_variable.
+void MergeTreeData::waitForOutdatedPartsToBeLoaded() const TSA_NO_THREAD_SAFETY_ANALYSIS
 {
     /// Background tasks are not run if storage is static.
     if (isStaticStorage())
@@ -1765,7 +1787,11 @@ void MergeTreeData::waitForOutdatedPartsToBeLoaded() const
 
     LOG_TRACE(log, "Will wait for outdated data parts to be loaded");
 
-    outdated_data_parts_cv.wait(lock, [this] { return outdated_unloaded_data_parts.empty() || outdated_data_parts_loading_canceled; });
+    outdated_data_parts_cv.wait(lock, [this]() TSA_NO_THREAD_SAFETY_ANALYSIS
+    {
+        return outdated_unloaded_data_parts.empty() || outdated_data_parts_loading_canceled;
+    });
+
     if (outdated_data_parts_loading_canceled)
         throw Exception(ErrorCodes::NOT_INITIALIZED, "Loading of outdated data parts was canceled");
 
diff --git a/src/Storages/MergeTree/MergeTreeData.h b/src/Storages/MergeTree/MergeTreeData.h
index ddf1e523eca..09a757c4419 100644
--- a/src/Storages/MergeTree/MergeTreeData.h
+++ b/src/Storages/MergeTree/MergeTreeData.h
@@ -1404,8 +1404,8 @@ protected:
     mutable std::condition_variable outdated_data_parts_cv;
 
     BackgroundSchedulePool::TaskHolder outdated_data_parts_loading_task;
-    PartLoadingTreeNodes outdated_unloaded_data_parts;
-    bool outdated_data_parts_loading_canceled = false;
+    PartLoadingTreeNodes outdated_unloaded_data_parts TSA_GUARDED_BY(outdated_data_parts_mutex);
+    bool outdated_data_parts_loading_canceled TSA_GUARDED_BY(outdated_data_parts_mutex) = false;
 
     void loadOutdatedDataParts(bool is_async);
     void startOutdatedDataPartsLoadingTask();