diff --git a/dbms/src/Interpreters/InterpreterSelectQuery.cpp b/dbms/src/Interpreters/InterpreterSelectQuery.cpp
index d81c3b42bc0..fa6b94017fe 100644
--- a/dbms/src/Interpreters/InterpreterSelectQuery.cpp
+++ b/dbms/src/Interpreters/InterpreterSelectQuery.cpp
@@ -1236,6 +1236,17 @@ void InterpreterSelectQuery::executeMergeSorted(Pipeline & pipeline)
     /// If there are several streams, then we merge them into one
     if (pipeline.hasMoreThanOneStream())
     {
+        /// Unify streams in case they have different headers.
+        auto first_header = pipeline.streams.at(0)->getHeader();
+        for (size_t i = 1; i < pipeline.streams.size(); ++i)
+        {
+            auto & stream = pipeline.streams[i];
+            auto header = stream->getHeader();
+            auto mode = ConvertingBlockInputStream::MatchColumnsMode::Name;
+            if (!blocksHaveEqualStructure(first_header, header))
+                stream = std::make_shared<ConvertingBlockInputStream>(context, stream, first_header, mode);
+        }
+
         /** MergingSortedBlockInputStream reads the sources sequentially.
           * To make the data on the remote servers prepared in parallel, we wrap it in AsynchronousBlockInputStream.
           */
diff --git a/dbms/tests/integration/test_block_structure_mismatch/test.py b/dbms/tests/integration/test_block_structure_mismatch/test.py
index 4262c312fe4..44989c53da5 100644
--- a/dbms/tests/integration/test_block_structure_mismatch/test.py
+++ b/dbms/tests/integration/test_block_structure_mismatch/test.py
@@ -15,8 +15,9 @@ def started_cluster():
     try:
         cluster.start()
 
-        node1.query('''
-CREATE TABLE local_test ON CLUSTER testcluster (
+        for node in (node1, node2):
+            node.query('''
+CREATE TABLE local_test (
   t UInt64,
   date Date MATERIALIZED toDate(t/1000),
   shard UInt64,
@@ -26,19 +27,17 @@ CREATE TABLE local_test ON CLUSTER testcluster (
 PARTITION BY toRelativeDayNum(date)
 ORDER BY (t)
 SETTINGS index_granularity=8192
-        ''')
+            ''')
 
-        node1.query('''
-CREATE TABLE dist_test ON CLUSTER testcluster (
+            node.query('''
+CREATE TABLE dist_test (
   t UInt64,
   shard UInt64,
   date Date MATERIALIZED toDate(t/1000),
   col1 String,
   col2 String
 ) Engine = Distributed(testcluster, default, local_test, shard)
-        ''')
-
-        time.sleep(0.5)
+            ''')
 
         yield cluster
 
@@ -47,5 +46,5 @@ CREATE TABLE dist_test ON CLUSTER testcluster (
 
 def test(started_cluster):
     node1.query("INSERT INTO dist_test (t, shard, col1, col2) VALUES (1000, 1, 'foo', 'bar'), (1000, 2, 'x', 'y')")
-    time.sleep(3)
+    #time.sleep(3)
     assert node1.query("SELECT col1, col2 FROM dist_test WHERE (t < 3600000) AND (col1 = 'foo') ORDER BY t ASC") == "foo\tbar\n"