diff --git a/dbms/src/DataStreams/FilterColumnsBlockInputStream.h b/dbms/src/DataStreams/FilterColumnsBlockInputStream.h
new file mode 100644
index 00000000000..784a9180289
--- /dev/null
+++ b/dbms/src/DataStreams/FilterColumnsBlockInputStream.h
@@ -0,0 +1,58 @@
+#pragma once
+
+#include <DataStreams/IProfilingBlockInputStream.h>
+#include <Columns/ColumnConst.h>
+#include <iostream>
+
+namespace DB
+{
+
+/// Removes columns other than columns_to_save_ from block
+class FilterColumnsBlockInputStream : public IProfilingBlockInputStream
+{
+public:
+    FilterColumnsBlockInputStream(
+        BlockInputStreamPtr input_,
+        const Names & columns_to_save_)
+        : columns_to_save(columns_to_save_)
+    {
+        children.push_back(input_);
+    }
+
+    String getName() const override {
+        return "FilterColumnsBlockInputStream";
+    }
+
+    String getID() const override
+    {
+        std::stringstream res;
+        res << "FilterColumnsBlockInputStream(" << children.back()->getID();
+
+        for (const auto & it : columns_to_save)
+            res << ", " << it;
+
+        res << ")";
+        return res.str();
+    }
+
+protected:
+    Block readImpl() override
+    {
+        Block block = children.back()->read();
+
+        if (!block)
+            return block;
+        Block filtered;
+
+        for (const auto & it : columns_to_save)
+            filtered.insert(std::move(block.getByName(it)));
+
+
+        return filtered;
+    }
+
+private:
+    Names columns_to_save;
+};
+
+}
diff --git a/dbms/src/Storages/StorageMerge.cpp b/dbms/src/Storages/StorageMerge.cpp
index 8b2f0927388..57a532489d2 100644
--- a/dbms/src/Storages/StorageMerge.cpp
+++ b/dbms/src/Storages/StorageMerge.cpp
@@ -12,6 +12,7 @@
 #include <Columns/ColumnString.h>
 #include <Databases/IDatabase.h>
 #include <DataStreams/CastTypeBlockInputStream.h>
+#include <DataStreams/FilterColumnsBlockInputStream.h>
 
 
 namespace DB
@@ -225,7 +226,13 @@ BlockInputStreams StorageMerge::read(
     if (processed_stage_in_source_tables)
         processed_stage = processed_stage_in_source_tables.value();
 
-    return narrowBlockInputStreams(res, num_streams);
+    res = narrowBlockInputStreams(res, num_streams);
+
+    /// Added to avoid different block structure from different sources
+    for (auto & stream : res)
+        stream = std::make_shared<FilterColumnsBlockInputStream>(stream, column_names);
+
+    return res;
 }
 
 /// Construct a block consisting only of possible values of virtual columns