diff --git a/dbms/src/DataStreams/NullAndDoCopyBlockInputStream.h b/dbms/src/DataStreams/NullAndDoCopyBlockInputStream.h
index e3a0d923747dcd3b559a0a3bb77da27095b00b3b..8fe05c387a39386fd58eb9898b69660d2a45be78 100644
--- a/dbms/src/DataStreams/NullAndDoCopyBlockInputStream.h
+++ b/dbms/src/DataStreams/NullAndDoCopyBlockInputStream.h
@@ -49,6 +49,10 @@ public:
 protected:
     Block readImpl() override
     {
+        /// We do not use cancel flag here.
+        /// If query was cancelled, it will be processed by child streams.
+        /// Part of the data will be processed.
+
         if (input_streams.size() == 1 && output_streams.size() == 1)
             copyData(*input_streams.at(0), *output_streams.at(0));
         else
diff --git a/dbms/src/DataStreams/copyData.cpp b/dbms/src/DataStreams/copyData.cpp
index b3820828977c5a3f784a73eb09855ba0e89487a5..0a8e0521950e788488216faeabc385e94419bfaf 100644
--- a/dbms/src/DataStreams/copyData.cpp
+++ b/dbms/src/DataStreams/copyData.cpp
@@ -2,6 +2,7 @@
 #include <DataStreams/IBlockInputStream.h>
 #include <DataStreams/IBlockOutputStream.h>
 #include <DataStreams/copyData.h>
+#include <DataStreams/ParallelInputsProcessor.h>
 #include <Common/ConcurrentBoundedQueue.h>
 #include <Common/ThreadPool.h>
 
@@ -54,69 +55,77 @@ void copyDataImpl(IBlockInputStream & from, IBlockOutputStream & to, TCancelCall
 
 inline void doNothing(const Block &) {}
 
+namespace
+{
 
-static void copyDataImpl(BlockInputStreams & froms, BlockOutputStreams & tos)
+
+struct ParallelInsertsHandler
 {
-    if (froms.size() == tos.size())
+    using CencellationHook = std::function<void()>;
+
+    explicit ParallelInsertsHandler(BlockOutputStreams & output_streams, CencellationHook cancellation_hook_)
+        : outputs(output_streams.size()), cancellation_hook(std::move(cancellation_hook_))
+    {
+        exceptions.resize(output_streams.size());
+
+        for (auto & output : output_streams)
+            outputs.push(output.get());
+    }
+
+    void onBlock(Block & block, size_t /*thread_num*/)
+    {
+        IBlockOutputStream * out = nullptr;
+
+        outputs.pop(out);
+        out->write(block);
+        outputs.push(out);
+    }
+
+    void onFinishThread(size_t /*thread_num*/) {}
+    void onFinish() {}
+
+    void onException(std::exception_ptr & exception, size_t thread_num)
     {
-        std::vector<ThreadFromGlobalPool> threads;
-        threads.reserve(froms.size());
-        for (size_t i = 0; i < froms.size(); i++)
-        {
-            threads.emplace_back([from = froms.at(i), to = tos.at(i)]()
-            {
-                from->readPrefix();
-                to->writePrefix();
-                while (Block block = from->read())
-                    to->write(block);
-                from->readSuffix();
-                to->writeSuffix();
-            });
-        }
-        for (auto & thread : threads)
-            thread.join();
+        exceptions[thread_num] = std::move(exception);
+        cancellation_hook();
     }
-    else
+
+    void rethrowFirstException()
     {
-        ConcurrentBoundedQueue<Block> queue(froms.size());
-        std::vector<ThreadFromGlobalPool> to_threads;
-        for (auto & to : tos)
-        {
-            to_threads.emplace_back([&queue, to]()
-            {
-                to->writePrefix();
-                Block block;
-                while (true)
-                {
-                    queue.pop(block);
-                    if (!block)
-                        break;
-                    to->write(block);
-                }
-                to->writeSuffix();
-            });
-        }
-
-        std::vector<ThreadFromGlobalPool> from_threads_;
-        from_threads_.reserve(froms.size());
-        for (auto & from : froms)
-        {
-            from_threads_.emplace_back([&queue, from]()
-            {
-                from->readPrefix();
-                while (Block block = from->read())
-                    queue.push(block);
-                from->readSuffix();
-            });
-        }
-
-        for (auto & thread : from_threads_)
-            thread.join();
-        for (size_t i = 0; i < tos.size(); i++)
-            queue.push({});
-        for (auto & thread : to_threads)
-            thread.join();
+        for (auto & exception : exceptions)
+            if (exception)
+                std::rethrow_exception(exception);
     }
+
+    ConcurrentBoundedQueue<IBlockOutputStream *> outputs;
+    std::vector<std::exception_ptr> exceptions;
+    CencellationHook cancellation_hook;
+};
+
+}
+
+static void copyDataImpl(BlockInputStreams & froms, BlockOutputStreams & tos)
+{
+    for (auto & output : tos)
+        output->writePrefix();
+
+    using Processor = ParallelInputsProcessor<ParallelInsertsHandler>;
+    Processor * processor_ptr = nullptr;
+
+    ParallelInsertsHandler handler(tos, [&processor_ptr]() { processor_ptr->cancel(false); });
+    ParallelInputsProcessor<ParallelInsertsHandler> processor(froms, nullptr, froms.size(), handler);
+    processor_ptr = &processor;
+
+    processor.process();
+    processor.wait();
+    handler.rethrowFirstException();
+
+    /// readPrefix is called in ParallelInputsProcessor.
+    for (auto & input : froms)
+        input->readSuffix();
+
+    for (auto & output : tos)
+        output->writeSuffix();
 }
 
 void copyData(IBlockInputStream & from, IBlockOutputStream & to, std::atomic<bool> * is_cancelled)