diff --git a/src/Common/ElapsedTimeProfileEventIncrement.h b/src/Common/ElapsedTimeProfileEventIncrement.h
index 5b4c532f2e1..b30afd24a4c 100644
--- a/src/Common/ElapsedTimeProfileEventIncrement.h
+++ b/src/Common/ElapsedTimeProfileEventIncrement.h
@@ -20,17 +20,22 @@ struct ProfileEventTimeIncrement
     explicit ProfileEventTimeIncrement<time>(ProfileEvents::Event event_)
         : event(event_), watch(CLOCK_MONOTONIC) {}
 
+    UInt64 elapsed()
+    {
+        if constexpr (time == Time::Nanoseconds)
+            return watch.elapsedNanoseconds();
+        else if constexpr (time == Time::Microseconds)
+            return watch.elapsedMicroseconds();
+        else if constexpr (time == Time::Milliseconds)
+            return watch.elapsedMilliseconds();
+        else if constexpr (time == Time::Seconds)
+            return watch.elapsedSeconds();
+    }
+
     ~ProfileEventTimeIncrement()
     {
         watch.stop();
-        if constexpr (time == Time::Nanoseconds)
-            ProfileEvents::increment(event, watch.elapsedNanoseconds());
-        else if constexpr (time == Time::Microseconds)
-            ProfileEvents::increment(event, watch.elapsedMicroseconds());
-        else if constexpr (time == Time::Milliseconds)
-            ProfileEvents::increment(event, watch.elapsedMilliseconds());
-        else if constexpr (time == Time::Seconds)
-            ProfileEvents::increment(event, watch.elapsedSeconds());
+        ProfileEvents::increment(event, elapsed());
     }
 
     ProfileEvents::Event event;
diff --git a/src/Common/ProfileEvents.cpp b/src/Common/ProfileEvents.cpp
index f410c02f954..454c8f3fbaf 100644
--- a/src/Common/ProfileEvents.cpp
+++ b/src/Common/ProfileEvents.cpp
@@ -348,6 +348,7 @@ The server successfully detected this situation and will download merged part fr
     M(DiskS3GetObject, "Number of DiskS3 API GetObject calls.") \
     \
     M(ReadBufferFromS3Microseconds, "Time spend in reading from S3.") \
+    M(ReadBufferFromS3InitMicroseconds, "Time spend initializing connection to S3.") \
     M(ReadBufferFromS3Bytes, "Bytes read from S3.") \
     M(ReadBufferFromS3RequestsErrors, "Number of exceptions while reading from S3.") \
     \
@@ -375,6 +376,8 @@ The server successfully detected this situation and will download merged part fr
     M(RemoteFSLazySeeks, "Number of lazy seeks") \
     M(RemoteFSSeeksWithReset, "Number of seeks which lead to a new connection") \
     M(RemoteFSBuffers, "Number of buffers created for asynchronous reading from remote filesystem") \
+    M(MergeTreePrefetchedReadPoolInit, "Time spent preparing tasks in MergeTreePrefetchedReadPool") \
+    M(WaitPrefetchTaskMicroseconds, "Time spend waiting for prefetched reader") \
     \
     M(ThreadpoolReaderTaskMicroseconds, "Time spent getting the data in asynchronous reading") \
     M(ThreadpoolReaderReadBytes, "Bytes read from a threadpool task in asynchronous reading") \
diff --git a/src/Common/Stopwatch.h b/src/Common/Stopwatch.h
index 79f650179e2..6b59340f05d 100644
--- a/src/Common/Stopwatch.h
+++ b/src/Common/Stopwatch.h
@@ -55,7 +55,8 @@ public:
     UInt64 elapsedMilliseconds() const { return elapsedNanoseconds() / 1000000UL; }
     double elapsedSeconds() const      { return static_cast<double>(elapsedNanoseconds()) / 1000000000ULL; }
 
-    UInt64 getStart() { return start_ns; }
+    UInt64 getStart() const { return start_ns; }
+    UInt64 getEnd() const { return stop_ns; }
 
 private:
     UInt64 start_ns = 0;
diff --git a/src/Common/SystemLogBase.cpp b/src/Common/SystemLogBase.cpp
index ca9dec8180b..13150194df2 100644
--- a/src/Common/SystemLogBase.cpp
+++ b/src/Common/SystemLogBase.cpp
@@ -10,6 +10,7 @@
 #include <Interpreters/TextLog.h>
 #include <Interpreters/TraceLog.h>
 #include <Interpreters/FilesystemCacheLog.h>
+#include <Interpreters/FilesystemReadPrefetchesLog.h>
 #include <Interpreters/ProcessorsProfileLog.h>
 #include <Interpreters/ZooKeeperLog.h>
 #include <Interpreters/TransactionsInfoLog.h>
diff --git a/src/Common/SystemLogBase.h b/src/Common/SystemLogBase.h
index 8813e5180b0..c2cedb2ae39 100644
--- a/src/Common/SystemLogBase.h
+++ b/src/Common/SystemLogBase.h
@@ -28,6 +28,7 @@
     M(ProcessorProfileLogElement) \
     M(TextLogElement) \
     M(FilesystemCacheLogElement) \
+    M(FilesystemReadPrefetchesLogElement) \
     M(AsynchronousInsertLogElement)
 
 namespace Poco
diff --git a/src/Compression/CachedCompressedReadBuffer.cpp b/src/Compression/CachedCompressedReadBuffer.cpp
index 1f8a25d0d9b..fdb2132d134 100644
--- a/src/Compression/CachedCompressedReadBuffer.cpp
+++ b/src/Compression/CachedCompressedReadBuffer.cpp
@@ -28,10 +28,10 @@ void CachedCompressedReadBuffer::initInput()
 }
 
 
-void CachedCompressedReadBuffer::prefetch()
+void CachedCompressedReadBuffer::prefetch(int64_t priority)
 {
     initInput();
-    file_in->prefetch();
+    file_in->prefetch(priority);
 }
 
 
diff --git a/src/Compression/CachedCompressedReadBuffer.h b/src/Compression/CachedCompressedReadBuffer.h
index ea8d5dbfd99..ee2728752e9 100644
--- a/src/Compression/CachedCompressedReadBuffer.h
+++ b/src/Compression/CachedCompressedReadBuffer.h
@@ -36,7 +36,7 @@ private:
 
     bool nextImpl() override;
 
-    void prefetch() override;
+    void prefetch(int64_t priority) override;
 
     /// Passed into file_in.
     ReadBufferFromFileBase::ProfileCallback profile_callback;
diff --git a/src/Compression/CompressedReadBufferFromFile.cpp b/src/Compression/CompressedReadBufferFromFile.cpp
index 618c9f1ff3e..ca697e2f51e 100644
--- a/src/Compression/CompressedReadBufferFromFile.cpp
+++ b/src/Compression/CompressedReadBufferFromFile.cpp
@@ -51,9 +51,9 @@ CompressedReadBufferFromFile::CompressedReadBufferFromFile(std::unique_ptr<ReadB
 }
 
 
-void CompressedReadBufferFromFile::prefetch()
+void CompressedReadBufferFromFile::prefetch(int64_t priority)
 {
-    file_in.prefetch();
+    file_in.prefetch(priority);
 }
 
 
diff --git a/src/Compression/CompressedReadBufferFromFile.h b/src/Compression/CompressedReadBufferFromFile.h
index e52b7378a1b..cb5c8fa1e4b 100644
--- a/src/Compression/CompressedReadBufferFromFile.h
+++ b/src/Compression/CompressedReadBufferFromFile.h
@@ -43,7 +43,7 @@ private:
 
     bool nextImpl() override;
 
-    void prefetch() override;
+    void prefetch(int64_t priority) override;
 
 public:
     explicit CompressedReadBufferFromFile(std::unique_ptr<ReadBufferFromFileBase> buf, bool allow_different_codecs_ = false);
diff --git a/src/Core/Settings.h b/src/Core/Settings.h
index 24a4f3f6dd5..ddbeee0eafd 100644
--- a/src/Core/Settings.h
+++ b/src/Core/Settings.h
@@ -629,6 +629,15 @@ class IColumn;
     M(Bool, throw_on_error_from_cache_on_write_operations, false, "Ignore error from cache when caching on write operations (INSERT, merges)", 0) \
     \
     M(Bool, load_marks_asynchronously, false, "Load MergeTree marks asynchronously", 0) \
+    M(Bool, enable_filesystem_read_prefetches_log, false, "Log to system.filesystem prefetch_log during query. Should be used only for testing or debugging, not recommended to be turned on by default", 0) \
+    M(Bool, allow_prefetched_read_pool_for_remote_filesystem, false, "Prefer prefethed threadpool if all parts are on remote filesystem", 0) \
+    M(Bool, allow_prefetched_read_pool_for_local_filesystem, false, "Prefer prefethed threadpool if all parts are on remote filesystem", 0) \
+    \
+    M(UInt64, filesystem_prefetch_step_bytes, 0, "Prefetch step in bytes. Zero means `auto` - approximately the best prefetch step will be auto deduced, but might not be 100% the best. The actual value might be different because of setting filesystem_prefetch_min_bytes_for_single_read_task", 0) \
+    M(UInt64, filesystem_prefetch_step_marks, 0, "Prefetch step in marks. Zero means `auto` - approximately the best prefetch step will be auto deduced, but might not be 100% the best. The actual value might be different because of setting filesystem_prefetch_min_bytes_for_single_read_task", 0) \
+    M(UInt64, filesystem_prefetch_min_bytes_for_single_read_task, "8Mi", "Do not parallelize within one file read less than this amount of bytes. E.g. one reader will not receive a read task of size less than this amount. This setting is recommended to avoid spikes of time for aws getObject requests to aws", 0) \
+    M(UInt64, filesystem_prefetch_max_memory_usage, "1Gi", "Maximum memory usage for prefetches. Zero means unlimited", 0) \
+    M(UInt64, filesystem_prefetches_limit, 0, "Maximum number of prefetches. Zero means unlimited. A setting `filesystem_prefetches_max_memory_usage` is more recommended if you want to limit the number of prefetches", 0) \
     \
     M(UInt64, use_structure_from_insertion_table_in_table_functions, 2, "Use structure from insertion table instead of schema inference from data. Possible values: 0 - disabled, 1 - enabled, 2 - auto", 0) \
     \
diff --git a/src/Disks/IO/AsynchronousReadIndirectBufferFromRemoteFS.cpp b/src/Disks/IO/AsynchronousReadIndirectBufferFromRemoteFS.cpp
index 7618f6f0e3a..5d515616899 100644
--- a/src/Disks/IO/AsynchronousReadIndirectBufferFromRemoteFS.cpp
+++ b/src/Disks/IO/AsynchronousReadIndirectBufferFromRemoteFS.cpp
@@ -2,9 +2,13 @@
 
 #include <Common/Stopwatch.h>
 #include <Common/logger_useful.h>
+#include <Common/getRandomASCIIString.h>
 #include <Common/ElapsedTimeProfileEventIncrement.h>
 #include <Disks/IO/ReadBufferFromRemoteFSGather.h>
 #include <Disks/IO/ThreadPoolRemoteFSReader.h>
+#include <Interpreters/FilesystemReadPrefetchesLog.h>
+#include <Interpreters/Context.cpp>
+#include <base/getThreadId.h>
 
 
 namespace CurrentMetrics
@@ -47,10 +51,13 @@ AsynchronousReadIndirectBufferFromRemoteFS::AsynchronousReadIndirectBufferFromRe
     : ReadBufferFromFileBase(settings_.remote_fs_buffer_size, nullptr, 0)
     , read_settings(settings_)
     , reader(reader_)
-    , priority(settings_.priority)
+    , base_priority(settings_.priority)
     , impl(impl_)
     , prefetch_buffer(settings_.remote_fs_buffer_size)
     , min_bytes_for_seek(min_bytes_for_seek_)
+    , query_id(CurrentThread::isInitialized() && CurrentThread::get().getQueryContext() != nullptr
+               ? CurrentThread::getQueryId() : "")
+    , current_reader_id(getRandomASCIIString(8))
 #ifndef NDEBUG
     , log(&Poco::Logger::get("AsynchronousBufferFromRemoteFS"))
 #else
@@ -101,14 +108,14 @@ bool AsynchronousReadIndirectBufferFromRemoteFS::hasPendingDataToRead()
 }
 
 
-std::future<IAsynchronousReader::Result> AsynchronousReadIndirectBufferFromRemoteFS::asyncReadInto(char * data, size_t size)
+std::future<IAsynchronousReader::Result> AsynchronousReadIndirectBufferFromRemoteFS::asyncReadInto(char * data, size_t size, int64_t priority)
 {
     IAsynchronousReader::Request request;
     request.descriptor = std::make_shared<RemoteFSFileDescriptor>(*impl);
     request.buf = data;
     request.size = size;
     request.offset = file_offset_of_buffer_end;
-    request.priority = priority;
+    request.priority = base_priority + priority;
 
     if (bytes_to_ignore)
     {
@@ -119,7 +126,7 @@ std::future<IAsynchronousReader::Result> AsynchronousReadIndirectBufferFromRemot
 }
 
 
-void AsynchronousReadIndirectBufferFromRemoteFS::prefetch()
+void AsynchronousReadIndirectBufferFromRemoteFS::prefetch(int64_t priority)
 {
     if (prefetch_future.valid())
         return;
@@ -128,9 +135,12 @@ void AsynchronousReadIndirectBufferFromRemoteFS::prefetch()
     if (!hasPendingDataToRead())
         return;
 
+    last_prefetch_info.submit_time = std::chrono::duration_cast<std::chrono::milliseconds>(std::chrono::system_clock::now().time_since_epoch()).count();
+    last_prefetch_info.priority = priority;
+
     /// Prefetch even in case hasPendingData() == true.
     chassert(prefetch_buffer.size() == read_settings.remote_fs_buffer_size);
-    prefetch_future = asyncReadInto(prefetch_buffer.data(), prefetch_buffer.size());
+    prefetch_future = asyncReadInto(prefetch_buffer.data(), prefetch_buffer.size(), priority);
     ProfileEvents::increment(ProfileEvents::RemoteFSPrefetches);
 }
 
@@ -163,6 +173,29 @@ void AsynchronousReadIndirectBufferFromRemoteFS::setReadUntilEnd()
 }
 
 
+void AsynchronousReadIndirectBufferFromRemoteFS::appendToPrefetchLog(FilesystemPrefetchState state, int64_t size, const std::unique_ptr<Stopwatch> & execution_watch)
+{
+    const auto & object = impl->getCurrentObject();
+    FilesystemReadPrefetchesLogElement elem
+    {
+        .event_time = std::chrono::system_clock::to_time_t(std::chrono::system_clock::now()),
+        .query_id = query_id,
+        .path = object.getMappedPath(),
+        .offset = file_offset_of_buffer_end,
+        .size = size,
+        .prefetch_submit_time = last_prefetch_info.submit_time,
+        .execution_watch = execution_watch ? std::optional<Stopwatch>(*execution_watch) : std::nullopt,
+        .priority = last_prefetch_info.priority,
+        .state = state,
+        .thread_id = getThreadId(),
+        .reader_id = current_reader_id,
+    };
+
+    if (auto log = Context::getGlobalContextInstance()->getFilesystemReadPrefetchesLog())
+        log->add(elem);
+}
+
+
 bool AsynchronousReadIndirectBufferFromRemoteFS::nextImpl()
 {
     if (!hasPendingDataToRead())
@@ -176,10 +209,19 @@ bool AsynchronousReadIndirectBufferFromRemoteFS::nextImpl()
         ProfileEventTimeIncrement<Microseconds> watch(ProfileEvents::AsynchronousRemoteReadWaitMicroseconds);
         CurrentMetrics::Increment metric_increment{CurrentMetrics::AsynchronousReadWait};
 
-        std::tie(size, offset) = prefetch_future.get();
+        auto result = prefetch_future.get();
+        size = result.size;
+        offset = result.offset;
+
         prefetch_future = {};
         prefetch_buffer.swap(memory);
 
+        if (read_settings.enable_filesystem_read_prefetches_log)
+        {
+            appendToPrefetchLog(FilesystemPrefetchState::USED, size, result.execution_watch);
+        }
+        last_prefetch_info = {};
+
         ProfileEvents::increment(ProfileEvents::RemoteFSPrefetchedReads);
         ProfileEvents::increment(ProfileEvents::RemoteFSPrefetchedBytes, size);
     }
@@ -196,6 +238,7 @@ bool AsynchronousReadIndirectBufferFromRemoteFS::nextImpl()
     }
 
     chassert(size >= offset);
+
     size_t bytes_read = size - offset;
     if (bytes_read)
     {
@@ -265,7 +308,13 @@ off_t AsynchronousReadIndirectBufferFromRemoteFS::seek(off_t offset, int whence)
 
         /// Prefetch is cancelled because of seek.
         if (read_from_prefetch)
+        {
             ProfileEvents::increment(ProfileEvents::RemoteFSCancelledPrefetches);
+            if (read_settings.enable_filesystem_read_prefetches_log)
+            {
+                appendToPrefetchLog(FilesystemPrefetchState::CANCELLED_WITH_SEEK, -1, nullptr);
+            }
+        }
 
         break;
     }
@@ -333,8 +382,9 @@ void AsynchronousReadIndirectBufferFromRemoteFS::resetPrefetch(FilesystemPrefetc
     if (!prefetch_future.valid())
         return;
 
-    auto [size, _] = prefetch_future.get();
+    auto [size, offset, _] = prefetch_future.get();
     prefetch_future = {};
+    last_prefetch_info = {};
 
     ProfileEvents::increment(ProfileEvents::RemoteFSPrefetchedBytes, size);
 
diff --git a/src/Disks/IO/AsynchronousReadIndirectBufferFromRemoteFS.h b/src/Disks/IO/AsynchronousReadIndirectBufferFromRemoteFS.h
index a0733b8f74f..8cb0e2826b4 100644
--- a/src/Disks/IO/AsynchronousReadIndirectBufferFromRemoteFS.h
+++ b/src/Disks/IO/AsynchronousReadIndirectBufferFromRemoteFS.h
@@ -4,6 +4,7 @@
 #include <IO/ReadBufferFromFile.h>
 #include <IO/AsynchronousReader.h>
 #include <IO/ReadSettings.h>
+#include <Interpreters/FilesystemReadPrefetchesLog.h>
 #include <utility>
 
 namespace Poco { class Logger; }
@@ -43,7 +44,7 @@ public:
 
     String getFileName() const override;
 
-    void prefetch() override;
+    void prefetch(int64_t priority) override;
 
     void setReadUntilPosition(size_t position) override; /// [..., position).
 
@@ -62,22 +63,17 @@ private:
 
     bool hasPendingDataToRead();
 
-    std::future<IAsynchronousReader::Result> asyncReadInto(char * data, size_t size);
+    void appendToPrefetchLog(FilesystemPrefetchState state, int64_t size, const std::unique_ptr<Stopwatch> & execution_watch);
+
+    std::future<IAsynchronousReader::Result> asyncReadInto(char * data, size_t size, int64_t priority);
 
-    enum class FilesystemPrefetchState
-    {
-        USED,
-        CANCELLED_WITH_SEEK,
-        CANCELLED_WITH_RANGE_CHANGE,
-        UNNEEDED,
-    };
     void resetPrefetch(FilesystemPrefetchState state);
 
     ReadSettings read_settings;
 
     IAsynchronousReader & reader;
 
-    Int64 priority;
+    int64_t base_priority;
 
     std::shared_ptr<ReadBufferFromRemoteFSGather> impl;
 
@@ -89,11 +85,22 @@ private:
 
     size_t min_bytes_for_seek;
 
+    std::string query_id;
+
+    std::string current_reader_id;
+
     size_t bytes_to_ignore = 0;
 
     std::optional<size_t> read_until_position;
 
     Poco::Logger * log;
+
+    struct LastPrefetchInfo
+    {
+        UInt64 submit_time = 0;
+        size_t priority = 0;
+    };
+    LastPrefetchInfo last_prefetch_info;
 };
 
 }
diff --git a/src/Disks/IO/CachedOnDiskReadBufferFromFile.cpp b/src/Disks/IO/CachedOnDiskReadBufferFromFile.cpp
index 0f4f8a1e880..44a719c82bb 100644
--- a/src/Disks/IO/CachedOnDiskReadBufferFromFile.cpp
+++ b/src/Disks/IO/CachedOnDiskReadBufferFromFile.cpp
@@ -1172,7 +1172,7 @@ void CachedOnDiskReadBufferFromFile::assertCorrectness() const
 {
     if (FileCache::isReadOnly()
         && !settings.read_from_filesystem_cache_if_exists_otherwise_bypass_cache)
-        throw Exception(ErrorCodes::LOGICAL_ERROR, "Cache usage is not allowed");
+        throw Exception(ErrorCodes::LOGICAL_ERROR, "Cache usage is not allowed (query_id: {})", query_id);
 }
 
 String CachedOnDiskReadBufferFromFile::getInfoForLog()
diff --git a/src/Disks/IO/ReadBufferFromRemoteFSGather.cpp b/src/Disks/IO/ReadBufferFromRemoteFSGather.cpp
index df00cbb476a..38ea23af127 100644
--- a/src/Disks/IO/ReadBufferFromRemoteFSGather.cpp
+++ b/src/Disks/IO/ReadBufferFromRemoteFSGather.cpp
@@ -33,14 +33,16 @@ ReadBufferFromRemoteFSGather::ReadBufferFromRemoteFSGather(
     if (blobs_to_read.empty())
         throw Exception(ErrorCodes::LOGICAL_ERROR, "Attempt to read zero number of objects");
 
+    current_object = blobs_to_read.front();
+
     with_cache = settings.remote_fs_cache
         && settings.enable_filesystem_cache
-        && (!FileCache::isReadOnly() || settings.read_from_filesystem_cache_if_exists_otherwise_bypass_cache);
+        && (!query_id.empty() || settings.read_from_filesystem_cache_if_exists_otherwise_bypass_cache);
 }
 
 SeekableReadBufferPtr ReadBufferFromRemoteFSGather::createImplementationBuffer(const StoredObject & object)
 {
-    if (current_object && !with_cache && enable_cache_log)
+    if (current_buf != nullptr && !with_cache && enable_cache_log)
     {
         appendFilesystemCacheLog();
     }
@@ -73,15 +75,13 @@ SeekableReadBufferPtr ReadBufferFromRemoteFSGather::createImplementationBuffer(c
 
 void ReadBufferFromRemoteFSGather::appendFilesystemCacheLog()
 {
-    if (!current_object)
-        return;
-
+    chassert(!current_object.absolute_path.empty());
     FilesystemCacheLogElement elem
     {
         .event_time = std::chrono::system_clock::to_time_t(std::chrono::system_clock::now()),
         .query_id = query_id,
-        .source_file_path = current_object->absolute_path,
-        .file_segment_range = { 0, current_object->bytes_size },
+        .source_file_path = current_object.absolute_path,
+        .file_segment_range = { 0, current_object.bytes_size },
         .cache_type = FilesystemCacheLogElement::CacheType::READ_FROM_FS_BYPASSING_CACHE,
         .file_segment_size = total_bytes_read_from_current_file,
         .read_from_cache_attempted = false,
@@ -107,9 +107,9 @@ IAsynchronousReader::Result ReadBufferFromRemoteFSGather::readInto(char * data,
     auto result = nextImpl();
 
     if (result)
-        return {working_buffer.size(), BufferBase::offset()};
+        return { working_buffer.size(), BufferBase::offset(), nullptr };
 
-    return {0, 0};
+    return {0, 0, nullptr};
 }
 
 void ReadBufferFromRemoteFSGather::initialize()
@@ -198,6 +198,10 @@ bool ReadBufferFromRemoteFSGather::readImpl()
         bytes_to_ignore = 0;
     }
 
+    LOG_TEST(
+        log, "with cache: {}, query_id: {}, read-only: {}",
+        with_cache, query_id, settings.read_from_filesystem_cache_if_exists_otherwise_bypass_cache);
+
     if (!result)
         result = current_buf->next();
 
@@ -245,9 +249,7 @@ void ReadBufferFromRemoteFSGather::reset()
 
 String ReadBufferFromRemoteFSGather::getFileName() const
 {
-    if (current_object)
-        return current_object->absolute_path;
-    return blobs_to_read[0].absolute_path;
+    return current_object.absolute_path;
 }
 
 size_t ReadBufferFromRemoteFSGather::getFileSize() const
diff --git a/src/Disks/IO/ReadBufferFromRemoteFSGather.h b/src/Disks/IO/ReadBufferFromRemoteFSGather.h
index e80de2892aa..abe57647a48 100644
--- a/src/Disks/IO/ReadBufferFromRemoteFSGather.h
+++ b/src/Disks/IO/ReadBufferFromRemoteFSGather.h
@@ -47,6 +47,8 @@ public:
 
     size_t getImplementationBufferOffset() const;
 
+    const StoredObject & getCurrentObject() const { return current_object; }
+
 private:
     SeekableReadBufferPtr createImplementationBuffer(const StoredObject & object);
 
@@ -68,10 +70,7 @@ private:
 
     size_t read_until_position = 0;
 
-    String current_file_path;
-    size_t current_file_size = 0;
-
-    std::optional<StoredObject> current_object;
+    StoredObject current_object;
 
     bool with_cache;
 
diff --git a/src/Disks/IO/ReadIndirectBufferFromRemoteFS.cpp b/src/Disks/IO/ReadIndirectBufferFromRemoteFS.cpp
index 89a5b1bea33..8a33a6ce9a1 100644
--- a/src/Disks/IO/ReadIndirectBufferFromRemoteFS.cpp
+++ b/src/Disks/IO/ReadIndirectBufferFromRemoteFS.cpp
@@ -95,7 +95,7 @@ bool ReadIndirectBufferFromRemoteFS::nextImpl()
     chassert(internal_buffer.size() == read_settings.remote_fs_buffer_size);
     chassert(file_offset_of_buffer_end <= impl->getFileSize());
 
-    auto [size, offset] = impl->readInto(internal_buffer.begin(), internal_buffer.size(), file_offset_of_buffer_end, /* ignore */0);
+    auto [size, offset, _] = impl->readInto(internal_buffer.begin(), internal_buffer.size(), file_offset_of_buffer_end, /* ignore */0);
 
     chassert(offset <= size);
     chassert(size <= internal_buffer.size());
diff --git a/src/Disks/IO/ThreadPoolReader.cpp b/src/Disks/IO/ThreadPoolReader.cpp
index e8bfd74af65..18b283b0ff3 100644
--- a/src/Disks/IO/ThreadPoolReader.cpp
+++ b/src/Disks/IO/ThreadPoolReader.cpp
@@ -145,7 +145,7 @@ std::future<IAsynchronousReader::Result> ThreadPoolReader::submit(Request reques
             if (!res)
             {
                 /// The file has ended.
-                promise.set_value({0, 0});
+                promise.set_value({0, 0, nullptr});
                 return future;
             }
 
@@ -190,7 +190,7 @@ std::future<IAsynchronousReader::Result> ThreadPoolReader::submit(Request reques
             ProfileEvents::increment(ProfileEvents::ThreadPoolReaderPageCacheHitBytes, bytes_read);
             ProfileEvents::increment(ProfileEvents::ReadBufferFromFileDescriptorReadBytes, bytes_read);
 
-            promise.set_value({bytes_read, request.ignore});
+            promise.set_value({bytes_read, request.ignore, nullptr});
             return future;
         }
     }
diff --git a/src/Disks/IO/ThreadPoolRemoteFSReader.cpp b/src/Disks/IO/ThreadPoolRemoteFSReader.cpp
index aa58a787b7b..c2d3ee8b53d 100644
--- a/src/Disks/IO/ThreadPoolRemoteFSReader.cpp
+++ b/src/Disks/IO/ThreadPoolRemoteFSReader.cpp
@@ -9,6 +9,9 @@
 #include <Common/CurrentThread.h>
 #include <Common/ElapsedTimeProfileEventIncrement.h>
 #include <IO/SeekableReadBuffer.h>
+#include <IO/AsyncReadCounters.h>
+#include <Interpreters/Context.h>
+#include <base/getThreadId.h>
 
 #include <future>
 
@@ -27,6 +30,29 @@ namespace CurrentMetrics
 
 namespace DB
 {
+
+namespace
+{
+    struct AsyncReadIncrement : boost::noncopyable
+    {
+        explicit AsyncReadIncrement(std::shared_ptr<AsyncReadCounters> counters_)
+            : counters(counters_)
+        {
+            std::lock_guard lock(counters->mutex);
+            if (++counters->current_parallel_read_tasks > counters->max_parallel_read_tasks)
+                counters->max_parallel_read_tasks = counters->current_parallel_read_tasks;
+        }
+
+        ~AsyncReadIncrement()
+        {
+            std::lock_guard lock(counters->mutex);
+            --counters->current_parallel_read_tasks;
+        }
+
+        std::shared_ptr<AsyncReadCounters> counters;
+    };
+}
+
 IAsynchronousReader::Result RemoteFSFileDescriptor::readInto(char * data, size_t size, size_t offset, size_t ignore)
 {
     return reader.readInto(data, size, offset, ignore);
@@ -45,18 +71,25 @@ std::future<IAsynchronousReader::Result> ThreadPoolRemoteFSReader::submit(Reques
     return scheduleFromThreadPool<Result>([request]() -> Result
     {
         CurrentMetrics::Increment metric_increment{CurrentMetrics::RemoteRead};
-        Stopwatch watch(CLOCK_MONOTONIC);
+
+        std::optional<AsyncReadIncrement> increment;
+        if (CurrentThread::isInitialized())
+        {
+            auto query_context = CurrentThread::get().getQueryContext();
+            if (query_context)
+                increment.emplace(query_context->getAsyncReadCounters());
+        }
 
         auto * remote_fs_fd = assert_cast<RemoteFSFileDescriptor *>(request.descriptor.get());
 
+        auto watch = std::make_unique<Stopwatch>(CLOCK_MONOTONIC);
         Result result = remote_fs_fd->readInto(request.buf, request.size, request.offset, request.ignore);
+        watch->stop();
 
-        watch.stop();
-
-        ProfileEvents::increment(ProfileEvents::ThreadpoolReaderTaskMicroseconds, watch.elapsedMicroseconds());
+        ProfileEvents::increment(ProfileEvents::ThreadpoolReaderTaskMicroseconds, watch->elapsedMicroseconds());
         ProfileEvents::increment(ProfileEvents::ThreadpoolReaderReadBytes, result.size);
 
-        return Result{ .size = result.size, .offset = result.offset };
+        return Result{ .size = result.size, .offset = result.offset, .execution_watch = std::move(watch) };
     }, pool, "VFSRead", request.priority);
 }
 
diff --git a/src/Disks/ObjectStorages/StoredObject.cpp b/src/Disks/ObjectStorages/StoredObject.cpp
index 4e690330c51..20f50d7676d 100644
--- a/src/Disks/ObjectStorages/StoredObject.cpp
+++ b/src/Disks/ObjectStorages/StoredObject.cpp
@@ -42,7 +42,7 @@ StoredObject StoredObject::create(
     bool object_bypasses_cache)
 {
     if (object_bypasses_cache)
-        return StoredObject(object_path, object_size, {});
+        return StoredObject(object_path, object_size, mapped_path, {});
 
     PathKeyForCacheCreator path_key_for_cache_creator = [&object_storage](const std::string & path) -> std::string
     {
diff --git a/src/Disks/ObjectStorages/StoredObject.h b/src/Disks/ObjectStorages/StoredObject.h
index 2e952cb71e1..04bd0b26495 100644
--- a/src/Disks/ObjectStorages/StoredObject.h
+++ b/src/Disks/ObjectStorages/StoredObject.h
@@ -35,6 +35,8 @@ struct StoredObject
     using PathKeyForCacheCreator = std::function<std::string(const std::string &)>;
     PathKeyForCacheCreator path_key_for_cache_creator;
 
+    StoredObject() = default;
+
     explicit StoredObject(
         const std::string & absolute_path_,
         uint64_t bytes_size_ = 0,
diff --git a/src/IO/AsyncReadCounters.cpp b/src/IO/AsyncReadCounters.cpp
new file mode 100644
index 00000000000..816da0d3312
--- /dev/null
+++ b/src/IO/AsyncReadCounters.cpp
@@ -0,0 +1,37 @@
+#include <IO/AsyncReadCounters.h>
+
+namespace DB
+{
+
+void AsyncReadCounters::dumpToMapColumn(IColumn * column) const
+{
+    auto * column_map = column ? &typeid_cast<DB::ColumnMap &>(*column) : nullptr;
+    if (!column_map)
+        return;
+
+    auto & offsets = column_map->getNestedColumn().getOffsets();
+    auto & tuple_column = column_map->getNestedData();
+    auto & key_column = tuple_column.getColumn(0);
+    auto & value_column = tuple_column.getColumn(1);
+
+    size_t size = 0;
+    auto load_if_not_empty = [&](const auto & key, const auto & value)
+    {
+        if (value)
+        {
+            key_column.insert(key);
+            value_column.insert(value);
+            ++size;
+        }
+    };
+
+    std::lock_guard lock(mutex);
+
+    load_if_not_empty("max_parallel_read_tasks", max_parallel_read_tasks);
+    load_if_not_empty("max_parallel_prefetch_tasks", max_parallel_prefetch_tasks);
+    load_if_not_empty("total_prefetch_tasks", total_prefetch_tasks);
+
+    offsets.push_back(offsets.back() + size);
+}
+
+}
diff --git a/src/IO/AsyncReadCounters.h b/src/IO/AsyncReadCounters.h
new file mode 100644
index 00000000000..1d941b4fc47
--- /dev/null
+++ b/src/IO/AsyncReadCounters.h
@@ -0,0 +1,31 @@
+#pragma once
+#include <Core/Types.h>
+#include <Columns/ColumnMap.h>
+
+namespace DB
+{
+
+/// Metrics for asynchronous reading feature.
+struct AsyncReadCounters
+{
+    /// Count current and max number of tasks in a asynchronous read pool.
+    /// The tasks are requests to read the data.
+    size_t max_parallel_read_tasks = 0;
+    size_t current_parallel_read_tasks = 0;
+
+    /// Count current and max number of tasks in a reader prefetch read pool.
+    /// The tasks are calls to IMergeTreeReader::prefetch(), which does not do
+    /// any reading but creates a request for read. But as we need to wait for
+    /// marks to be loaded during this prefetch, we do it in a threadpool too.
+    size_t max_parallel_prefetch_tasks = 0;
+    size_t current_parallel_prefetch_tasks = 0;
+    size_t total_prefetch_tasks = 0;
+
+    mutable std::mutex mutex;
+
+    AsyncReadCounters() = default;
+
+    void dumpToMapColumn(IColumn * column) const;
+};
+
+}
diff --git a/src/IO/AsynchronousReadBufferFromFileDescriptor.cpp b/src/IO/AsynchronousReadBufferFromFileDescriptor.cpp
index a89961dea45..dc8dcc6c3e6 100644
--- a/src/IO/AsynchronousReadBufferFromFileDescriptor.cpp
+++ b/src/IO/AsynchronousReadBufferFromFileDescriptor.cpp
@@ -37,14 +37,14 @@ std::string AsynchronousReadBufferFromFileDescriptor::getFileName() const
 }
 
 
-std::future<IAsynchronousReader::Result> AsynchronousReadBufferFromFileDescriptor::asyncReadInto(char * data, size_t size)
+std::future<IAsynchronousReader::Result> AsynchronousReadBufferFromFileDescriptor::asyncReadInto(char * data, size_t size, int64_t priority)
 {
     IAsynchronousReader::Request request;
     request.descriptor = std::make_shared<IAsynchronousReader::LocalFileDescriptor>(fd);
     request.buf = data;
     request.size = size;
     request.offset = file_offset_of_buffer_end;
-    request.priority = priority;
+    request.priority = base_priority + priority;
     request.ignore = bytes_to_ignore;
     bytes_to_ignore = 0;
 
@@ -58,14 +58,14 @@ std::future<IAsynchronousReader::Result> AsynchronousReadBufferFromFileDescripto
 }
 
 
-void AsynchronousReadBufferFromFileDescriptor::prefetch()
+void AsynchronousReadBufferFromFileDescriptor::prefetch(int64_t priority)
 {
     if (prefetch_future.valid())
         return;
 
     /// Will request the same amount of data that is read in nextImpl.
     prefetch_buffer.resize(internal_buffer.size());
-    prefetch_future = asyncReadInto(prefetch_buffer.data(), prefetch_buffer.size());
+    prefetch_future = asyncReadInto(prefetch_buffer.data(), prefetch_buffer.size(), priority);
 }
 
 
@@ -108,8 +108,9 @@ bool AsynchronousReadBufferFromFileDescriptor::nextImpl()
     else
     {
         /// No pending request. Do synchronous read.
+
         Stopwatch watch;
-        auto [size, offset] = asyncReadInto(memory.data(), memory.size()).get();
+        auto [size, offset, _] = asyncReadInto(memory.data(), memory.size(), DEFAULT_PREFETCH_PRIORITY).get();
         ProfileEvents::increment(ProfileEvents::AsynchronousReadWaitMicroseconds, watch.elapsedMicroseconds());
 
         file_offset_of_buffer_end += size;
@@ -151,7 +152,7 @@ AsynchronousReadBufferFromFileDescriptor::AsynchronousReadBufferFromFileDescript
     std::optional<size_t> file_size_)
     : ReadBufferFromFileBase(buf_size, existing_memory, alignment, file_size_)
     , reader(reader_)
-    , priority(priority_)
+    , base_priority(priority_)
     , required_alignment(alignment)
     , fd(fd_)
 {
diff --git a/src/IO/AsynchronousReadBufferFromFileDescriptor.h b/src/IO/AsynchronousReadBufferFromFileDescriptor.h
index 0659bb203a8..1629f344b35 100644
--- a/src/IO/AsynchronousReadBufferFromFileDescriptor.h
+++ b/src/IO/AsynchronousReadBufferFromFileDescriptor.h
@@ -17,7 +17,7 @@ class AsynchronousReadBufferFromFileDescriptor : public ReadBufferFromFileBase
 {
 protected:
     IAsynchronousReader & reader;
-    Int32 priority;
+    int64_t base_priority;
 
     Memory<> prefetch_buffer;
     std::future<IAsynchronousReader::Result> prefetch_future;
@@ -46,7 +46,7 @@ public:
 
     ~AsynchronousReadBufferFromFileDescriptor() override;
 
-    void prefetch() override;
+    void prefetch(int64_t priority) override;
 
     int getFD() const
     {
@@ -67,7 +67,7 @@ public:
     size_t getFileSize() override;
 
 private:
-    std::future<IAsynchronousReader::Result> asyncReadInto(char * data, size_t size);
+    std::future<IAsynchronousReader::Result> asyncReadInto(char * data, size_t size, int64_t priority);
 };
 
 }
diff --git a/src/IO/AsynchronousReader.h b/src/IO/AsynchronousReader.h
index 5fd9eff2c30..91a5db9dcdd 100644
--- a/src/IO/AsynchronousReader.h
+++ b/src/IO/AsynchronousReader.h
@@ -5,6 +5,7 @@
 #include <memory>
 #include <future>
 #include <boost/noncopyable.hpp>
+#include <Common/Stopwatch.h>
 
 
 namespace DB
@@ -62,6 +63,8 @@ public:
         /// Optional. Useful when implementation needs to do ignore().
         size_t offset = 0;
 
+        std::unique_ptr<Stopwatch> execution_watch;
+
         operator std::tuple<size_t &, size_t &>() { return {size, offset}; }
     };
 
diff --git a/src/IO/CompressedReadBufferWrapper.h b/src/IO/CompressedReadBufferWrapper.h
index 4d423434206..8fe87d22dd9 100644
--- a/src/IO/CompressedReadBufferWrapper.h
+++ b/src/IO/CompressedReadBufferWrapper.h
@@ -19,7 +19,7 @@ public:
     const ReadBuffer & getWrappedReadBuffer() const { return *in; }
     ReadBuffer & getWrappedReadBuffer() { return *in; }
 
-    void prefetch() override { in->prefetch(); }
+    void prefetch(int64_t priority) override { in->prefetch(priority); }
 
 protected:
     std::unique_ptr<ReadBuffer> in;
diff --git a/src/IO/PeekableReadBuffer.h b/src/IO/PeekableReadBuffer.h
index fc827fbad75..7af17aff090 100644
--- a/src/IO/PeekableReadBuffer.h
+++ b/src/IO/PeekableReadBuffer.h
@@ -20,7 +20,7 @@ public:
 
     ~PeekableReadBuffer() override;
 
-    void prefetch() override { sub_buf->prefetch(); }
+    void prefetch(int64_t priority) override { sub_buf->prefetch(priority); }
 
     /// Sets checkpoint at current position
     ALWAYS_INLINE inline void setCheckpoint()
diff --git a/src/IO/ReadBuffer.h b/src/IO/ReadBuffer.h
index 5b9cda390c8..3c0add151c2 100644
--- a/src/IO/ReadBuffer.h
+++ b/src/IO/ReadBuffer.h
@@ -20,6 +20,8 @@ namespace ErrorCodes
     extern const int NOT_IMPLEMENTED;
 }
 
+static constexpr auto DEFAULT_PREFETCH_PRIORITY = 0;
+
 /** A simple abstract class for buffered data reading (char sequences) from somewhere.
   * Unlike std::istream, it provides access to the internal buffer,
   *  and also allows you to manually manage the position inside the buffer.
@@ -202,8 +204,10 @@ public:
 
     /** Do something to allow faster subsequent call to 'nextImpl' if possible.
       * It's used for asynchronous readers with double-buffering.
+      * `priority` is the Threadpool priority, with which the prefetch task will be schedules.
+      * Smaller is more priority.
       */
-    virtual void prefetch() {}
+    virtual void prefetch(int64_t /* priority */) {}
 
     /**
      * Set upper bound for read range [..., position).
diff --git a/src/IO/ReadBufferFromFileDescriptor.cpp b/src/IO/ReadBufferFromFileDescriptor.cpp
index f2f54f1c86d..417e985159d 100644
--- a/src/IO/ReadBufferFromFileDescriptor.cpp
+++ b/src/IO/ReadBufferFromFileDescriptor.cpp
@@ -118,7 +118,7 @@ bool ReadBufferFromFileDescriptor::nextImpl()
 }
 
 
-void ReadBufferFromFileDescriptor::prefetch()
+void ReadBufferFromFileDescriptor::prefetch(int64_t)
 {
 #if defined(POSIX_FADV_WILLNEED)
     /// For direct IO, loading data into page cache is pointless.
diff --git a/src/IO/ReadBufferFromFileDescriptor.h b/src/IO/ReadBufferFromFileDescriptor.h
index 71ea1a1c358..ebd0f6db32d 100644
--- a/src/IO/ReadBufferFromFileDescriptor.h
+++ b/src/IO/ReadBufferFromFileDescriptor.h
@@ -22,7 +22,7 @@ protected:
     int fd;
 
     bool nextImpl() override;
-    void prefetch() override;
+    void prefetch(int64_t priority) override;
 
     /// Name or some description of file.
     std::string getFileName() const override;
diff --git a/src/IO/ReadBufferFromS3.cpp b/src/IO/ReadBufferFromS3.cpp
index 8e48c3044a3..bbf0e67b3b0 100644
--- a/src/IO/ReadBufferFromS3.cpp
+++ b/src/IO/ReadBufferFromS3.cpp
@@ -12,6 +12,7 @@
 #include <Common/Stopwatch.h>
 #include <Common/Throttler.h>
 #include <Common/logger_useful.h>
+#include <Common/ElapsedTimeProfileEventIncrement.h>
 #include <base/sleep.h>
 
 #include <utility>
@@ -20,6 +21,7 @@
 namespace ProfileEvents
 {
     extern const Event ReadBufferFromS3Microseconds;
+    extern const Event ReadBufferFromS3InitMicroseconds;
     extern const Event ReadBufferFromS3Bytes;
     extern const Event ReadBufferFromS3RequestsErrors;
     extern const Event ReadBufferSeekCancelConnection;
@@ -323,6 +325,7 @@ std::unique_ptr<ReadBuffer> ReadBufferFromS3::initialize()
     if (read_settings.for_object_storage)
         ProfileEvents::increment(ProfileEvents::DiskS3GetObject);
 
+    ProfileEventTimeIncrement<Microseconds> watch(ProfileEvents::ReadBufferFromS3InitMicroseconds);
     Aws::S3::Model::GetObjectOutcome outcome = client_ptr->GetObject(req);
 
     if (outcome.IsSuccess())
diff --git a/src/IO/ReadSettings.h b/src/IO/ReadSettings.h
index 4a0344bf11b..d10b26d4bec 100644
--- a/src/IO/ReadSettings.h
+++ b/src/IO/ReadSettings.h
@@ -88,6 +88,8 @@ struct ReadSettings
     size_t remote_fs_read_max_backoff_ms = 10000;
     size_t remote_fs_read_backoff_max_tries = 4;
 
+    bool enable_filesystem_read_prefetches_log = false;
+
     bool enable_filesystem_cache = true;
     bool read_from_filesystem_cache_if_exists_otherwise_bypass_cache = false;
     bool enable_filesystem_cache_log = false;
diff --git a/src/IO/SeekAvoidingReadBuffer.h b/src/IO/SeekAvoidingReadBuffer.h
index 6662675cdfc..af2a988ab3a 100644
--- a/src/IO/SeekAvoidingReadBuffer.h
+++ b/src/IO/SeekAvoidingReadBuffer.h
@@ -17,7 +17,7 @@ public:
 
     off_t seek(off_t off, int whence) override;
 
-    void prefetch() override { impl->prefetch(); }
+    void prefetch(int64_t priority) override { impl->prefetch(priority); }
 
 private:
     UInt64 min_bytes_for_seek; /// Minimum positive seek offset which shall be executed using seek operation.
diff --git a/src/Interpreters/Context.cpp b/src/Interpreters/Context.cpp
index d91661072bc..a85586fd2a3 100644
--- a/src/Interpreters/Context.cpp
+++ b/src/Interpreters/Context.cpp
@@ -234,6 +234,7 @@ struct ContextSharedPart : boost::noncopyable
     mutable UncompressedCachePtr uncompressed_cache;        /// The cache of decompressed blocks.
     mutable MarkCachePtr mark_cache;                        /// Cache of marks in compressed files.
     mutable std::unique_ptr<ThreadPool> load_marks_threadpool; /// Threadpool for loading marks cache.
+    mutable std::unique_ptr<ThreadPool> prefetch_threadpool; /// Threadpool for loading marks cache.
     mutable UncompressedCachePtr index_uncompressed_cache;  /// The cache of decompressed blocks for MergeTree indices.
     mutable MarkCachePtr index_mark_cache;                  /// Cache of marks in compressed files of MergeTree indices.
     mutable QueryCachePtr query_cache;         /// Cache of query results.
@@ -412,6 +413,20 @@ struct ContextSharedPart : boost::noncopyable
             }
         }
 
+        if (prefetch_threadpool)
+        {
+            try
+            {
+                LOG_DEBUG(log, "Desctructing prefetch threadpool");
+                prefetch_threadpool->wait();
+                prefetch_threadpool.reset();
+            }
+            catch (...)
+            {
+                tryLogCurrentException(__PRETTY_FUNCTION__);
+            }
+        }
+
         try
         {
             shutdown();
@@ -1992,6 +2007,31 @@ ThreadPool & Context::getLoadMarksThreadpool() const
     return *shared->load_marks_threadpool;
 }
 
+static size_t getPrefetchThreadpoolSizeFromConfig(const Poco::Util::AbstractConfiguration & config)
+{
+    return config.getUInt(".prefetch_threadpool_pool_size", 100);
+}
+
+size_t Context::getPrefetchThreadpoolSize() const
+{
+    const auto & config = getConfigRef();
+    return getPrefetchThreadpoolSizeFromConfig(config);
+}
+
+ThreadPool & Context::getPrefetchThreadpool() const
+{
+    const auto & config = getConfigRef();
+
+    auto lock = getLock();
+    if (!shared->prefetch_threadpool)
+    {
+        auto pool_size = getPrefetchThreadpoolSize();
+        auto queue_size = config.getUInt(".prefetch_threadpool_queue_size", 1000000);
+        shared->prefetch_threadpool = std::make_unique<ThreadPool>(pool_size, pool_size, queue_size);
+    }
+    return *shared->prefetch_threadpool;
+}
+
 void Context::setIndexUncompressedCache(size_t max_size_in_bytes)
 {
     auto lock = getLock();
@@ -2931,7 +2971,16 @@ std::shared_ptr<FilesystemCacheLog> Context::getFilesystemCacheLog() const
     if (!shared->system_logs)
         return {};
 
-    return shared->system_logs->cache_log;
+    return shared->system_logs->filesystem_cache_log;
+}
+
+std::shared_ptr<FilesystemReadPrefetchesLog> Context::getFilesystemReadPrefetchesLog() const
+{
+    auto lock = getLock();
+    if (!shared->system_logs)
+        return {};
+
+    return shared->system_logs->filesystem_read_prefetches_log;
 }
 
 std::shared_ptr<AsynchronousInsertLog> Context::getAsynchronousInsertLog() const
@@ -3784,6 +3833,31 @@ OrdinaryBackgroundExecutorPtr Context::getCommonExecutor() const
     return shared->common_executor;
 }
 
+static size_t getThreadPoolReaderSizeFromConfig(Context::FilesystemReaderType type, const Poco::Util::AbstractConfiguration & config)
+{
+    switch (type)
+    {
+        case Context::FilesystemReaderType::ASYNCHRONOUS_REMOTE_FS_READER:
+        {
+            return config.getUInt(".threadpool_remote_fs_reader_pool_size", 250);
+        }
+        case Context::FilesystemReaderType::ASYNCHRONOUS_LOCAL_FS_READER:
+        {
+            return config.getUInt(".threadpool_local_fs_reader_pool_size", 100);
+        }
+        case Context::FilesystemReaderType::SYNCHRONOUS_LOCAL_FS_READER:
+        {
+            return std::numeric_limits<std::size_t>::max();
+        }
+    }
+}
+
+size_t Context::getThreadPoolReaderSize(FilesystemReaderType type) const
+{
+    const auto & config = getConfigRef();
+    return getThreadPoolReaderSizeFromConfig(type, config);
+}
+
 IAsynchronousReader & Context::getThreadPoolReader(FilesystemReaderType type) const
 {
     const auto & config = getConfigRef();
@@ -3796,9 +3870,8 @@ IAsynchronousReader & Context::getThreadPoolReader(FilesystemReaderType type) co
         {
             if (!shared->asynchronous_remote_fs_reader)
             {
-                auto pool_size = config.getUInt(".threadpool_remote_fs_reader_pool_size", 100);
+                auto pool_size = getThreadPoolReaderSizeFromConfig(type, config);
                 auto queue_size = config.getUInt(".threadpool_remote_fs_reader_queue_size", 1000000);
-
                 shared->asynchronous_remote_fs_reader = std::make_unique<ThreadPoolRemoteFSReader>(pool_size, queue_size);
             }
 
@@ -3808,9 +3881,8 @@ IAsynchronousReader & Context::getThreadPoolReader(FilesystemReaderType type) co
         {
             if (!shared->asynchronous_local_fs_reader)
             {
-                auto pool_size = config.getUInt(".threadpool_local_fs_reader_pool_size", 100);
+                auto pool_size = getThreadPoolReaderSizeFromConfig(type, config);
                 auto queue_size = config.getUInt(".threadpool_local_fs_reader_queue_size", 1000000);
-
                 shared->asynchronous_local_fs_reader = std::make_unique<ThreadPoolReader>(pool_size, queue_size);
             }
 
@@ -3868,6 +3940,8 @@ ReadSettings Context::getReadSettings() const
 
     res.load_marks_asynchronously = settings.load_marks_asynchronously;
 
+    res.enable_filesystem_read_prefetches_log = settings.enable_filesystem_read_prefetches_log;
+
     res.remote_fs_read_max_backoff_ms = settings.remote_fs_read_max_backoff_ms;
     res.remote_fs_read_backoff_max_tries = settings.remote_fs_read_backoff_max_tries;
     res.enable_filesystem_cache = settings.enable_filesystem_cache;
@@ -3920,6 +3994,14 @@ WriteSettings Context::getWriteSettings() const
     return res;
 }
 
+std::shared_ptr<AsyncReadCounters> Context::getAsyncReadCounters() const
+{
+    auto lock = getLock();
+    if (!async_read_counters)
+        async_read_counters = std::make_shared<AsyncReadCounters>();
+    return async_read_counters;
+}
+
 bool Context::canUseParallelReplicasOnInitiator() const
 {
     const auto & settings = getSettingsRef();
diff --git a/src/Interpreters/Context.h b/src/Interpreters/Context.h
index f40f8608092..4b91a96ca8c 100644
--- a/src/Interpreters/Context.h
+++ b/src/Interpreters/Context.h
@@ -10,6 +10,7 @@
 #include <Core/NamesAndTypes.h>
 #include <Core/Settings.h>
 #include <Core/UUID.h>
+#include <IO/AsyncReadCounters.h>
 #include <Interpreters/ClientInfo.h>
 #include <Interpreters/Context_fwd.h>
 #include <Interpreters/DatabaseCatalog.h>
@@ -95,6 +96,7 @@ class BackupsWorker;
 class TransactionsInfoLog;
 class ProcessorsProfileLog;
 class FilesystemCacheLog;
+class FilesystemReadPrefetchesLog;
 class AsynchronousInsertLog;
 class IAsynchronousReader;
 struct MergeTreeSettings;
@@ -369,6 +371,8 @@ private:
 
     /// Needs to be changed while having const context in factories methods
     mutable QueryFactoriesInfo query_factories_info;
+    /// Query metrics for reading data asynchronously with IAsynchronousReader.
+    mutable std::shared_ptr<AsyncReadCounters> async_read_counters;
 
     /// TODO: maybe replace with temporary tables?
     StoragePtr view_source;                 /// Temporary StorageValues used to generate alias columns for materialized views
@@ -856,6 +860,13 @@ public:
     void dropMarkCache() const;
     ThreadPool & getLoadMarksThreadpool() const;
 
+    ThreadPool & getPrefetchThreadpool() const;
+
+    /// Note: prefetchThreadpool is different from threadpoolReader
+    /// in the way that its tasks are - wait for marks to be loaded
+    /// and make a prefetch by putting a read task to threadpoolReader.
+    size_t getPrefetchThreadpoolSize() const;
+
     /// Create a cache of index uncompressed blocks of specified size. This can be done only once.
     void setIndexUncompressedCache(size_t max_size_in_bytes);
     std::shared_ptr<UncompressedCache> getIndexUncompressedCache() const;
@@ -943,6 +954,7 @@ public:
     std::shared_ptr<TransactionsInfoLog> getTransactionsInfoLog() const;
     std::shared_ptr<ProcessorsProfileLog> getProcessorsProfileLog() const;
     std::shared_ptr<FilesystemCacheLog> getFilesystemCacheLog() const;
+    std::shared_ptr<FilesystemReadPrefetchesLog> getFilesystemReadPrefetchesLog() const;
     std::shared_ptr<AsynchronousInsertLog> getAsynchronousInsertLog() const;
 
     /// Returns an object used to log operations with parts if it possible.
@@ -1081,6 +1093,10 @@ public:
 
     IAsynchronousReader & getThreadPoolReader(FilesystemReaderType type) const;
 
+    size_t getThreadPoolReaderSize(FilesystemReaderType type) const;
+
+    std::shared_ptr<AsyncReadCounters> getAsyncReadCounters() const;
+
     ThreadPool & getThreadPoolWriter() const;
 
     /** Get settings for reading from filesystem. */
diff --git a/src/Interpreters/FilesystemReadPrefetchesLog.cpp b/src/Interpreters/FilesystemReadPrefetchesLog.cpp
new file mode 100644
index 00000000000..9dd0fce84b0
--- /dev/null
+++ b/src/Interpreters/FilesystemReadPrefetchesLog.cpp
@@ -0,0 +1,61 @@
+#include <Interpreters/FilesystemReadPrefetchesLog.h>
+#include <DataTypes/DataTypeDate.h>
+#include <DataTypes/DataTypeDateTime.h>
+#include <DataTypes/DataTypeDateTime64.h>
+#include <DataTypes/DataTypeString.h>
+#include <DataTypes/DataTypesNumber.h>
+
+
+namespace DB
+{
+
+NamesAndTypesList FilesystemReadPrefetchesLogElement::getNamesAndTypes()
+{
+    return {
+        {"event_date", std::make_shared<DataTypeDate>()},
+        {"event_time", std::make_shared<DataTypeDateTime>()},
+        {"query_id", std::make_shared<DataTypeString>()},
+        {"path", std::make_shared<DataTypeString>()},
+        {"offset", std::make_shared<DataTypeUInt64>()},
+        {"size", std::make_shared<DataTypeInt64>()},
+        {"prefetch_submit_time", std::make_shared<DataTypeDateTime64>(6)},
+        {"priority", std::make_shared<DataTypeUInt64>()},
+        {"prefetch_execution_start_time", std::make_shared<DataTypeDateTime64>(6)},
+        {"prefetch_execution_end_time", std::make_shared<DataTypeDateTime64>(6)},
+        {"prefetch_execution_time_us", std::make_shared<DataTypeUInt64>()},
+        {"state", std::make_shared<DataTypeString>()}, /// Was this prefetch used or we downloaded it in vain?
+        {"thread_id", std::make_shared<DataTypeUInt64>()},
+        {"reader_id", std::make_shared<DataTypeString>()},
+    };
+}
+
+void FilesystemReadPrefetchesLogElement::appendToBlock(MutableColumns & columns) const
+{
+    size_t i = 0;
+
+    columns[i++]->insert(DateLUT::instance().toDayNum(event_time).toUnderType());
+    columns[i++]->insert(event_time);
+    columns[i++]->insert(query_id);
+    columns[i++]->insert(path);
+    columns[i++]->insert(offset);
+    columns[i++]->insert(size);
+    columns[i++]->insert(prefetch_submit_time);
+    columns[i++]->insert(priority);
+    if (execution_watch)
+    {
+        columns[i++]->insert(execution_watch->getStart());
+        columns[i++]->insert(execution_watch->getEnd());
+        columns[i++]->insert(execution_watch->elapsedMicroseconds());
+    }
+    else
+    {
+        columns[i++]->insertDefault();
+        columns[i++]->insertDefault();
+        columns[i++]->insertDefault();
+    }
+    columns[i++]->insert(magic_enum::enum_name(state));
+    columns[i++]->insert(thread_id);
+    columns[i++]->insert(reader_id);
+}
+
+}
diff --git a/src/Interpreters/FilesystemReadPrefetchesLog.h b/src/Interpreters/FilesystemReadPrefetchesLog.h
new file mode 100644
index 00000000000..a7672c49d91
--- /dev/null
+++ b/src/Interpreters/FilesystemReadPrefetchesLog.h
@@ -0,0 +1,48 @@
+#pragma once
+
+#include <Core/NamesAndAliases.h>
+#include <Core/NamesAndTypes.h>
+#include <Interpreters/SystemLog.h>
+#include <Common/Stopwatch.h>
+
+namespace DB
+{
+
+enum class FilesystemPrefetchState
+{
+    USED,
+    CANCELLED_WITH_SEEK,
+    CANCELLED_WITH_RANGE_CHANGE,
+    UNNEEDED,
+};
+
+struct FilesystemReadPrefetchesLogElement
+{
+    time_t event_time{};
+    String query_id;
+    String path;
+    UInt64 offset;
+    Int64 size; /// -1 means unknown
+    Decimal64 prefetch_submit_time{};
+    std::optional<Stopwatch> execution_watch;
+    size_t priority;
+    FilesystemPrefetchState state;
+    UInt64 thread_id;
+    String reader_id;
+
+    static std::string name() { return "FilesystemReadPrefetchesLog"; }
+
+    static NamesAndTypesList getNamesAndTypes();
+    static NamesAndAliases getNamesAndAliases() { return {}; }
+
+    void appendToBlock(MutableColumns & columns) const;
+    static const char * getCustomColumnList() { return nullptr; }
+};
+
+class FilesystemReadPrefetchesLog : public SystemLog<FilesystemReadPrefetchesLogElement>
+{
+public:
+    using SystemLog<FilesystemReadPrefetchesLogElement>::SystemLog;
+};
+
+}
diff --git a/src/Interpreters/QueryLog.cpp b/src/Interpreters/QueryLog.cpp
index 2a1c53e746b..5015f3e4a6e 100644
--- a/src/Interpreters/QueryLog.cpp
+++ b/src/Interpreters/QueryLog.cpp
@@ -126,6 +126,8 @@ NamesAndTypesList QueryLogElement::getNamesAndTypes()
         {"used_row_policies", std::make_shared<DataTypeArray>(std::make_shared<DataTypeLowCardinality>(std::make_shared<DataTypeString>()))},
 
         {"transaction_id", getTransactionIDDataType()},
+
+        {"AsyncReadCounters", std::make_shared<DataTypeMap>(std::make_shared<DataTypeString>(), std::make_shared<DataTypeUInt64>())},
     };
 
 }
@@ -271,6 +273,11 @@ void QueryLogElement::appendToBlock(MutableColumns & columns) const
     }
 
     columns[i++]->insert(Tuple{tid.start_csn, tid.local_tid, tid.host_id});
+
+    if (async_read_counters)
+        async_read_counters->dumpToMapColumn(columns[i++].get());
+    else
+        columns[i++]->insertDefault();
 }
 
 void QueryLogElement::appendClientInfo(const ClientInfo & client_info, MutableColumns & columns, size_t & i)
diff --git a/src/Interpreters/QueryLog.h b/src/Interpreters/QueryLog.h
index cb9cf289e7a..a2d434e8843 100644
--- a/src/Interpreters/QueryLog.h
+++ b/src/Interpreters/QueryLog.h
@@ -6,6 +6,7 @@
 #include <Interpreters/SystemLog.h>
 #include <Interpreters/ClientInfo.h>
 #include <Interpreters/TransactionVersionMetadata.h>
+#include <IO/AsyncReadCounters.h>
 #include <Parsers/IAST.h>
 
 
@@ -88,6 +89,7 @@ struct QueryLogElement
 
     std::vector<UInt64> thread_ids;
     std::shared_ptr<ProfileEvents::Counters::Snapshot> profile_counters;
+    std::shared_ptr<AsyncReadCounters> async_read_counters;
     std::shared_ptr<Settings> query_settings;
 
     TransactionID tid;
diff --git a/src/Interpreters/SystemLog.cpp b/src/Interpreters/SystemLog.cpp
index f9343b7889d..3049d3e9df3 100644
--- a/src/Interpreters/SystemLog.cpp
+++ b/src/Interpreters/SystemLog.cpp
@@ -3,7 +3,6 @@
 #include <Interpreters/AsynchronousMetricLog.h>
 #include <Interpreters/Context.h>
 #include <Interpreters/CrashLog.h>
-#include <Interpreters/FilesystemCacheLog.h>
 #include <Interpreters/InterpreterCreateQuery.h>
 #include <Interpreters/InterpreterInsertQuery.h>
 #include <Interpreters/InterpreterRenameQuery.h>
@@ -18,6 +17,8 @@
 #include <Interpreters/TextLog.h>
 #include <Interpreters/TraceLog.h>
 #include <Interpreters/TransactionsInfoLog.h>
+#include <Interpreters/FilesystemCacheLog.h>
+#include <Interpreters/FilesystemReadPrefetchesLog.h>
 #include <Interpreters/ZooKeeperLog.h>
 #include <Parsers/ASTCreateQuery.h>
 #include <Parsers/ASTFunction.h>
@@ -120,6 +121,8 @@ std::shared_ptr<TSystemLog> createSystemLog(
 
         return {};
     }
+    LOG_DEBUG(&Poco::Logger::get("SystemLog"),
+              "Creating {}.{} from {}", default_database_name, default_table_name, config_prefix);
 
     String database = config.getString(config_prefix + ".database", default_database_name);
     String table = config.getString(config_prefix + ".table", default_table_name);
@@ -200,7 +203,9 @@ SystemLogs::SystemLogs(ContextPtr global_context, const Poco::Util::AbstractConf
     crash_log = createSystemLog<CrashLog>(global_context, "system", "crash_log", config, "crash_log");
     text_log = createSystemLog<TextLog>(global_context, "system", "text_log", config, "text_log");
     metric_log = createSystemLog<MetricLog>(global_context, "system", "metric_log", config, "metric_log");
-    cache_log = createSystemLog<FilesystemCacheLog>(global_context, "system", "filesystem_cache_log", config, "filesystem_cache_log");
+    filesystem_cache_log = createSystemLog<FilesystemCacheLog>(global_context, "system", "filesystem_cache_log", config, "filesystem_cache_log");
+    filesystem_read_prefetches_log = createSystemLog<FilesystemReadPrefetchesLog>(
+        global_context, "system", "filesystem_read_prefetches_log", config, "filesystem_read_prefetches_log");
     asynchronous_metric_log = createSystemLog<AsynchronousMetricLog>(
         global_context, "system", "asynchronous_metric_log", config,
         "asynchronous_metric_log");
@@ -246,8 +251,10 @@ SystemLogs::SystemLogs(ContextPtr global_context, const Poco::Util::AbstractConf
         logs.emplace_back(transactions_info_log.get());
     if (processors_profile_log)
         logs.emplace_back(processors_profile_log.get());
-    if (cache_log)
-        logs.emplace_back(cache_log.get());
+    if (filesystem_cache_log)
+        logs.emplace_back(filesystem_cache_log.get());
+    if (filesystem_read_prefetches_log)
+        logs.emplace_back(filesystem_read_prefetches_log.get());
     if (asynchronous_insert_log)
         logs.emplace_back(asynchronous_insert_log.get());
 
diff --git a/src/Interpreters/SystemLog.h b/src/Interpreters/SystemLog.h
index 95292a2b7ce..84b70c67e2a 100644
--- a/src/Interpreters/SystemLog.h
+++ b/src/Interpreters/SystemLog.h
@@ -47,6 +47,7 @@ class SessionLog;
 class TransactionsInfoLog;
 class ProcessorsProfileLog;
 class FilesystemCacheLog;
+class FilesystemReadPrefetchesLog;
 class AsynchronousInsertLog;
 
 /// System logs should be destroyed in destructor of the last Context and before tables,
@@ -65,7 +66,8 @@ struct SystemLogs
     std::shared_ptr<CrashLog> crash_log;                /// Used to log server crashes.
     std::shared_ptr<TextLog> text_log;                  /// Used to log all text messages.
     std::shared_ptr<MetricLog> metric_log;              /// Used to log all metrics.
-    std::shared_ptr<FilesystemCacheLog> cache_log;      /// Used to log cache trace.
+    std::shared_ptr<FilesystemCacheLog> filesystem_cache_log;
+    std::shared_ptr<FilesystemReadPrefetchesLog> filesystem_read_prefetches_log;
     /// Metrics from system.asynchronous_metrics.
     std::shared_ptr<AsynchronousMetricLog> asynchronous_metric_log;
     /// OpenTelemetry trace spans.
diff --git a/src/Interpreters/executeQuery.cpp b/src/Interpreters/executeQuery.cpp
index 06d92116adc..3bb46462353 100644
--- a/src/Interpreters/executeQuery.cpp
+++ b/src/Interpreters/executeQuery.cpp
@@ -903,6 +903,8 @@ static std::tuple<ASTPtr, BlockIO> executeQueryImpl(
                 element.used_functions = factories_info.functions;
                 element.used_storages = factories_info.storages;
                 element.used_table_functions = factories_info.table_functions;
+
+                element.async_read_counters = context_ptr->getAsyncReadCounters();
             };
 
             /// Also make possible for caller to log successful query finish and exception during execution.
diff --git a/src/Processors/QueryPlan/ReadFromMergeTree.cpp b/src/Processors/QueryPlan/ReadFromMergeTree.cpp
index cca8e5297ee..ff0c5002e09 100644
--- a/src/Processors/QueryPlan/ReadFromMergeTree.cpp
+++ b/src/Processors/QueryPlan/ReadFromMergeTree.cpp
@@ -33,6 +33,7 @@
 #include <Storages/MergeTree/MergeTreeInOrderSelectProcessor.h>
 #include <Storages/MergeTree/MergeTreeReverseSelectProcessor.h>
 #include <Storages/MergeTree/MergeTreeThreadSelectProcessor.h>
+#include <Storages/MergeTree/MergeTreePrefetchedReadPool.h>
 #include <Storages/MergeTree/MergeTreeSource.h>
 #include <Storages/MergeTree/RangesInDataPart.h>
 #include <Storages/VirtualColumnUtils.h>
@@ -81,6 +82,16 @@ static const PrewhereInfoPtr & getPrewhereInfoFromQueryInfo(const SelectQueryInf
                                  : query_info.prewhere_info;
 }
 
+static bool checkAllPartsOnRemoteFS(const RangesInDataParts & parts)
+{
+    for (const auto & part : parts)
+    {
+        if (!part.data_part->isStoredOnRemoteDisk())
+            return false;
+    }
+    return true;
+}
+
 ReadFromMergeTree::ReadFromMergeTree(
     MergeTreeData::DataPartsVector parts_,
     Names real_column_names_,
@@ -426,16 +437,6 @@ struct PartRangesReadInfo
 
     bool use_uncompressed_cache = false;
 
-    static bool checkAllPartsOnRemoteFS(const RangesInDataParts & parts)
-    {
-        for (const auto & part : parts)
-        {
-            if (!part.data_part->isStoredOnRemoteDisk())
-                return false;
-        }
-        return true;
-    }
-
     PartRangesReadInfo(
         const RangesInDataParts & parts,
         const Settings & settings,
@@ -443,6 +444,7 @@ struct PartRangesReadInfo
     {
         /// Count marks for each part.
         sum_marks_in_parts.resize(parts.size());
+
         for (size_t i = 0; i < parts.size(); ++i)
         {
             total_rows += parts[i].getRowsCount();
@@ -463,14 +465,23 @@ struct PartRangesReadInfo
             index_granularity_bytes);
 
         auto all_parts_on_remote_disk = checkAllPartsOnRemoteFS(parts);
+
+        size_t min_rows_for_concurrent_read;
+        size_t min_bytes_for_concurrent_read;
+        if (all_parts_on_remote_disk)
+        {
+            min_rows_for_concurrent_read = settings.merge_tree_min_rows_for_concurrent_read_for_remote_filesystem;
+            min_bytes_for_concurrent_read = settings.merge_tree_min_bytes_for_concurrent_read_for_remote_filesystem;
+        }
+        else
+        {
+            min_rows_for_concurrent_read = settings.merge_tree_min_rows_for_concurrent_read;
+            min_bytes_for_concurrent_read = settings.merge_tree_min_bytes_for_concurrent_read;
+        }
+
         min_marks_for_concurrent_read = MergeTreeDataSelectExecutor::minMarksForConcurrentRead(
-            all_parts_on_remote_disk ? settings.merge_tree_min_rows_for_concurrent_read_for_remote_filesystem
-                                     : settings.merge_tree_min_rows_for_concurrent_read,
-            all_parts_on_remote_disk ? settings.merge_tree_min_bytes_for_concurrent_read_for_remote_filesystem
-                                     : settings.merge_tree_min_bytes_for_concurrent_read,
-            data_settings.index_granularity,
-            index_granularity_bytes,
-            sum_marks);
+            min_rows_for_concurrent_read, min_bytes_for_concurrent_read,
+            data_settings.index_granularity, index_granularity_bytes, sum_marks);
 
         use_uncompressed_cache = settings.use_uncompressed_cache;
         if (sum_marks > max_marks_to_use_cache)
diff --git a/src/Storages/HDFS/AsynchronousReadBufferFromHDFS.cpp b/src/Storages/HDFS/AsynchronousReadBufferFromHDFS.cpp
index dac841359da..c683d59579b 100644
--- a/src/Storages/HDFS/AsynchronousReadBufferFromHDFS.cpp
+++ b/src/Storages/HDFS/AsynchronousReadBufferFromHDFS.cpp
@@ -5,6 +5,7 @@
 #include <Common/logger_useful.h>
 #include <Storages/HDFS/ReadBufferFromHDFS.h>
 #include <Disks/IO/ThreadPoolRemoteFSReader.h>
+#include <IO/AsynchronousReader.h>
 
 
 namespace CurrentMetrics
@@ -38,7 +39,7 @@ AsynchronousReadBufferFromHDFS::AsynchronousReadBufferFromHDFS(
     IAsynchronousReader & reader_, const ReadSettings & settings_, std::shared_ptr<ReadBufferFromHDFS> impl_)
     : BufferWithOwnMemory<SeekableReadBuffer>(settings_.remote_fs_buffer_size)
     , reader(reader_)
-    , priority(settings_.priority)
+    , base_priority(settings_.priority)
     , impl(std::move(impl_))
     , prefetch_buffer(settings_.remote_fs_buffer_size)
     , read_until_position(impl->getFileSize())
@@ -63,19 +64,19 @@ bool AsynchronousReadBufferFromHDFS::hasPendingDataToRead()
     return true;
 }
 
-std::future<IAsynchronousReader::Result> AsynchronousReadBufferFromHDFS::asyncReadInto(char * data, size_t size)
+std::future<IAsynchronousReader::Result> AsynchronousReadBufferFromHDFS::asyncReadInto(char * data, size_t size, int64_t priority)
 {
     IAsynchronousReader::Request request;
     request.descriptor = std::make_shared<RemoteFSFileDescriptor>(*impl);
     request.buf = data;
     request.size = size;
     request.offset = file_offset_of_buffer_end;
-    request.priority = priority;
+    request.priority = base_priority + priority;
     request.ignore = 0;
     return reader.submit(request);
 }
 
-void AsynchronousReadBufferFromHDFS::prefetch()
+void AsynchronousReadBufferFromHDFS::prefetch(int64_t priority)
 {
     interval_watch.restart();
 
@@ -85,7 +86,7 @@ void AsynchronousReadBufferFromHDFS::prefetch()
     if (!hasPendingDataToRead())
         return;
 
-    prefetch_future = asyncReadInto(prefetch_buffer.data(), prefetch_buffer.size());
+    prefetch_future = asyncReadInto(prefetch_buffer.data(), prefetch_buffer.size(), priority);
     ProfileEvents::increment(ProfileEvents::RemoteFSPrefetches);
 }
 
@@ -146,7 +147,7 @@ bool AsynchronousReadBufferFromHDFS::nextImpl()
     {
         ProfileEvents::increment(ProfileEvents::RemoteFSUnprefetchedReads);
 
-        auto result = asyncReadInto(memory.data(), memory.size()).get();
+        auto result = asyncReadInto(memory.data(), memory.size(), DEFAULT_PREFETCH_PRIORITY).get();
         size = result.size;
         auto offset = result.offset;
 
@@ -166,8 +167,8 @@ bool AsynchronousReadBufferFromHDFS::nextImpl()
     file_offset_of_buffer_end = impl->getFileOffsetOfBufferEnd();
     prefetch_future = {};
 
-    if (use_prefetch)
-        prefetch();
+    if (use_prefetch && bytes_read)
+        prefetch(DEFAULT_PREFETCH_PRIORITY);
 
     sum_duration += next_watch.elapsedMicroseconds();
     sum_wait += wait;
diff --git a/src/Storages/HDFS/AsynchronousReadBufferFromHDFS.h b/src/Storages/HDFS/AsynchronousReadBufferFromHDFS.h
index 3726d3aae96..07d32194a93 100644
--- a/src/Storages/HDFS/AsynchronousReadBufferFromHDFS.h
+++ b/src/Storages/HDFS/AsynchronousReadBufferFromHDFS.h
@@ -12,7 +12,6 @@
 #include <base/types.h>
 #include <IO/ReadBuffer.h>
 #include <IO/BufferWithOwnMemory.h>
-#include <IO/AsynchronousReader.h>
 #include <IO/SeekableReadBuffer.h>
 #include <Storages/HDFS/ReadBufferFromHDFS.h>
 #include <Interpreters/Context.h>
@@ -20,6 +19,8 @@
 namespace DB
 {
 
+class IAsynchronousReader;
+
 class AsynchronousReadBufferFromHDFS : public BufferWithOwnMemory<SeekableReadBuffer>, public WithFileName, public WithFileSize
 {
 public:
@@ -32,7 +33,7 @@ public:
 
     off_t seek(off_t offset_, int whence) override;
 
-    void prefetch() override;
+    void prefetch(int64_t priority) override;
 
     size_t getFileSize() override;
 
@@ -49,10 +50,10 @@ private:
 
     bool hasPendingDataToRead();
 
-    std::future<IAsynchronousReader::Result> asyncReadInto(char * data, size_t size);
+    std::future<IAsynchronousReader::Result> asyncReadInto(char * data, size_t size, int64_t priority);
 
     IAsynchronousReader & reader;
-    size_t priority;
+    int64_t base_priority;
     std::shared_ptr<ReadBufferFromHDFS> impl;
     std::future<IAsynchronousReader::Result> prefetch_future;
     Memory<> prefetch_buffer;
diff --git a/src/Storages/HDFS/ReadBufferFromHDFS.cpp b/src/Storages/HDFS/ReadBufferFromHDFS.cpp
index 7f80dcce2d2..a6b84febae6 100644
--- a/src/Storages/HDFS/ReadBufferFromHDFS.cpp
+++ b/src/Storages/HDFS/ReadBufferFromHDFS.cpp
@@ -217,13 +217,13 @@ IAsynchronousReader::Result ReadBufferFromHDFS::readInto(char * data, size_t siz
     /// TODO: we don't need to copy if there is no pending data
     seek(offset, SEEK_SET);
     if (eof())
-        return {0, 0};
+        return {0, 0, nullptr};
 
     /// Make sure returned size no greater than available bytes in working_buffer
     size_t count = std::min(size, available());
     memcpy(data, position(), count);
     position() += count;
-    return {count, 0};
+    return {count, 0, nullptr};
 }
 
 String ReadBufferFromHDFS::getFileName() const
diff --git a/src/Storages/HDFS/ReadBufferFromHDFS.h b/src/Storages/HDFS/ReadBufferFromHDFS.h
index 6ea4fb8c106..6aed3ddff26 100644
--- a/src/Storages/HDFS/ReadBufferFromHDFS.h
+++ b/src/Storages/HDFS/ReadBufferFromHDFS.h
@@ -5,7 +5,6 @@
 #if USE_HDFS
 #include <IO/ReadBuffer.h>
 #include <IO/BufferWithOwnMemory.h>
-#include <IO/AsynchronousReader.h>
 #include <string>
 #include <memory>
 #include <hdfs/hdfs.h>
diff --git a/src/Storages/Hive/StorageHive.cpp b/src/Storages/Hive/StorageHive.cpp
index 445f496bbed..13477a46bb5 100644
--- a/src/Storages/Hive/StorageHive.cpp
+++ b/src/Storages/Hive/StorageHive.cpp
@@ -236,7 +236,7 @@ public:
 
                     raw_read_buf = get_raw_read_buf();
                     if (read_settings.remote_fs_prefetch)
-                        raw_read_buf->prefetch();
+                        raw_read_buf->prefetch(DEFAULT_PREFETCH_PRIORITY);
                 }
                 catch (Exception & e)
                 {
diff --git a/src/Storages/MergeTree/IMergeTreeReader.h b/src/Storages/MergeTree/IMergeTreeReader.h
index 4a383e4e521..c81919fd397 100644
--- a/src/Storages/MergeTree/IMergeTreeReader.h
+++ b/src/Storages/MergeTree/IMergeTreeReader.h
@@ -61,6 +61,8 @@ public:
 
     MergeTreeDataPartInfoForReaderPtr data_part_info_for_read;
 
+    virtual void prefetchBeginOfRange(int64_t /* priority */) {}
+
 protected:
     /// Returns actual column name in part, which can differ from table metadata.
     String getColumnNameInPart(const NameAndTypePair & required_column) const;
diff --git a/src/Storages/MergeTree/MergeTreeBaseSelectProcessor.cpp b/src/Storages/MergeTree/MergeTreeBaseSelectProcessor.cpp
index 9cb6db51c98..49458be4232 100644
--- a/src/Storages/MergeTree/MergeTreeBaseSelectProcessor.cpp
+++ b/src/Storages/MergeTree/MergeTreeBaseSelectProcessor.cpp
@@ -5,16 +5,20 @@
 #include <Storages/MergeTree/MergeTreeBlockReadUtils.h>
 #include <Storages/MergeTree/RequestResponse.h>
 #include <Columns/FilterDescription.h>
+#include <Common/ElapsedTimeProfileEventIncrement.h>
 #include <Common/typeid_cast.h>
 #include <DataTypes/DataTypeNothing.h>
 #include <DataTypes/DataTypeNullable.h>
 #include <DataTypes/DataTypeUUID.h>
 #include <DataTypes/DataTypeArray.h>
 #include <Processors/Transforms/AggregatingTransform.h>
-
-
 #include <city.h>
 
+namespace ProfileEvents
+{
+    extern const Event WaitPrefetchTaskMicroseconds;
+};
+
 namespace DB
 {
 
@@ -61,6 +65,8 @@ IMergeTreeSelectAlgorithm::IMergeTreeSelectAlgorithm(
     , use_uncompressed_cache(use_uncompressed_cache_)
     , virt_column_names(virt_column_names_)
     , partition_value_type(storage.getPartitionValueType())
+    , owned_uncompressed_cache(use_uncompressed_cache ? storage.getContext()->getUncompressedCache() : nullptr)
+    , owned_mark_cache(storage.getContext()->getMarkCache())
 {
     header_without_const_virtual_columns = applyPrewhereActions(std::move(header), prewhere_info);
     size_t non_const_columns_offset = header_without_const_virtual_columns.columns();
@@ -176,33 +182,89 @@ ChunkAndProgress IMergeTreeSelectAlgorithm::read()
     return {Chunk(), num_read_rows, num_read_bytes};
 }
 
-void IMergeTreeSelectAlgorithm::initializeMergeTreeReadersForPart(
-    MergeTreeData::DataPartPtr & data_part,
-    const MergeTreeReadTaskColumns & task_columns, const StorageMetadataPtr & metadata_snapshot,
-    const MarkRanges & mark_ranges, const IMergeTreeReader::ValueSizeMap & value_size_map,
+void IMergeTreeSelectAlgorithm::initializeMergeTreeReadersForCurrentTask(
+    const StorageMetadataPtr & metadata_snapshot,
+    const IMergeTreeReader::ValueSizeMap & value_size_map,
     const ReadBufferFromFileBase::ProfileCallback & profile_callback)
 {
-    reader = data_part->getReader(task_columns.columns, metadata_snapshot, mark_ranges,
-        owned_uncompressed_cache.get(), owned_mark_cache.get(), reader_settings,
-        value_size_map, profile_callback);
+    if (!task)
+        throw Exception(ErrorCodes::LOGICAL_ERROR, "There is no task");
 
+    if (task->reader.valid())
+    {
+        ProfileEventTimeIncrement<Microseconds> watch(ProfileEvents::WaitPrefetchTaskMicroseconds);
+        reader = task->reader.get();
+    }
+    else
+    {
+        reader = task->data_part->getReader(
+            task->task_columns.columns, metadata_snapshot, task->mark_ranges,
+            owned_uncompressed_cache.get(), owned_mark_cache.get(),
+            reader_settings, value_size_map, profile_callback);
+    }
+
+    if (!task->pre_reader_for_step.empty())
+    {
+        ProfileEventTimeIncrement<Microseconds> watch(ProfileEvents::WaitPrefetchTaskMicroseconds);
+        pre_reader_for_step.clear();
+        for (auto & pre_reader : task->pre_reader_for_step)
+            pre_reader_for_step.push_back(pre_reader.get());
+    }
+    else
+    {
+        initializeMergeTreePreReadersForPart(
+            task->data_part, task->task_columns, metadata_snapshot,
+            task->mark_ranges, value_size_map, profile_callback);
+    }
+}
+
+void IMergeTreeSelectAlgorithm::initializeMergeTreeReadersForPart(
+    MergeTreeData::DataPartPtr & data_part,
+    const MergeTreeReadTaskColumns & task_columns,
+    const StorageMetadataPtr & metadata_snapshot,
+    const MarkRanges & mark_ranges,
+    const IMergeTreeReader::ValueSizeMap & value_size_map,
+    const ReadBufferFromFileBase::ProfileCallback & profile_callback)
+{
+    reader = data_part->getReader(
+        task_columns.columns, metadata_snapshot, mark_ranges,
+        owned_uncompressed_cache.get(), owned_mark_cache.get(),
+        reader_settings, value_size_map, profile_callback);
+
+    initializeMergeTreePreReadersForPart(
+        data_part, task_columns, metadata_snapshot,
+        mark_ranges, value_size_map, profile_callback);
+}
+
+void IMergeTreeSelectAlgorithm::initializeMergeTreePreReadersForPart(
+    MergeTreeData::DataPartPtr & data_part,
+    const MergeTreeReadTaskColumns & task_columns,
+    const StorageMetadataPtr & metadata_snapshot,
+    const MarkRanges & mark_ranges,
+    const IMergeTreeReader::ValueSizeMap & value_size_map,
+    const ReadBufferFromFileBase::ProfileCallback & profile_callback)
+{
     pre_reader_for_step.clear();
 
     /// Add lightweight delete filtering step
     if (reader_settings.apply_deleted_mask && data_part->hasLightweightDelete())
     {
-        pre_reader_for_step.push_back(data_part->getReader({LightweightDeleteDescription::FILTER_COLUMN}, metadata_snapshot, mark_ranges,
-                owned_uncompressed_cache.get(), owned_mark_cache.get(), reader_settings,
-                value_size_map, profile_callback));
+        pre_reader_for_step.push_back(
+            data_part->getReader(
+                {LightweightDeleteDescription::FILTER_COLUMN}, metadata_snapshot,
+                mark_ranges, owned_uncompressed_cache.get(), owned_mark_cache.get(),
+                reader_settings, value_size_map, profile_callback));
     }
 
     if (prewhere_info)
     {
         for (const auto & pre_columns_per_step : task_columns.pre_columns)
         {
-            pre_reader_for_step.push_back(data_part->getReader(pre_columns_per_step, metadata_snapshot, mark_ranges,
-                owned_uncompressed_cache.get(), owned_mark_cache.get(), reader_settings,
-                value_size_map, profile_callback));
+            pre_reader_for_step.push_back(
+                data_part->getReader(
+                    pre_columns_per_step, metadata_snapshot, mark_ranges,
+                    owned_uncompressed_cache.get(), owned_mark_cache.get(),
+                    reader_settings, value_size_map, profile_callback));
         }
     }
 }
diff --git a/src/Storages/MergeTree/MergeTreeBaseSelectProcessor.h b/src/Storages/MergeTree/MergeTreeBaseSelectProcessor.h
index 77d2a383e28..c6680676ce9 100644
--- a/src/Storages/MergeTree/MergeTreeBaseSelectProcessor.h
+++ b/src/Storages/MergeTree/MergeTreeBaseSelectProcessor.h
@@ -116,10 +116,17 @@ protected:
          const Names & non_const_virtual_column_names);
 
     /// Sets up data readers for each step of prewhere and where
+    void initializeMergeTreeReadersForCurrentTask(
+        const StorageMetadataPtr & metadata_snapshot,
+        const IMergeTreeReader::ValueSizeMap & value_size_map,
+        const ReadBufferFromFileBase::ProfileCallback & profile_callback);
+
     void initializeMergeTreeReadersForPart(
         MergeTreeData::DataPartPtr & data_part,
-        const MergeTreeReadTaskColumns & task_columns, const StorageMetadataPtr & metadata_snapshot,
-        const MarkRanges & mark_ranges, const IMergeTreeReader::ValueSizeMap & value_size_map,
+        const MergeTreeReadTaskColumns & task_columns,
+        const StorageMetadataPtr & metadata_snapshot,
+        const MarkRanges & mark_ranges,
+        const IMergeTreeReader::ValueSizeMap & value_size_map,
         const ReadBufferFromFileBase::ProfileCallback & profile_callback);
 
     /// Sets up range readers corresponding to data readers
@@ -153,8 +160,8 @@ protected:
     /// A result of getHeader(). A chunk which this header is returned from read().
     Block result_header;
 
-    std::shared_ptr<UncompressedCache> owned_uncompressed_cache;
-    std::shared_ptr<MarkCache> owned_mark_cache;
+    UncompressedCachePtr owned_uncompressed_cache;
+    MarkCachePtr owned_mark_cache;
 
     using MergeTreeReaderPtr = std::unique_ptr<IMergeTreeReader>;
     MergeTreeReaderPtr reader;
@@ -181,6 +188,15 @@ private:
 
     bool getNewTask();
 
+    /// Initialize pre readers.
+    void initializeMergeTreePreReadersForPart(
+        MergeTreeData::DataPartPtr & data_part,
+        const MergeTreeReadTaskColumns & task_columns,
+        const StorageMetadataPtr & metadata_snapshot,
+        const MarkRanges & mark_ranges,
+        const IMergeTreeReader::ValueSizeMap & value_size_map,
+        const ReadBufferFromFileBase::ProfileCallback & profile_callback);
+
     static Block applyPrewhereActions(Block block, const PrewhereInfoPtr & prewhere_info);
 };
 
diff --git a/src/Storages/MergeTree/MergeTreeBlockReadUtils.cpp b/src/Storages/MergeTree/MergeTreeBlockReadUtils.cpp
index e300723b37b..1f69fcae8dc 100644
--- a/src/Storages/MergeTree/MergeTreeBlockReadUtils.cpp
+++ b/src/Storages/MergeTree/MergeTreeBlockReadUtils.cpp
@@ -141,14 +141,20 @@ MergeTreeReadTask::MergeTreeReadTask(
     const NameSet & column_name_set_,
     const MergeTreeReadTaskColumns & task_columns_,
     bool remove_prewhere_column_,
-    MergeTreeBlockSizePredictorPtr && size_predictor_)
+    MergeTreeBlockSizePredictorPtr size_predictor_,
+    int64_t priority_,
+    std::future<MergeTreeReaderPtr> reader_,
+    std::vector<std::future<MergeTreeReaderPtr>> && pre_reader_for_step_)
     : data_part{data_part_}
     , mark_ranges{mark_ranges_}
     , part_index_in_query{part_index_in_query_}
     , column_name_set{column_name_set_}
     , task_columns{task_columns_}
     , remove_prewhere_column{remove_prewhere_column_}
-    , size_predictor{std::move(size_predictor_)}
+    , size_predictor{size_predictor_}
+    , reader(std::move(reader_))
+    , pre_reader_for_step(std::move(pre_reader_for_step_))
+    , priority(priority_)
 {
 }
 
diff --git a/src/Storages/MergeTree/MergeTreeBlockReadUtils.h b/src/Storages/MergeTree/MergeTreeBlockReadUtils.h
index 162b15b6388..91c895c197e 100644
--- a/src/Storages/MergeTree/MergeTreeBlockReadUtils.h
+++ b/src/Storages/MergeTree/MergeTreeBlockReadUtils.h
@@ -5,6 +5,7 @@
 #include <Storages/StorageSnapshot.h>
 #include <Storages/MergeTree/RangesInDataPart.h>
 #include <Storages/MergeTree/MergeTreeRangeReader.h>
+#include <Storages/MergeTree/IMergeTreeReader.h>
 
 
 namespace DB
@@ -67,6 +68,16 @@ struct MergeTreeReadTask
     /// NOTE: we take references to elements and push_back new elements, that's why it is a deque but noit a vector
     std::deque<MergeTreeRangeReader> pre_range_readers;
 
+    using MergeTreeReaderPtr = std::unique_ptr<IMergeTreeReader>;
+    std::future<MergeTreeReaderPtr> reader;
+    std::vector<std::future<MergeTreeReaderPtr>> pre_reader_for_step;
+
+    int64_t priority = 0; /// Priority of the task. Bigger value, bigger priority.
+    bool operator <(const MergeTreeReadTask & rhs) const
+    {
+        return priority < rhs.priority;
+    }
+
     bool isFinished() const { return mark_ranges.empty() && range_reader.isCurrentRangeFinished(); }
 
     MergeTreeReadTask(
@@ -76,9 +87,13 @@ struct MergeTreeReadTask
         const NameSet & column_name_set_,
         const MergeTreeReadTaskColumns & task_columns_,
         bool remove_prewhere_column_,
-        MergeTreeBlockSizePredictorPtr && size_predictor_);
+        MergeTreeBlockSizePredictorPtr size_predictor_,
+        int64_t priority_ = 0,
+        std::future<MergeTreeReaderPtr> reader_ = {},
+        std::vector<std::future<MergeTreeReaderPtr>> && pre_reader_for_step_ = {});
 };
 
+
 MergeTreeReadTaskColumns getReadTaskColumns(
     const IMergeTreeDataPartInfoForReader & data_part_info_for_reader,
     const StorageSnapshotPtr & storage_snapshot,
diff --git a/src/Storages/MergeTree/MergeTreeIOSettings.h b/src/Storages/MergeTree/MergeTreeIOSettings.h
index 2f269663cd1..65a8efebb8e 100644
--- a/src/Storages/MergeTree/MergeTreeIOSettings.h
+++ b/src/Storages/MergeTree/MergeTreeIOSettings.h
@@ -3,6 +3,8 @@
 #include <Core/Settings.h>
 #include <Storages/MergeTree/MergeTreeSettings.h>
 #include <IO/WriteSettings.h>
+#include <Compression/CompressionFactory.h>
+#include <Compression/ICompressionCodec.h>
 
 
 namespace DB
diff --git a/src/Storages/MergeTree/MergeTreePrefetchedReadPool.cpp b/src/Storages/MergeTree/MergeTreePrefetchedReadPool.cpp
new file mode 100644
index 00000000000..7e546af8159
--- /dev/null
+++ b/src/Storages/MergeTree/MergeTreePrefetchedReadPool.cpp
@@ -0,0 +1,612 @@
+#include <Storages/MergeTree/MergeTreePrefetchedReadPool.h>
+#include <Storages/MergeTree/MergeTreeBlockReadUtils.h>
+#include <Storages/MergeTree/MergeTreeBaseSelectProcessor.h>
+#include <Storages/MergeTree/RangesInDataPart.h>
+#include <Storages/MergeTree/MarkRange.h>
+#include <Storages/MergeTree/LoadedMergeTreeDataPartInfoForReader.h>
+#include <Storages/MergeTree/IMergeTreeReader.h>
+#include <Interpreters/threadPoolCallbackRunner.h>
+#include <Common/ElapsedTimeProfileEventIncrement.h>
+#include <IO/Operators.h>
+#include <base/getThreadId.h>
+
+
+namespace ProfileEvents
+{
+    extern const Event MergeTreePrefetchedReadPoolInit;
+}
+
+namespace DB
+{
+
+namespace ErrorCodes
+{
+    extern const int LOGICAL_ERROR;
+}
+
+MergeTreePrefetchedReadPool::MergeTreePrefetchedReadPool(
+    size_t threads,
+    size_t sum_marks_,
+    size_t min_marks_for_concurrent_read_,
+    RangesInDataParts && parts_,
+    const StorageSnapshotPtr & storage_snapshot_,
+    const PrewhereInfoPtr & prewhere_info_,
+    const Names & column_names_,
+    const Names & virtual_column_names_,
+    size_t preferred_block_size_bytes_,
+    const MergeTreeReaderSettings & reader_settings_,
+    ContextPtr context_,
+    bool use_uncompressed_cache_,
+    bool is_remote_read_,
+    const MergeTreeSettings & storage_settings_)
+    : IMergeTreeReadPool(
+            storage_snapshot_,
+            column_names_,
+            virtual_column_names_,
+            min_marks_for_concurrent_read_,
+            prewhere_info_,
+            parts_,
+            (preferred_block_size_bytes_ > 0),
+            /*do_not_steal_tasks_*/false)
+    , WithContext(context_)
+    , log(&Poco::Logger::get("MergeTreePrefetchedReadPool(" + (parts_.empty() ? "" : parts_.front().data_part->storage.getStorageID().getNameForLogs()) + ")"))
+    , header(storage_snapshot_->getSampleBlockForColumns(column_names_))
+    , mark_cache(context_->getGlobalContext()->getMarkCache().get())
+    , uncompressed_cache(use_uncompressed_cache_ ? context_->getGlobalContext()->getUncompressedCache().get() : nullptr)
+    , reader_settings(reader_settings_)
+    , profile_callback([this](ReadBufferFromFileBase::ProfileInfo info_) { profileFeedback(info_); })
+    , index_granularity_bytes(storage_settings_.index_granularity_bytes)
+    , fixed_index_granularity(storage_settings_.index_granularity)
+    , is_remote_read(is_remote_read_)
+    , prefetch_threadpool(getContext()->getPrefetchThreadpool())
+{
+    /// Tasks creation might also create a lost of readers - check they do not
+    /// do any time consuming operations in ctor.
+    ProfileEventTimeIncrement<Milliseconds> watch(ProfileEvents::MergeTreePrefetchedReadPoolInit);
+
+    parts_infos = getPartsInfos(parts_, preferred_block_size_bytes_);
+    threads_tasks = createThreadsTasks(threads, sum_marks_, min_marks_for_concurrent_read_);
+}
+
+struct MergeTreePrefetchedReadPool::PartInfo
+{
+    MergeTreeData::DataPartPtr data_part;
+    size_t part_index_in_query;
+    size_t sum_marks = 0;
+    MarkRanges ranges;
+
+    NameSet column_name_set;
+    MergeTreeReadTaskColumns task_columns;
+    MergeTreeBlockSizePredictorPtr size_predictor;
+
+    size_t approx_size_of_mark = 0;
+    size_t prefetch_step_marks = 0;
+};
+
+std::future<MergeTreeReaderPtr> MergeTreePrefetchedReadPool::createPrefetchedReader(
+    const IMergeTreeDataPart & data_part,
+    const NamesAndTypesList & columns,
+    const MarkRanges & required_ranges,
+    int64_t priority) const
+{
+    auto reader = data_part.getReader(
+        columns, storage_snapshot->metadata, required_ranges,
+        uncompressed_cache, mark_cache, reader_settings,
+        IMergeTreeReader::ValueSizeMap{}, profile_callback);
+
+    /// In order to make a prefetch we need to wait for marks to be loaded. But we just created
+    /// a reader (which starts loading marks in its constructor), then if we do prefetch right
+    /// after creating a reader, it will be very inefficient. We can do prefetch for all parts
+    /// only inside this MergeTreePrefetchedReadPool, where read tasks are created and distributed,
+    /// and we cannot block either, therefore make prefetch inside the pool and put the future
+    /// into the read task (MergeTreeReadTask). When a thread calls getTask(), it will wait for
+    /// it (if not yet ready) after getting the task.
+    auto task = [=, reader = std::move(reader), context = getContext()]() mutable -> MergeTreeReaderPtr &&
+    {
+        /// For async read metrics in system.query_log.
+        PrefetchIncrement watch(context->getAsyncReadCounters());
+
+        reader->prefetchBeginOfRange(priority);
+        return std::move(reader);
+    };
+    return scheduleFromThreadPool<IMergeTreeDataPart::MergeTreeReaderPtr>(std::move(task), prefetch_threadpool, "ReadPrepare", priority);
+}
+
+void MergeTreePrefetchedReadPool::createPrefetchedReaderForTask(MergeTreeReadTask & task) const
+{
+    if (task.reader.valid())
+        throw Exception(ErrorCodes::LOGICAL_ERROR, "Task already has a reader");
+
+    task.reader = createPrefetchedReader(*task.data_part, task.task_columns.columns, task.mark_ranges, task.priority);
+
+    if (reader_settings.apply_deleted_mask && task.data_part->hasLightweightDelete())
+    {
+        auto pre_reader = createPrefetchedReader(*task.data_part, {LightweightDeleteDescription::FILTER_COLUMN}, task.mark_ranges, task.priority);
+        task.pre_reader_for_step.push_back(std::move(pre_reader));
+    }
+
+    if (prewhere_info)
+    {
+        for (const auto & pre_columns_per_step : task.task_columns.pre_columns)
+        {
+            auto pre_reader = createPrefetchedReader(*task.data_part, pre_columns_per_step, task.mark_ranges, task.priority);
+            task.pre_reader_for_step.push_back(std::move(pre_reader));
+        }
+    }
+}
+
+bool MergeTreePrefetchedReadPool::TaskHolder::operator <(const TaskHolder & other) const
+{
+    return task->priority < other.task->priority;
+}
+
+void MergeTreePrefetchedReadPool::startPrefetches() const
+{
+    for (const auto & task : prefetch_queue)
+    {
+        createPrefetchedReaderForTask(*task.task);
+    }
+}
+
+MergeTreeReadTaskPtr MergeTreePrefetchedReadPool::getTask(size_t thread)
+{
+    std::lock_guard lock(mutex);
+
+    if (threads_tasks.empty())
+        return nullptr;
+
+    if (!started_prefetches)
+    {
+        startPrefetches();
+        started_prefetches = true;
+    }
+
+    auto it = threads_tasks.find(thread);
+    if (it == threads_tasks.end())
+    {
+        ThreadsTasks::iterator non_prefetched_tasks_to_steal = threads_tasks.end();
+        ThreadsTasks::iterator prefetched_tasks_to_steal = threads_tasks.end();
+        int64_t best_prefetched_task_priority = -1;
+
+        /// There is no point stealing in order (like in MergeTreeReadPool, where tasks can be stolen
+        /// only from the next thread). Even if we steal task from the next thread, which reads from
+        /// the same part as we just read, it might seem that we can reuse our own reader, do some
+        /// seek avoiding and it will have a good result as we avoided seek (new request). But it is
+        /// not so, because this next task will most likely have its own reader a prefetch already on
+        /// the fly. (Not to mention that in fact we cannot reuse our own reader if initially we did
+        /// not accounted this range into range request to object storage).
+        for (auto thread_tasks_it = threads_tasks.begin(); thread_tasks_it != threads_tasks.end(); ++thread_tasks_it)
+        {
+            /// Prefer to steal tasks which have an initialized reader (with prefetched data). Thus we avoid
+            /// losing a prefetch by creating our own reader (or resusing our own reader if the part
+            /// is the same as last read by this thread).
+            auto & thread_tasks = thread_tasks_it->second;
+            auto task_it = std::find_if(
+                thread_tasks.begin(), thread_tasks.end(),
+                [](const auto & task) { return task->reader.valid(); });
+
+            if (task_it == thread_tasks.end())
+            {
+                /// The follow back to non-prefetched task should lie on the thread which
+                /// has more tasks than others.
+                if (non_prefetched_tasks_to_steal == threads_tasks.end()
+                    || non_prefetched_tasks_to_steal->second.size() < thread_tasks.size())
+                    non_prefetched_tasks_to_steal = thread_tasks_it;
+            }
+            /// Try to steal task with the best (lowest) priority (because it will be executed faster).
+            else if (prefetched_tasks_to_steal == threads_tasks.end()
+                || (*task_it)->priority < best_prefetched_task_priority)
+            {
+                best_prefetched_task_priority = (*task_it)->priority;
+                chassert(best_prefetched_task_priority >= 0);
+                prefetched_tasks_to_steal = thread_tasks_it;
+            }
+        }
+
+        if (prefetched_tasks_to_steal != threads_tasks.end())
+        {
+            const auto from_thread = prefetched_tasks_to_steal->first;
+            auto & thread_tasks = prefetched_tasks_to_steal->second;
+            assert(!thread_tasks.empty());
+
+            auto task_it = std::find_if(
+                thread_tasks.begin(), thread_tasks.end(),
+                [](const auto & task) { return task->reader.valid(); });
+            assert(task_it != thread_tasks.end());
+
+            auto task = std::move(*task_it);
+            thread_tasks.erase(task_it);
+
+            if (thread_tasks.empty())
+                threads_tasks.erase(prefetched_tasks_to_steal);
+
+            LOG_TRACE(
+                log, "Thread {} stole prefetched task (priority: {}) from {} ({})",
+                thread, task->priority, from_thread, toString(task->mark_ranges));
+
+            return task;
+        }
+
+        /// TODO: it also makes sense to first try to steal from the next thread if it has ranges
+        /// from the same part as current thread last read - to reuse the reader.
+
+        if (non_prefetched_tasks_to_steal != threads_tasks.end())
+        {
+            auto & thread_tasks = non_prefetched_tasks_to_steal->second;
+            auto from_thread = non_prefetched_tasks_to_steal->first;
+            assert(!thread_tasks.empty());
+
+            /// Get second half of the tasks.
+            const size_t total_tasks = thread_tasks.size();
+            const size_t half = total_tasks / 2;
+            auto half_it = thread_tasks.begin() + half;
+            assert(half_it != thread_tasks.end());
+
+            /// Give them to current thread, as current thread's tasks list is empty.
+            auto & current_thread_tasks = threads_tasks[thread];
+            current_thread_tasks.insert(
+                current_thread_tasks.end(), make_move_iterator(half_it), make_move_iterator(thread_tasks.end()));
+
+            /// Erase them from the thread from which we steal.
+            thread_tasks.resize(half);
+            if (thread_tasks.empty())
+                threads_tasks.erase(non_prefetched_tasks_to_steal);
+
+            LOG_TRACE(log, "Thread {} stole {} non-prefetched tasks from {}", thread, current_thread_tasks.size(), from_thread);
+
+            auto task = std::move(current_thread_tasks.front());
+            current_thread_tasks.erase(current_thread_tasks.begin());
+            if (current_thread_tasks.empty())
+                threads_tasks.erase(thread);
+
+            return task;
+        }
+
+        LOG_TEST(log, "Thread {} returns with no task (current threads tasks: {})", thread, dumpTasks(threads_tasks));
+        return nullptr;
+    }
+
+    auto & thread_tasks = it->second;
+    assert(!thread_tasks.empty());
+
+    auto task = std::move(thread_tasks.front());
+    thread_tasks.pop_front();
+
+    size_t remaining_tasks_num = thread_tasks.size();
+    if (thread_tasks.empty())
+        threads_tasks.erase(it);
+
+    LOG_TEST(
+        log,
+        "Thread {} returns with task (min_marks_for_concurrent_read: {}, reader: {}, remaining_tasks: {} ({}, all remainin: {}))",
+        thread, min_marks_for_concurrent_read, task->reader.valid(), remaining_tasks_num, toString(task->mark_ranges), dumpTasks(threads_tasks));
+
+    return task;
+}
+
+size_t MergeTreePrefetchedReadPool::getApproxSizeOfGranule(const IMergeTreeDataPart & part) const
+{
+    const auto & columns = part.getColumns();
+    auto all_columns_are_fixed_size = columns.end() == std::find_if(
+        columns.begin(), columns.end(),
+        [](const auto & col){ return col.type->haveMaximumSizeOfValue() == false; });
+
+    if (all_columns_are_fixed_size)
+    {
+        size_t approx_size = 0;
+        for (const auto & col : columns)
+            approx_size += col.type->getMaximumSizeOfValueInMemory() * fixed_index_granularity;
+
+        if (!index_granularity_bytes)
+            return approx_size;
+
+        return std::min(index_granularity_bytes, approx_size);
+    }
+
+    const size_t approx_size = static_cast<size_t>(std::round(static_cast<double>(part.getBytesOnDisk()) / part.getMarksCount()));
+
+    if (!index_granularity_bytes)
+        return approx_size;
+
+    return std::min(index_granularity_bytes, approx_size);
+}
+
+MergeTreePrefetchedReadPool::PartsInfos MergeTreePrefetchedReadPool::getPartsInfos(
+    const RangesInDataParts & parts, size_t preferred_block_size_bytes) const
+{
+    PartsInfos result;
+    Block sample_block = storage_snapshot->metadata->getSampleBlock();
+    const bool predict_block_size_bytes = preferred_block_size_bytes > 0;
+
+    for (const auto & part : parts)
+    {
+        auto part_info = std::make_unique<PartInfo>();
+
+        part_info->data_part = part.data_part;
+        part_info->part_index_in_query = part.part_index_in_query;
+        part_info->ranges = part.ranges;
+        std::sort(part_info->ranges.begin(), part_info->ranges.end());
+
+        /// Sum up total size of all mark ranges in a data part.
+        for (const auto & range : part.ranges)
+        {
+            part_info->sum_marks += range.end - range.begin;
+        }
+
+        part_info->approx_size_of_mark = getApproxSizeOfGranule(*part_info->data_part);
+
+        const auto task_columns = getReadTaskColumns(
+            LoadedMergeTreeDataPartInfoForReader(part.data_part),
+            storage_snapshot,
+            column_names,
+            virtual_column_names,
+            prewhere_info,
+            /* with_subcolumns */true);
+
+        part_info->size_predictor = !predict_block_size_bytes
+            ? nullptr
+            : IMergeTreeSelectAlgorithm::getSizePredictor(part.data_part, task_columns, sample_block);
+
+        /// Will be used to distinguish between PREWHERE and WHERE columns when applying filter.
+        const auto & required_column_names = task_columns.columns.getNames();
+        part_info->column_name_set = {required_column_names.begin(), required_column_names.end()};
+        part_info->task_columns = std::move(task_columns);
+
+        result.push_back(std::move(part_info));
+    }
+
+    return result;
+}
+
+MergeTreePrefetchedReadPool::ThreadsTasks MergeTreePrefetchedReadPool::createThreadsTasks(
+    size_t threads, size_t sum_marks, size_t /* min_marks_for_concurrent_read */) const
+{
+    if (parts_infos.empty())
+        return {};
+
+    const auto & context = getContext();
+    const auto & settings = context->getSettingsRef();
+
+    size_t total_size_approx = 0;
+    for (const auto & part : parts_infos)
+    {
+        total_size_approx += part->sum_marks * part->approx_size_of_mark;
+    }
+
+    size_t min_prefetch_step_marks = 0;
+    if (settings.filesystem_prefetches_limit && settings.filesystem_prefetches_limit < sum_marks)
+    {
+        min_prefetch_step_marks = static_cast<size_t>(std::round(static_cast<double>(sum_marks) / settings.filesystem_prefetches_limit));
+    }
+
+    size_t total_prefetches_approx = 0;
+    for (const auto & part : parts_infos)
+    {
+        if (settings.filesystem_prefetch_step_marks)
+        {
+            part->prefetch_step_marks = settings.filesystem_prefetch_step_marks;
+        }
+        else if (settings.filesystem_prefetch_step_bytes && part->approx_size_of_mark)
+        {
+            part->prefetch_step_marks = std::max<size_t>(
+                1, static_cast<size_t>(std::round(static_cast<double>(settings.filesystem_prefetch_step_bytes) / part->approx_size_of_mark)));
+        }
+        else
+        {
+            /// Experimentally derived ratio.
+            part->prefetch_step_marks = static_cast<size_t>(
+                std::round(std::pow(std::max<size_t>(1, static_cast<size_t>(std::round(sum_marks / 1000))), double(1.5))));
+        }
+
+        /// This limit is important to avoid spikes of slow aws getObject requests when parallelizing within one file.
+        /// (The default is taken from here https://docs.aws.amazon.com/whitepapers/latest/s3-optimizing-performance-best-practices/use-byte-range-fetches.html).
+        if (part->approx_size_of_mark
+            && settings.filesystem_prefetch_min_bytes_for_single_read_task
+            && part->approx_size_of_mark < settings.filesystem_prefetch_min_bytes_for_single_read_task)
+        {
+
+            const size_t new_min_prefetch_step_marks = static_cast<size_t>(
+                std::ceil(static_cast<double>(settings.filesystem_prefetch_min_bytes_for_single_read_task) / part->approx_size_of_mark));
+            if (min_prefetch_step_marks < new_min_prefetch_step_marks)
+            {
+                LOG_TEST(
+                    log, "Increasing min prefetch step from {} to {}", min_prefetch_step_marks, new_min_prefetch_step_marks);
+
+                min_prefetch_step_marks = new_min_prefetch_step_marks;
+            }
+        }
+
+        if (part->prefetch_step_marks < min_prefetch_step_marks)
+        {
+            LOG_TEST(
+                log, "Increasing prefetch step from {} to {} because of the prefetches limit {}",
+                part->prefetch_step_marks, min_prefetch_step_marks, settings.filesystem_prefetches_limit);
+
+            part->prefetch_step_marks = min_prefetch_step_marks;
+        }
+
+        LOG_TEST(log,
+                 "Part: {}, sum_marks: {}, approx mark size: {}, prefetch_step_bytes: {}, prefetch_step_marks: {}, (ranges: {})",
+                 part->data_part->name, part->sum_marks, part->approx_size_of_mark,
+                 settings.filesystem_prefetch_step_bytes, part->prefetch_step_marks, toString(part->ranges));
+    }
+
+    const size_t min_marks_per_thread = (sum_marks - 1) / threads + 1;
+
+    LOG_DEBUG(
+        log,
+        "Sum marks: {}, threads: {}, min_marks_per_thread: {}, result prefetch step marks: {}, prefetches limit: {}, total_size_approx: {}",
+        sum_marks, threads, min_marks_per_thread, settings.filesystem_prefetch_step_bytes, settings.filesystem_prefetches_limit, total_size_approx);
+
+    size_t current_prefetches_count = 0;
+    prefetch_queue.reserve(total_prefetches_approx);
+
+    ThreadsTasks result_threads_tasks;
+    size_t memory_usage_approx = 0;
+    for (size_t i = 0, part_idx = 0; i < threads && part_idx < parts_infos.size(); ++i)
+    {
+        auto need_marks = min_marks_per_thread;
+
+        /// Priority is given according to the prefetch number for each thread,
+        /// e.g. the first task of each thread has the same priority and is bigger
+        /// than second task of each thread, and so on.
+        /// Add 1 to query read priority because higher priority should be given to
+        /// reads from pool which are from reader.
+        int64_t priority = reader_settings.read_settings.priority + 1;
+
+        while (need_marks > 0 && part_idx < parts_infos.size())
+        {
+            auto & part = *parts_infos[part_idx];
+            size_t & marks_in_part = part.sum_marks;
+
+            if (marks_in_part == 0)
+            {
+                ++part_idx;
+                continue;
+            }
+
+            MarkRanges ranges_to_get_from_part;
+            size_t marks_to_get_from_part = std::min(need_marks, marks_in_part);
+
+            /// Split by prefetch step even if !allow_prefetch below. Because it will allow
+            /// to make a better distribution of tasks which did not fill into memory limit
+            /// or prefetches limit through tasks stealing.
+            if (part.prefetch_step_marks)
+            {
+                marks_to_get_from_part = std::min<size_t>(marks_to_get_from_part, part.prefetch_step_marks);
+            }
+
+            if (marks_in_part == marks_to_get_from_part)
+            {
+                ranges_to_get_from_part = part.ranges;
+            }
+            else
+            {
+                if (part.sum_marks < marks_to_get_from_part)
+                {
+                    throw Exception(
+                        ErrorCodes::LOGICAL_ERROR,
+                        "Requested {} marks from part {}, but part has only {} marks",
+                        marks_to_get_from_part, part.data_part->name, part.sum_marks);
+                }
+
+                size_t get_marks_num = marks_to_get_from_part;
+                while (get_marks_num > 0)
+                {
+                    MarkRange & range = part.ranges.front();
+                    const size_t marks_in_range = range.end - range.begin;
+                    const size_t marks_to_get_from_range = std::min(marks_in_range, get_marks_num);
+                    get_marks_num -= marks_to_get_from_range;
+
+                    ranges_to_get_from_part.emplace_back(range.begin, range.begin + marks_to_get_from_range);
+                    range.begin += marks_to_get_from_range;
+
+                    if (range.begin == range.end)
+                    {
+                        part.ranges.pop_front();
+                    }
+                    else if (!get_marks_num && part.prefetch_step_marks && range.end - range.begin < part.prefetch_step_marks)
+                    {
+                        /// We already have `get_marks_num` marks, but current mark range has
+                        /// less than `prefetch_step_marks` marks, then add them too.
+                        ranges_to_get_from_part.emplace_back(range.begin, range.end);
+                        marks_to_get_from_part += range.end - range.begin;
+                        part.ranges.pop_front();
+                    }
+                }
+            }
+
+            need_marks -= marks_to_get_from_part;
+            sum_marks -= marks_to_get_from_part;
+            marks_in_part -= marks_to_get_from_part;
+
+            auto curr_task_size_predictor = !part.size_predictor ? nullptr
+                : std::make_unique<MergeTreeBlockSizePredictor>(*part.size_predictor); /// make a copy
+
+            auto read_task = std::make_unique<MergeTreeReadTask>(
+                part.data_part, ranges_to_get_from_part, part.part_index_in_query,
+                part.column_name_set, part.task_columns, prewhere_info && prewhere_info->remove_prewhere_column,
+                std::move(curr_task_size_predictor));
+
+            read_task->priority = priority;
+
+            bool allow_prefetch = !settings.filesystem_prefetches_limit || current_prefetches_count + 1 <= settings.filesystem_prefetches_limit;
+            if (allow_prefetch && settings.filesystem_prefetch_max_memory_usage)
+            {
+                size_t num_readers = 1;
+                if (reader_settings.apply_deleted_mask && part.data_part->hasLightweightDelete())
+                    ++num_readers;
+                if (prewhere_info)
+                    num_readers += part.task_columns.pre_columns.size();
+                memory_usage_approx += settings.max_read_buffer_size * num_readers;
+
+                allow_prefetch = memory_usage_approx <= settings.filesystem_prefetch_max_memory_usage;
+            }
+            if (allow_prefetch)
+            {
+                prefetch_queue.emplace(TaskHolder(read_task.get()));
+                ++current_prefetches_count;
+            }
+            ++priority;
+
+            result_threads_tasks[i].push_back(std::move(read_task));
+        }
+    }
+
+    LOG_TEST(
+        log, "Result tasks {} for {} threads: {}",
+        result_threads_tasks.size(), threads, dumpTasks(result_threads_tasks));
+
+    return result_threads_tasks;
+}
+
+MergeTreePrefetchedReadPool::~MergeTreePrefetchedReadPool()
+{
+    for (const auto & [_, thread_tasks] : threads_tasks)
+    {
+        for (const auto & task : thread_tasks)
+        {
+            if (task->reader.valid())
+                task->reader.wait();
+
+            for (const auto & pre_reader : task->pre_reader_for_step)
+            {
+                if (pre_reader.valid())
+                    pre_reader.wait();
+            }
+        }
+    }
+}
+
+std::string MergeTreePrefetchedReadPool::dumpTasks(const ThreadsTasks & tasks)
+{
+    WriteBufferFromOwnString result;
+    for (const auto & [thread_id, thread_tasks] : tasks)
+    {
+        result << "\tthread id: " << toString(thread_id) << ", tasks: " << toString(thread_tasks.size());
+        if (!thread_tasks.empty())
+        {
+            size_t no = 0;
+            for (const auto & task : thread_tasks)
+            {
+                result << '\t';
+                result << ++no << ": ";
+                result << "reader: " << task->reader.valid() << ", ";
+                result << "part: " << task->data_part->name << ", ";
+                result << "ranges: " << toString(task->mark_ranges);
+            }
+        }
+    }
+    return result.str();
+}
+
+bool MergeTreePrefetchedReadPool::checkReadMethodAllowed(LocalFSReadMethod method)
+{
+    return method == LocalFSReadMethod::pread_threadpool || method == LocalFSReadMethod::pread_fake_async;
+}
+bool MergeTreePrefetchedReadPool::checkReadMethodAllowed(RemoteFSReadMethod method)
+{
+    return method == RemoteFSReadMethod::threadpool;
+}
+
+}
diff --git a/src/Storages/MergeTree/MergeTreePrefetchedReadPool.h b/src/Storages/MergeTree/MergeTreePrefetchedReadPool.h
new file mode 100644
index 00000000000..ca12739ef6b
--- /dev/null
+++ b/src/Storages/MergeTree/MergeTreePrefetchedReadPool.h
@@ -0,0 +1,128 @@
+#pragma once
+
+#include <Common/ThreadPool.h>
+#include <Storages/MergeTree/MergeTreeReadPool.h>
+#include <Storages/MergeTree/MergeTreeIOSettings.h>
+#include <Core/BackgroundSchedulePool.h>
+#include <IO/AsyncReadCounters.h>
+#include <queue>
+
+namespace DB
+{
+class IMergeTreeReader;
+using MergeTreeReaderPtr = std::unique_ptr<IMergeTreeReader>;
+
+/// A class which is responsible for creating read tasks
+/// which are later taken by readers via getTask method.
+/// Does prefetching for the read tasks it creates.
+class MergeTreePrefetchedReadPool : public IMergeTreeReadPool, private WithContext
+{
+public:
+    MergeTreePrefetchedReadPool(
+        size_t threads,
+        size_t sum_marks_,
+        size_t min_marks_for_concurrent_read_,
+        RangesInDataParts && parts_,
+        const StorageSnapshotPtr & storage_snapshot_,
+        const PrewhereInfoPtr & prewhere_info_,
+        const Names & column_names_,
+        const Names & virtual_column_names_,
+        size_t preferred_block_size_bytes_,
+        const MergeTreeReaderSettings & reader_settings_,
+        ContextPtr context_,
+        bool use_uncompressed_cache_,
+        bool is_remote_read_,
+        const MergeTreeSettings & storage_settings_);
+
+    ~MergeTreePrefetchedReadPool() override;
+
+    MergeTreeReadTaskPtr getTask(size_t thread) override;
+
+    void profileFeedback(ReadBufferFromFileBase::ProfileInfo) override {}
+
+    Block getHeader() const override { return header; }
+
+    static bool checkReadMethodAllowed(LocalFSReadMethod method);
+    static bool checkReadMethodAllowed(RemoteFSReadMethod method);
+
+private:
+    struct PartInfo;
+    using PartInfoPtr = std::shared_ptr<PartInfo>;
+    using PartsInfos = std::vector<PartInfoPtr>;
+    using MergeTreeReadTaskPtr = std::unique_ptr<MergeTreeReadTask>;
+    using ThreadTasks = std::deque<MergeTreeReadTaskPtr>;
+    using ThreadsTasks = std::map<size_t, ThreadTasks>;
+
+    /// smaller `priority` means more priority
+    std::future<MergeTreeReaderPtr> createPrefetchedReader(
+        const IMergeTreeDataPart & data_part,
+        const NamesAndTypesList & columns,
+        const MarkRanges & required_ranges,
+        int64_t priority) const;
+
+    void createPrefetchedReaderForTask(MergeTreeReadTask & task) const;
+
+    size_t getApproxSizeOfGranule(const IMergeTreeDataPart & part) const;
+
+    PartsInfos getPartsInfos(const RangesInDataParts & parts, size_t preferred_block_size_bytes) const;
+
+    ThreadsTasks createThreadsTasks(
+        size_t threads,
+        size_t sum_marks,
+        size_t min_marks_for_concurrent_read) const;
+
+    void startPrefetches() const;
+
+    static std::string dumpTasks(const ThreadsTasks & tasks);
+
+    Poco::Logger * log;
+
+    Block header;
+    MarkCache * mark_cache;
+    UncompressedCache * uncompressed_cache;
+    MergeTreeReaderSettings reader_settings;
+    ReadBufferFromFileBase::ProfileCallback profile_callback;
+    size_t index_granularity_bytes;
+    size_t fixed_index_granularity;
+    [[ maybe_unused ]] const bool is_remote_read;
+    ThreadPool & prefetch_threadpool;
+
+    PartsInfos parts_infos;
+
+    ThreadsTasks threads_tasks;
+
+    struct TaskHolder
+    {
+        explicit TaskHolder(MergeTreeReadTask * task_) : task(task_) {}
+        MergeTreeReadTask * task;
+        bool operator <(const TaskHolder & other) const;
+    };
+    mutable boost::heap::priority_queue<TaskHolder> prefetch_queue;
+    bool started_prefetches = false;
+
+    /// A struct which allows to track max number of tasks which were in the
+    /// threadpool simultaneously (similar to CurrentMetrics, but the result
+    /// will be put to QueryLog).
+    struct PrefetchIncrement : boost::noncopyable
+    {
+        explicit PrefetchIncrement(std::shared_ptr<AsyncReadCounters> counters_)
+            : counters(counters_)
+        {
+            std::lock_guard lock(counters->mutex);
+            ++counters->total_prefetch_tasks;
+            if (++counters->current_parallel_prefetch_tasks > counters->max_parallel_prefetch_tasks)
+                counters->max_parallel_prefetch_tasks = counters->current_parallel_prefetch_tasks;
+
+        }
+
+        ~PrefetchIncrement()
+        {
+            std::lock_guard lock(counters->mutex);
+            --counters->current_parallel_prefetch_tasks;
+        }
+
+        std::shared_ptr<AsyncReadCounters> counters;
+    };
+};
+
+}
diff --git a/src/Storages/MergeTree/MergeTreeReadPool.cpp b/src/Storages/MergeTree/MergeTreeReadPool.cpp
index 7444e099150..ebb87be0c41 100644
--- a/src/Storages/MergeTree/MergeTreeReadPool.cpp
+++ b/src/Storages/MergeTree/MergeTreeReadPool.cpp
@@ -154,10 +154,8 @@ MergeTreeReadTaskPtr MergeTreeReadPool::getTask(size_t thread)
     /// Get whole part to read if it is small enough.
     if (marks_in_part <= need_marks)
     {
-        const auto marks_to_get_from_range = marks_in_part;
         ranges_to_get_from_part = thread_task.ranges;
-
-        marks_in_part -= marks_to_get_from_range;
+        marks_in_part = 0;
 
         thread_tasks.parts_and_ranges.pop_back();
         thread_tasks.sum_marks_in_parts.pop_back();
diff --git a/src/Storages/MergeTree/MergeTreeReadPool.h b/src/Storages/MergeTree/MergeTreeReadPool.h
index 46d2e8bae3b..ad9d8b2e225 100644
--- a/src/Storages/MergeTree/MergeTreeReadPool.h
+++ b/src/Storages/MergeTree/MergeTreeReadPool.h
@@ -14,6 +14,7 @@
 namespace DB
 {
 
+
 using MergeTreeReadTaskPtr = std::unique_ptr<MergeTreeReadTask>;
 
 
@@ -115,21 +116,6 @@ public:
 
     BackoffSettings backoff_settings;
 
-private:
-    /** State to track numbers of slow reads.
-      */
-    struct BackoffState
-    {
-        size_t current_threads;
-        Stopwatch time_since_prev_event {CLOCK_MONOTONIC_COARSE};
-        size_t num_events = 0;
-
-        explicit BackoffState(size_t threads) : current_threads(threads) {}
-    };
-
-    BackoffState backoff_state;
-
-public:
     MergeTreeReadPool(
         size_t threads_,
         size_t sum_marks_,
@@ -144,6 +130,7 @@ public:
         bool do_not_steal_tasks_ = false);
 
     ~MergeTreeReadPool() override = default;
+
     MergeTreeReadTaskPtr getTask(size_t thread) override;
 
     /** Each worker could call this method and pass information about read performance.
@@ -160,6 +147,26 @@ private:
         size_t threads, size_t sum_marks, std::vector<size_t> per_part_sum_marks,
         const RangesInDataParts & parts);
 
+    /// State to track numbers of slow reads.
+    struct BackoffState
+    {
+        size_t current_threads;
+        Stopwatch time_since_prev_event {CLOCK_MONOTONIC_COARSE};
+        size_t num_events = 0;
+
+        explicit BackoffState(size_t threads) : current_threads(threads) {}
+    };
+
+    BackoffState backoff_state;
+
+    struct Part
+    {
+        MergeTreeData::DataPartPtr data_part;
+        size_t part_index_in_query;
+    };
+
+    std::vector<Part> parts_with_idx;
+
     struct ThreadTask
     {
         struct PartIndexAndRange
diff --git a/src/Storages/MergeTree/MergeTreeReaderWide.cpp b/src/Storages/MergeTree/MergeTreeReaderWide.cpp
index ea367a9502e..05af33da20a 100644
--- a/src/Storages/MergeTree/MergeTreeReaderWide.cpp
+++ b/src/Storages/MergeTree/MergeTreeReaderWide.cpp
@@ -58,10 +58,77 @@ MergeTreeReaderWide::MergeTreeReaderWide(
     }
 }
 
+void MergeTreeReaderWide::prefetchBeginOfRange(int64_t priority)
+{
+    prefetched_streams.clear();
+
+    try
+    {
+        prefetchForAllColumns(priority, columns_to_read.size(), all_mark_ranges.front().begin, all_mark_ranges.back().end, false);
+        prefetched_from_mark = all_mark_ranges.front().begin;
+        /// Arguments explanation:
+        /// Current prefetch is done for read tasks before they can be picked by reading threads in IMergeTreeReadPool::getTask method.
+        /// 1. columns_to_read.size() == requested_columns.size() == readRows::res_columns.size().
+        /// 3. current_task_last_mark argument in readRows() (which is used only for reading from remote fs to make precise
+        /// ranged read requests) is different from current reader's IMergeTreeReader::all_mark_ranges.back().end because
+        /// the same reader can be reused between read tasks - if the new task mark ranges correspond to the same part we last
+        /// read, so we cannot rely on all_mark_ranges and pass actual current_task_last_mark. But here we can do prefetch for begin
+        /// of range only once so there is no such problem.
+        /// 4. continue_reading == false, as we haven't read anything yet.
+    }
+    catch (Exception & e)
+    {
+        if (e.code() != ErrorCodes::MEMORY_LIMIT_EXCEEDED)
+            data_part_info_for_read->reportBroken();
+        throw;
+    }
+    catch (...)
+    {
+        data_part_info_for_read->reportBroken();
+        throw;
+    }
+}
+
+void MergeTreeReaderWide::prefetchForAllColumns(
+    int64_t priority, size_t num_columns, size_t from_mark, size_t current_task_last_mark, bool continue_reading)
+{
+    bool do_prefetch = data_part_info_for_read->getDataPartStorage()->isStoredOnRemoteDisk()
+        ? settings.read_settings.remote_fs_prefetch
+        : settings.read_settings.local_fs_prefetch;
+
+    if (!do_prefetch)
+        return;
+
+    /// Request reading of data in advance,
+    /// so if reading can be asynchronous, it will also be performed in parallel for all columns.
+    for (size_t pos = 0; pos < num_columns; ++pos)
+    {
+        try
+        {
+            auto & cache = caches[columns_to_read[pos].getNameInStorage()];
+            prefetchForColumn(
+                priority, columns_to_read[pos], serializations[pos], from_mark, continue_reading,
+                current_task_last_mark, cache);
+        }
+        catch (Exception & e)
+        {
+            /// Better diagnostics.
+            e.addMessage("(while reading column " + columns_to_read[pos].name + ")");
+            throw;
+        }
+    }
+}
+
 size_t MergeTreeReaderWide::readRows(
     size_t from_mark, size_t current_task_last_mark, bool continue_reading, size_t max_rows_to_read, Columns & res_columns)
 {
     size_t read_rows = 0;
+    if (prefetched_from_mark != -1 && static_cast<size_t>(prefetched_from_mark) != from_mark)
+    {
+        prefetched_streams.clear();
+        prefetched_from_mark = -1;
+    }
+
     try
     {
         size_t num_columns = res_columns.size();
@@ -70,28 +137,7 @@ size_t MergeTreeReaderWide::readRows(
         if (num_columns == 0)
             return max_rows_to_read;
 
-        std::unordered_map<String, ISerialization::SubstreamsCache> caches;
-
-        std::unordered_set<std::string> prefetched_streams;
-        if (data_part_info_for_read->getDataPartStorage()->isStoredOnRemoteDisk() ? settings.read_settings.remote_fs_prefetch : settings.read_settings.local_fs_prefetch)
-        {
-            /// Request reading of data in advance,
-            /// so if reading can be asynchronous, it will also be performed in parallel for all columns.
-            for (size_t pos = 0; pos < num_columns; ++pos)
-            {
-                try
-                {
-                    auto & cache = caches[columns_to_read[pos].getNameInStorage()];
-                    prefetch(columns_to_read[pos], serializations[pos], from_mark, continue_reading, current_task_last_mark, cache, prefetched_streams);
-                }
-                catch (Exception & e)
-                {
-                    /// Better diagnostics.
-                    e.addMessage("(while reading column " + columns_to_read[pos].name + ")");
-                    throw;
-                }
-            }
-        }
+        prefetchForAllColumns(/* priority */0, num_columns, from_mark, current_task_last_mark, continue_reading);
 
         for (size_t pos = 0; pos < num_columns; ++pos)
         {
@@ -129,6 +175,9 @@ size_t MergeTreeReaderWide::readRows(
                 res_columns[pos] = nullptr;
         }
 
+        prefetched_streams.clear();
+        caches.clear();
+
         /// NOTE: positions for all streams must be kept in sync.
         /// In particular, even if for some streams there are no rows to be read,
         /// you must ensure that no seeks are skipped and at this point they all point to to_mark.
@@ -139,9 +188,11 @@ size_t MergeTreeReaderWide::readRows(
             data_part_info_for_read->reportBroken();
 
         /// Better diagnostics.
-        e.addMessage("(while reading from part " + data_part_info_for_read->getDataPartStorage()->getFullPath() + " "
-                     "from mark " + toString(from_mark) + " "
-                     "with max_rows_to_read = " + toString(max_rows_to_read) + ")");
+        e.addMessage(
+            fmt::format(
+                "(while reading from part {} from mark {} with max_rows_to_read = {})",
+                data_part_info_for_read->getDataPartStorage()->getFullPath(),
+                toString(from_mark), toString(max_rows_to_read)));
         throw;
     }
     catch (...)
@@ -253,14 +304,14 @@ void MergeTreeReaderWide::deserializePrefix(
     }
 }
 
-void MergeTreeReaderWide::prefetch(
+void MergeTreeReaderWide::prefetchForColumn(
+    int64_t priority,
     const NameAndTypePair & name_and_type,
     const SerializationPtr & serialization,
     size_t from_mark,
     bool continue_reading,
     size_t current_task_last_mark,
-    ISerialization::SubstreamsCache & cache,
-    std::unordered_set<std::string> & prefetched_streams)
+    ISerialization::SubstreamsCache & cache)
 {
     deserializePrefix(serialization, name_and_type, current_task_last_mark, cache);
 
@@ -272,9 +323,10 @@ void MergeTreeReaderWide::prefetch(
         {
             bool seek_to_mark = !continue_reading;
             if (ReadBuffer * buf = getStream(false, substream_path, streams, name_and_type, from_mark, seek_to_mark, current_task_last_mark, cache))
-                buf->prefetch();
-
-            prefetched_streams.insert(stream_name);
+            {
+                buf->prefetch(priority);
+                prefetched_streams.insert(stream_name);
+            }
         }
     });
 }
diff --git a/src/Storages/MergeTree/MergeTreeReaderWide.h b/src/Storages/MergeTree/MergeTreeReaderWide.h
index dbfc0310242..08bb17c5d56 100644
--- a/src/Storages/MergeTree/MergeTreeReaderWide.h
+++ b/src/Storages/MergeTree/MergeTreeReaderWide.h
@@ -33,11 +33,15 @@ public:
 
     bool canReadIncompleteGranules() const override { return true; }
 
+    void prefetchBeginOfRange(int64_t priority) override;
+
     using FileStreams = std::map<std::string, std::unique_ptr<MergeTreeReaderStream>>;
 
 private:
     FileStreams streams;
 
+    void prefetchForAllColumns(int64_t priority, size_t num_columns, size_t from_mark, size_t current_task_last_mark, bool continue_reading);
+
     void addStreams(
         const NameAndTypePair & name_and_type,
         const SerializationPtr & serialization,
@@ -50,20 +54,24 @@ private:
         ISerialization::SubstreamsCache & cache, bool was_prefetched);
 
     /// Make next readData more simple by calling 'prefetch' of all related ReadBuffers (column streams).
-    void prefetch(
+    void prefetchForColumn(
+        int64_t priority,
         const NameAndTypePair & name_and_type,
         const SerializationPtr & serialization,
         size_t from_mark,
         bool continue_reading,
         size_t current_task_last_mark,
-        ISerialization::SubstreamsCache & cache,
-        std::unordered_set<std::string> & prefetched_streams); /// if stream was already prefetched do nothing
+        ISerialization::SubstreamsCache & cache);
 
     void deserializePrefix(
         const SerializationPtr & serialization,
         const NameAndTypePair & name_and_type,
         size_t current_task_last_mark,
         ISerialization::SubstreamsCache & cache);
+
+    std::unordered_map<String, ISerialization::SubstreamsCache> caches;
+    std::unordered_set<std::string> prefetched_streams;
+    ssize_t prefetched_from_mark = -1;
 };
 
 }
diff --git a/src/Storages/MergeTree/MergeTreeSelectProcessor.cpp b/src/Storages/MergeTree/MergeTreeSelectProcessor.cpp
index e5ca851c76b..df2b0ea9e3d 100644
--- a/src/Storages/MergeTree/MergeTreeSelectProcessor.cpp
+++ b/src/Storages/MergeTree/MergeTreeSelectProcessor.cpp
@@ -57,8 +57,8 @@ void MergeTreeSelectAlgorithm::initializeReaders()
 
     owned_mark_cache = storage.getContext()->getMarkCache();
 
-    initializeMergeTreeReadersForPart(data_part, task_columns, storage_snapshot->getMetadataForQuery(),
-        all_mark_ranges, {}, {});
+    initializeMergeTreeReadersForPart(
+        data_part, task_columns, storage_snapshot->getMetadataForQuery(), all_mark_ranges, {}, {});
 }
 
 
diff --git a/src/Storages/MergeTree/MergeTreeThreadSelectProcessor.cpp b/src/Storages/MergeTree/MergeTreeThreadSelectProcessor.cpp
index 97c283b8c01..0c7f90b2349 100644
--- a/src/Storages/MergeTree/MergeTreeThreadSelectProcessor.cpp
+++ b/src/Storages/MergeTree/MergeTreeThreadSelectProcessor.cpp
@@ -50,22 +50,18 @@ void MergeTreeThreadSelectAlgorithm::finalizeNewTask()
 
     IMergeTreeReader::ValueSizeMap value_size_map;
 
-    if (!reader)
-    {
-        if (use_uncompressed_cache)
-            owned_uncompressed_cache = storage.getContext()->getUncompressedCache();
-        owned_mark_cache = storage.getContext()->getMarkCache();
-    }
-    else if (part_name != last_read_part_name)
+    if (reader && part_name != last_read_part_name)
     {
         value_size_map = reader->getAvgValueSizeHints();
     }
 
-    const bool init_new_readers = !reader || part_name != last_read_part_name;
+    /// task->reader.valid() means there is a prefetched reader in this test, use it.
+    const bool init_new_readers = !reader || task->reader.valid() || part_name != last_read_part_name;
     if (init_new_readers)
     {
-        initializeMergeTreeReadersForPart(task->data_part, task->task_columns, metadata_snapshot,
-            task->mark_ranges, value_size_map, profile_callback);
+        initializeMergeTreeReadersForPart(
+            task->data_part, task->task_columns, metadata_snapshot, task->mark_ranges, value_size_map, profile_callback);
+        initializeMergeTreeReadersForCurrentTask(metadata_snapshot, value_size_map, profile_callback);
     }
 
     last_read_part_name = part_name;
diff --git a/src/Storages/MergeTree/MergeTreeThreadSelectProcessor.cpp.rej b/src/Storages/MergeTree/MergeTreeThreadSelectProcessor.cpp.rej
new file mode 100644
index 00000000000..bfa2ff36ef5
--- /dev/null
+++ b/src/Storages/MergeTree/MergeTreeThreadSelectProcessor.cpp.rej
@@ -0,0 +1,55 @@
+diff a/src/Storages/MergeTree/MergeTreeThreadSelectProcessor.cpp b/src/Storages/MergeTree/MergeTreeThreadSelectProcessor.cpp	(rejected hunks)
+@@ -27,8 +27,7 @@ MergeTreeThreadSelectAlgorithm::MergeTreeThreadSelectAlgorithm(
+     const MergeTreeReaderSettings & reader_settings_,
+     const Names & virt_column_names_,
+     std::optional<ParallelReadingExtension> extension_)
+-    :
+-    IMergeTreeSelectAlgorithm{
++    : IMergeTreeSelectAlgorithm{
+         pool_->getHeader(), storage_, storage_snapshot_, prewhere_info_, std::move(actions_settings), max_block_size_rows_,
+         preferred_block_size_bytes_, preferred_max_column_in_block_size_bytes_,
+         reader_settings_, use_uncompressed_cache_, virt_column_names_, extension_},
+@@ -84,15 +83,12 @@ MergeTreeThreadSelectAlgorithm::MergeTreeThreadSelectAlgorithm(
+     {
+         min_marks_to_read = min_marks_to_read_;
+     }
+-
+-
+-    ordered_names = getHeader().getNames();
+ }
+ 
+ /// Requests read task from MergeTreeReadPool and signals whether it got one
+ bool MergeTreeThreadSelectAlgorithm::getNewTaskImpl()
+ {
+-    task = pool->getTask(min_marks_to_read, thread, ordered_names);
++    task = pool->getTask(min_marks_to_read, thread);
+     return static_cast<bool>(task);
+ }
+ 
+@@ -107,22 +103,16 @@ void MergeTreeThreadSelectAlgorithm::finalizeNewTask()
+ 
+     IMergeTreeReader::ValueSizeMap value_size_map;
+ 
+-    if (!reader)
+-    {
+-        if (use_uncompressed_cache)
+-            owned_uncompressed_cache = storage.getContext()->getUncompressedCache();
+-        owned_mark_cache = storage.getContext()->getMarkCache();
+-    }
+-    else if (part_name != last_readed_part_name)
++    if (reader && part_name != last_readed_part_name)
+     {
+         value_size_map = reader->getAvgValueSizeHints();
+     }
+ 
+-    const bool init_new_readers = !reader || part_name != last_readed_part_name;
++    /// task->reader.valid() means there is a prefetched reader in this test, use it.
++    const bool init_new_readers = !reader || task->reader.valid() || part_name != last_readed_part_name;
+     if (init_new_readers)
+     {
+-        initializeMergeTreeReadersForPart(task->data_part, task->task_columns, metadata_snapshot,
+-            task->mark_ranges, value_size_map, profile_callback);
++        initializeMergeTreeReadersForCurrentTask(metadata_snapshot, value_size_map, profile_callback);
+     }
+ 
+     last_readed_part_name = part_name;
diff --git a/src/Storages/StorageS3.cpp b/src/Storages/StorageS3.cpp
index f6419430746..c389a6a7d2f 100644
--- a/src/Storages/StorageS3.cpp
+++ b/src/Storages/StorageS3.cpp
@@ -683,7 +683,7 @@ std::unique_ptr<ReadBuffer> StorageS3Source::createAsyncS3ReadBuffer(
 
     async_reader->setReadUntilEnd();
     if (read_settings.remote_fs_prefetch)
-        async_reader->prefetch();
+        async_reader->prefetch(DEFAULT_PREFETCH_PRIORITY);
 
     return async_reader;
 }
diff --git a/tests/clickhouse-test.rej b/tests/clickhouse-test.rej
new file mode 100644
index 00000000000..2cc3c505216
--- /dev/null
+++ b/tests/clickhouse-test.rej
@@ -0,0 +1,9 @@
+diff a/tests/clickhouse-test b/tests/clickhouse-test	(rejected hunks)
+@@ -601,7 +601,6 @@ class SettingsRandomizer:
+         "local_filesystem_read_method": lambda: random.choice(
+             ["read", "pread", "mmap", "pread_threadpool"]
+         ),
+-        "remote_filesystem_read_method": lambda: random.choice(["read", "threadpool"]),
+         "local_filesystem_read_prefetch": lambda: random.randint(0, 1),
+         "remote_filesystem_read_prefetch": lambda: random.randint(0, 1),
+         "compile_expressions": lambda: random.randint(0, 1),
diff --git a/tests/config/install.sh b/tests/config/install.sh
index 0753633d997..23ef0f85fef 100755
--- a/tests/config/install.sh
+++ b/tests/config/install.sh
@@ -73,6 +73,7 @@ ln -sf $SRC_PATH/users.d/filelog.xml $DEST_SERVER_PATH/users.d/
 ln -sf $SRC_PATH/users.d/enable_blobs_check.xml $DEST_SERVER_PATH/users.d/
 ln -sf $SRC_PATH/users.d/marks.xml $DEST_SERVER_PATH/users.d/
 ln -sf $SRC_PATH/users.d/insert_keeper_retries.xml $DEST_SERVER_PATH/users.d/
+ln -sf $SRC_PATH/users.d/prefetch_settings.xml $DEST_SERVER_PATH/users.d/
 
 # FIXME DataPartsExchange may hang for http_send_timeout seconds
 # when nobody is going to read from the other side of socket (due to "Fetching of part was cancelled"),
diff --git a/tests/config/install.sh.rej b/tests/config/install.sh.rej
new file mode 100644
index 00000000000..cc1c8ddfa7f
--- /dev/null
+++ b/tests/config/install.sh.rej
@@ -0,0 +1,9 @@
+diff a/tests/config/install.sh b/tests/config/install.sh	(rejected hunks)
+@@ -75,6 +75,7 @@ ln -sf $SRC_PATH/users.d/enable_blobs_check.xml $DEST_SERVER_PATH/users.d/
+ ln -sf $SRC_PATH/users.d/marks.xml $DEST_SERVER_PATH/users.d/
+ ln -sf $SRC_PATH/users.d/insert_keeper_retries.xml $DEST_SERVER_PATH/users.d/
+ ln -sf $SRC_PATH/users.d/allow_shared_merge_tree.xml $DEST_SERVER_PATH/users.d/
++ln -sf $SRC_PATH/users.d/prefetch_settings.xml $DEST_SERVER_PATH/users.d/
+ 
+ # FIXME DataPartsExchange may hang for http_send_timeout seconds
+ # when nobody is going to read from the other side of socket (due to "Fetching of part was cancelled"),
diff --git a/tests/config/users.d/prefetch_settings.xml b/tests/config/users.d/prefetch_settings.xml
new file mode 100644
index 00000000000..33ac0a4eb01
--- /dev/null
+++ b/tests/config/users.d/prefetch_settings.xml
@@ -0,0 +1,9 @@
+<clickhouse>
+    <profiles>
+        <default>
+            <allow_prefetched_read_pool_for_remote_filesystem>1</allow_prefetched_read_pool_for_remote_filesystem>
+            <allow_prefetched_read_pool_for_local_filesystem>0</allow_prefetched_read_pool_for_local_filesystem>
+            <filesystem_prefetch_max_memory_usage>1Gi</filesystem_prefetch_max_memory_usage>
+        </default>
+    </profiles>
+</clickhouse>
diff --git a/tests/integration/test_profile_events_s3/test.py b/tests/integration/test_profile_events_s3/test.py
index a7e22ed5516..b5e095514cb 100644
--- a/tests/integration/test_profile_events_s3/test.py
+++ b/tests/integration/test_profile_events_s3/test.py
@@ -34,6 +34,7 @@ def cluster():
 init_list = {
     "ReadBufferFromS3Bytes": 0,
     "ReadBufferFromS3Microseconds": 0,
+    "ReadBufferFromS3InitMicroseconds": 0,
     "ReadBufferFromS3RequestsErrors": 0,
     "WriteBufferFromS3Bytes": 0,
     "S3ReadMicroseconds": 0,
diff --git a/tests/integration/test_s3_zero_copy_ttl/test_ttl_move_memory_usage.py b/tests/integration/test_s3_zero_copy_ttl/test_ttl_move_memory_usage.py
index 9d53b7c048b..29177b6a67b 100644
--- a/tests/integration/test_s3_zero_copy_ttl/test_ttl_move_memory_usage.py
+++ b/tests/integration/test_s3_zero_copy_ttl/test_ttl_move_memory_usage.py
@@ -35,7 +35,13 @@ def test_move_and_s3_memory_usage(started_single_node_cluster):
         )
 
     # After this, we should have 5 columns per 10 * 100 * 400000 ~ 400 MB; total ~2G data in partition
-    small_node.query("optimize table s3_test_with_ttl final")
+    small_node.query(
+        "optimize table s3_test_with_ttl final",
+        settings={
+            "send_logs_level": "error",
+            "allow_prefetched_read_pool_for_remote_filesystem": 0,
+        },
+    )
 
     small_node.query("system flush logs")
     # Will take memory usage from metric_log.
@@ -44,19 +50,26 @@ def test_move_and_s3_memory_usage(started_single_node_cluster):
 
     small_node.query(
         "alter table s3_test_with_ttl move partition 0 to volume 'external'",
-        settings={"send_logs_level": "error"},
+        settings={
+            "send_logs_level": "error",
+            "allow_prefetched_read_pool_for_remote_filesystem": 0,
+        },
     )
     small_node.query("system flush logs")
     max_usage = small_node.query(
-        """select max(m.val - am.val * 4096) from 
-        (select toStartOfMinute(event_time) as time, max(CurrentMetric_MemoryTracking) as val from system.metric_log group by time) as m join 
-        (select toStartOfMinute(event_time) as time, min(value) as val from system.asynchronous_metric_log where metric='jemalloc.arenas.all.pdirty' group by time) as am using time"""
+        """
+        select max(m.val - am.val * 4096) from
+        (select toStartOfMinute(event_time) as time, max(CurrentMetric_MemoryTracking) as val from system.metric_log group by time) as m join
+        (select toStartOfMinute(event_time) as time, min(value) as val from system.asynchronous_metric_log where metric='jemalloc.arenas.all.pdirty' group by time) as am using time;"""
     )
     # 3G limit is a big one. However, we can hit it anyway with parallel s3 writes enabled.
     # Also actual value can be bigger because of memory drift.
     # Increase it a little bit if test fails.
     assert int(max_usage) < 3e9
     res = small_node.query(
-        "select * from system.errors where last_error_message like '%Memory limit%' limit 1"
+        "select * from system.errors where last_error_message like '%Memory limit%' limit 1",
+        settings={
+            "allow_prefetched_read_pool_for_remote_filesystem": 0,
+        },
     )
     assert res == ""
diff --git a/tests/queries/0_stateless/00933_test_fix_extra_seek_on_compressed_cache.sh b/tests/queries/0_stateless/00933_test_fix_extra_seek_on_compressed_cache.sh
index b7c2045c83d..390d6a70ef1 100755
--- a/tests/queries/0_stateless/00933_test_fix_extra_seek_on_compressed_cache.sh
+++ b/tests/queries/0_stateless/00933_test_fix_extra_seek_on_compressed_cache.sh
@@ -17,7 +17,7 @@ cached_query="SELECT count() FROM small_table where n > 0;"
 
 $CLICKHOUSE_CLIENT --use_uncompressed_cache=1 --query="$cached_query" &> /dev/null
 
-$CLICKHOUSE_CLIENT --use_uncompressed_cache=1 --query_id="test-query-uncompressed-cache" --query="$cached_query" &> /dev/null
+$CLICKHOUSE_CLIENT --use_uncompressed_cache=1 --allow_prefetched_read_pool_for_remote_filesystem=0 --allow_prefetched_read_pool_for_local_filesystem=0 --query_id="test-query-uncompressed-cache" --query="$cached_query" &> /dev/null
 
 $CLICKHOUSE_CLIENT --query="SYSTEM FLUSH LOGS"
 
@@ -25,4 +25,3 @@ $CLICKHOUSE_CLIENT --query="SYSTEM FLUSH LOGS"
 $CLICKHOUSE_CLIENT --query="SELECT ProfileEvents['Seek'], ProfileEvents['ReadCompressedBytes'], ProfileEvents['UncompressedCacheHits'] AS hit FROM system.query_log WHERE (query_id = 'test-query-uncompressed-cache') and current_database = currentDatabase() AND (type = 2) AND event_date >= yesterday() ORDER BY event_time DESC LIMIT 1"
 
 $CLICKHOUSE_CLIENT --query="DROP TABLE IF EXISTS small_table"
-
diff --git a/tests/queries/0_stateless/01045_order_by_pk_special_storages.sh b/tests/queries/0_stateless/01045_order_by_pk_special_storages.sh
index 8bd3d5291e4..12421a2b308 100755
--- a/tests/queries/0_stateless/01045_order_by_pk_special_storages.sh
+++ b/tests/queries/0_stateless/01045_order_by_pk_special_storages.sh
@@ -24,7 +24,7 @@ $CLICKHOUSE_CLIENT -q "SELECT a FROM m ORDER BY a LIMIT 5"
 $CLICKHOUSE_CLIENT -q "SELECT a, s FROM m ORDER BY a, s LIMIT 10"
 
 # Not a single .sql test with max_rows_to_read because it doesn't work with Merge storage
-rows_read=$($CLICKHOUSE_CLIENT -q "SELECT a FROM m ORDER BY a LIMIT 10 FORMAT JSON" --max_threads=1 --max_block_size=20 --optimize_read_in_order=1 | grep "rows_read" | sed 's/[^0-9]*//g')
+rows_read=$($CLICKHOUSE_CLIENT -q "SELECT a FROM m ORDER BY a LIMIT 10 FORMAT JSON" --max_threads=1 --max_block_size=20 --optimize_read_in_order=1  --allow_prefetched_read_pool_for_remote_filesystem=0  --allow_prefetched_read_pool_for_local_filesystem=0 | grep "rows_read" | sed 's/[^0-9]*//g')
 
 # Expected number of read rows with a bit margin
 if [[ $rows_read -lt 500 ]]
@@ -36,7 +36,7 @@ fi
 $CLICKHOUSE_CLIENT -q "SELECT '---StorageBuffer---'"
 $CLICKHOUSE_CLIENT -q "CREATE TABLE buf (a UInt32, s String) engine = Buffer('$CLICKHOUSE_DATABASE', s2, 16, 10, 100, 10000, 1000000, 10000000, 100000000)"
 $CLICKHOUSE_CLIENT -q "SELECT a, s FROM buf ORDER BY a, s LIMIT 10"
-rows_read=$($CLICKHOUSE_CLIENT -q "SELECT a FROM buf ORDER BY a LIMIT 10 FORMAT JSON" --max_threads=1 --max_block_size=20 --optimize_read_in_order=1 | grep "rows_read" | sed 's/[^0-9]*//g')
+rows_read=$($CLICKHOUSE_CLIENT -q "SELECT a FROM buf ORDER BY a LIMIT 10 FORMAT JSON" --max_threads=1 --max_block_size=20 --optimize_read_in_order=1  --allow_prefetched_read_pool_for_remote_filesystem=0  --allow_prefetched_read_pool_for_local_filesystem=0 | grep "rows_read" | sed 's/[^0-9]*//g')
 
 # Expected number of read rows with a bit margin
 if [[ $rows_read -lt 500 ]]
diff --git a/tests/queries/0_stateless/01045_order_by_pk_special_storages.sh.rej b/tests/queries/0_stateless/01045_order_by_pk_special_storages.sh.rej
new file mode 100644
index 00000000000..f103686e341
--- /dev/null
+++ b/tests/queries/0_stateless/01045_order_by_pk_special_storages.sh.rej
@@ -0,0 +1,10 @@
+diff a/tests/queries/0_stateless/01045_order_by_pk_special_storages.sh b/tests/queries/0_stateless/01045_order_by_pk_special_storages.sh	(rejected hunks)
+@@ -48,7 +48,7 @@ fi
+ $CLICKHOUSE_CLIENT -q "SELECT '---MaterializedView---'"
+ $CLICKHOUSE_CLIENT -q "CREATE MATERIALIZED VIEW mv (a UInt32, s String) engine = MergeTree ORDER BY s SETTINGS min_bytes_for_wide_part = 0 POPULATE AS SELECT a, s FROM s1 WHERE a % 7 = 0"
+ $CLICKHOUSE_CLIENT -q "SELECT a, s FROM mv ORDER BY s LIMIT 10"
+-rows_read=$($CLICKHOUSE_CLIENT -q "SELECT a, s FROM mv ORDER BY s LIMIT 10 FORMAT JSON" --max_threads=1 --max_block_size=20 --optimize_read_in_order=1 | grep "rows_read" | sed 's/[^0-9]*//g')
++rows_read=$($CLICKHOUSE_CLIENT -q "SELECT a, s FROM mv ORDER BY s LIMIT 10 FORMAT JSON" --max_threads=1 --max_block_size=20 --optimize_read_in_order=1 --allow_prefetched_read_pool_for_remote_filesystem=0  --allow_prefetched_read_pool_for_local_filesystem=0 | grep "rows_read" | sed 's/[^0-9]*//g')
+ 
+ if [[ $rows_read -lt 500 ]]
+     then echo "OK"
diff --git a/tests/queries/0_stateless/01293_show_settings.reference b/tests/queries/0_stateless/01293_show_settings.reference
index f7ac5457f4a..f11956e1893 100644
--- a/tests/queries/0_stateless/01293_show_settings.reference
+++ b/tests/queries/0_stateless/01293_show_settings.reference
@@ -5,3 +5,4 @@ connect_timeout_with_failover_secure_ms	Milliseconds	3000
 external_storage_connect_timeout_sec	UInt64	10
 max_untracked_memory	UInt64	1048576
 memory_profiler_step	UInt64	1048576
+filesystem_prefetch_max_memory_usage	UInt64	1073741824
diff --git a/tests/queries/0_stateless/01339_client_unrecognized_option.sh b/tests/queries/0_stateless/01339_client_unrecognized_option.sh
index 9f827ccb13e..b3488d010c2 100755
--- a/tests/queries/0_stateless/01339_client_unrecognized_option.sh
+++ b/tests/queries/0_stateless/01339_client_unrecognized_option.sh
@@ -13,6 +13,6 @@ $CLICKHOUSE_CLIENT --xyzgarbage 2>&1 | grep -q "UNRECOGNIZED_ARGUMENTS" && echo
 
 cat /etc/passwd | sed 's/:/\t/g' | $CLICKHOUSE_CLIENT --query="SELECT shell, count() AS c FROM passwd GROUP BY shell ORDER BY c DESC" --external --file=- --name=passwd --structure='login String, unused String, uid UInt16, gid UInt16, comment String, home String, shell String' xyzgarbage 2>&1 | grep -q "BAD_ARGUMENTS" && echo 'OK' || echo 'FAIL'
 
-cat /etc/passwd | sed 's/:/\t/g' | $CLICKHOUSE_CLIENT --query="SELECT shell, count() AS c FROM passwd GROUP BY shell ORDER BY c DESC" --external -xyzgarbage --file=- --name=passwd --structure='login String, unused String, uid UInt16, gid UInt16, comment String, home String, shell String' 2>&1 | grep -q "UNRECOGNIZED_ARGUMENTS" && echo 'OK' || echo 'FAIL'
+cat /etc/passwd | sed 's/:/\t/g' | $CLICKHOUSE_CLIENT --query="SELECT shell, count() AS c FROM passwd GROUP BY shell ORDER BY c DESC" --external -xyzgarbage --file=- --name=passwd --structure='login String, unused String, uid UInt16, gid UInt16, comment String, home String, shell String' 2>&1 | grep -q "Bad arguments" && echo 'OK' || echo 'FAIL'
 
-cat /etc/passwd | sed 's/:/\t/g' | $CLICKHOUSE_CLIENT --query="SELECT shell, count() AS c FROM passwd GROUP BY shell ORDER BY c DESC" --external --xyzgarbage --file=- --name=passwd --structure='login String, unused String, uid UInt16, gid UInt16, comment String, home String, shell String' 2>&1 | grep -q "UNRECOGNIZED_ARGUMENTS" && echo 'OK' || echo 'FAIL'
+cat /etc/passwd | sed 's/:/\t/g' | $CLICKHOUSE_CLIENT --query="SELECT shell, count() AS c FROM passwd GROUP BY shell ORDER BY c DESC" --external --xyzgarbage --file=- --name=passwd --structure='login String, unused String, uid UInt16, gid UInt16, comment String, home String, shell String' 2>&1 | grep -q "Bad arguments" && echo 'OK' || echo 'FAIL'
diff --git a/tests/queries/0_stateless/01605_adaptive_granularity_block_borders.sql.rej b/tests/queries/0_stateless/01605_adaptive_granularity_block_borders.sql.rej
new file mode 100644
index 00000000000..8de2afb2257
--- /dev/null
+++ b/tests/queries/0_stateless/01605_adaptive_granularity_block_borders.sql.rej
@@ -0,0 +1,8 @@
+diff a/tests/queries/0_stateless/01605_adaptive_granularity_block_borders.sql b/tests/queries/0_stateless/01605_adaptive_granularity_block_borders.sql	(rejected hunks)
+@@ -1,4 +1,6 @@
+ SET use_uncompressed_cache = 0;
++SET allow_prefetched_read_pool_for_remote_filesystem=0;
++SET allow_prefetched_read_pool_for_local_filesystem=0;
+ 
+ DROP TABLE IF EXISTS adaptive_table;
+ 
diff --git a/tests/queries/0_stateless/02503_cache_on_write_with_small_segment_size.sql b/tests/queries/0_stateless/02503_cache_on_write_with_small_segment_size.sql
new file mode 100644
index 00000000000..17fee525572
--- /dev/null
+++ b/tests/queries/0_stateless/02503_cache_on_write_with_small_segment_size.sql
@@ -0,0 +1,6 @@
+drop table ttt if exists;
+create table ttt (id Int32, value String) engine=MergeTree() order by tuple()  settings storage_policy='s3_cache_7';
+insert into ttt settings throw_on_error_from_cache_on_write_operations = 1 select number, toString(number) from numbers(100000);
+select * from ttt format Null;
+select count() from ttt;
+drop table ttt no delay;
diff --git a/utils/debug_remote_fs_performance/debug.sh b/utils/debug_remote_fs_performance/debug.sh
new file mode 100755
index 00000000000..32f7ac9db6d
--- /dev/null
+++ b/utils/debug_remote_fs_performance/debug.sh
@@ -0,0 +1,58 @@
+#!/usr/bin/env bash
+
+QUERIES_FILE=$1
+DEBUG_MODE=$2
+
+function random {
+    cat /dev/urandom | LC_ALL=C tr -dc 'a-zA-Z' | fold -w ${1:-8} | head -n 1
+}
+
+while read line; do
+    query="$line"
+    echo "Query: $query"
+    function execute()
+    {
+        query_id=$(random)
+        echo "query id: $query_id"
+        result=($(clickhouse-client --time --query_id "$query_id" -q "$query" 2>&1))
+        query_result=${result[0]}
+        total_time=${result[1]}
+        clickhouse-client -q "system flush logs"
+
+        time_executing=$(clickhouse-client -q "select query_duration_ms / 1000 from system.query_log where type='QueryFinish' and query_id = '$query_id'")
+        time_reading_from_prefetch=$(clickhouse-client -q "select ProfileEvents['AsynchronousRemoteReadWaitMicroseconds'] / 1000 / 1000 from system.query_log where type='QueryFinish' and query_id = '$query_id'")
+        time_reading_without_prefetch=$(clickhouse-client -q "select ProfileEvents['SynchronousRemoteReadWaitMicroseconds'] / 1000 / 1000 from system.query_log where type='QueryFinish' and query_id = '$query_id'")
+
+        function print()
+        {
+            echo "          $1: $2"
+        }
+
+        print "time executing query" $time_executing
+        print "time reading data with prefetch" $time_reading_from_prefetch
+        print "time reading data without prefetch" $time_reading_without_prefetch
+
+        if (( $DEBUG_MODE == 1 )); then
+            remote_profiles=$(clickhouse-client -q "select mapExtractKeyLike(ProfileEvents, '%RemoteFS%') from system.query_log where type='QueryFinish' and query_id = '$query_id'")
+            threadpool_profiles=$(clickhouse-client -q "select mapExtractKeyLike(ProfileEvents, '%ThreadpoolReader%') from system.query_log where type='QueryFinish' and query_id = '$query_id'")
+            s3_profiles=$(clickhouse-client -q "select mapExtractKeyLike(ProfileEvents, '%S3%') from system.query_log where type='QueryFinish' and query_id = '$query_id'")
+
+            max_parallel_read_tasks=$(clickhouse-client -q "select AsyncReadCounters['max_parallel_read_tasks'] from system.query_log where type='QueryFinish' and query_id = '$query_id'")
+            max_parallel_prefetch_tasks=$(clickhouse-client -q "select AsyncReadCounters['max_parallel_prefetch_tasks'] from system.query_log where type='QueryFinish' and query_id = '$query_id'")
+            total_prefetch_tasks=$(clickhouse-client -q "select AsyncReadCounters['total_prefetch_tasks'] from system.query_log where type='QueryFinish' and query_id = '$query_id'")
+            init=$(clickhouse-client -q "select ProfileEvents['PrefetchedReadBufferInitMS'] / 1000 from system.query_log where type='QueryFinish' and query_id = '$query_id'")
+            wait_prefetch_task=$(clickhouse-client -q "select ProfileEvents['WaitPrefetchTaskMicroseconds'] / 1000 / 1000 from system.query_log where type='QueryFinish' and query_id = '$query_id'")
+
+            print "max parallel read tasks" $max_parallel_read_tasks
+            print "max parallel prefetch tasks" $max_parallel_prefetch_tasks
+            print "total prefetch tasks" $total_prefetch_tasks
+            print "init tasks time" $init
+            print "wait prefetch task" $wait_prefetch_task
+            print "remote reader profile events" $remote_profiles
+            print "threadpool profile events" $threadpool_profiles
+            print "s3 profile events" $s3_profiles
+        fi
+    }
+
+    execute
+done < $QUERIES_FILE