diff --git a/src/Storages/MergeTree/GinIndexStore.cpp b/src/Storages/MergeTree/GinIndexStore.cpp
index 091a0adf5ed..f05e8288719 100644
--- a/src/Storages/MergeTree/GinIndexStore.cpp
+++ b/src/Storages/MergeTree/GinIndexStore.cpp
@@ -1,6 +1,7 @@
 #include <Storages/MergeTree/GinIndexStore.h>
 #include <Columns/ColumnString.h>
 #include <Common/FST.h>
+#include <Compression/CompressionFactory.h>
 #include <DataTypes/DataTypeArray.h>
 #include <DataTypes/DataTypeString.h>
 #include <DataTypes/DataTypesNumber.h>
@@ -81,14 +82,22 @@ UInt64 GinIndexPostingsBuilder::serialize(WriteBuffer & buffer)
     {
         rowid_bitmap.runOptimize();
         auto size = rowid_bitmap.getSizeInBytes();
+        auto buf = std::make_unique<char[]>(size);
+        rowid_bitmap.write(buf.get());
+
+        auto codec = CompressionCodecFactory::instance().get(GIN_COMPRESSION_CODEC, GIN_COMPRESSION_LEVEL);
+        Memory<> memory;
+        memory.resize(codec->getCompressedReserveSize(static_cast<UInt32>(size)));
+        auto compressed_size = codec->compress(buf.get(), static_cast<UInt32>(size), memory.data());
 
         writeVarUInt(size, buffer);
         written_bytes += getLengthOfVarUInt(size);
 
-        auto buf = std::make_unique<char[]>(size);
-        rowid_bitmap.write(buf.get());
-        buffer.write(buf.get(), size);
-        written_bytes += size;
+        writeVarUInt(compressed_size, buffer);
+        written_bytes += getLengthOfVarUInt(compressed_size);
+
+        buffer.write(memory.data(), compressed_size);
+        written_bytes += compressed_size;
     }
     else
     {
@@ -110,11 +119,18 @@ GinIndexPostingsListPtr GinIndexPostingsBuilder::deserialize(ReadBuffer & buffer
     if (postings_list_size == USES_BIT_MAP)
     {
         size_t size = 0;
+        size_t compressed_size = 0;
         readVarUInt(size, buffer);
-        auto buf = std::make_unique<char[]>(size);
-        buffer.readStrict(reinterpret_cast<char *>(buf.get()), size);
+        readVarUInt(compressed_size, buffer);
+        auto buf = std::make_unique<char[]>(compressed_size);
+        buffer.readStrict(reinterpret_cast<char *>(buf.get()), compressed_size);
 
-        GinIndexPostingsListPtr postings_list = std::make_shared<GinIndexPostingsList>(GinIndexPostingsList::read(buf.get()));
+        Memory<> memory;
+        memory.resize(size);
+        auto codec = CompressionCodecFactory::instance().get(GIN_COMPRESSION_CODEC, GIN_COMPRESSION_LEVEL);
+        codec->decompress(buf.get(), static_cast<UInt32>(compressed_size), memory.data());
+
+        GinIndexPostingsListPtr postings_list = std::make_shared<GinIndexPostingsList>(GinIndexPostingsList::read(memory.data()));
 
         return postings_list;
     }
diff --git a/src/Storages/MergeTree/GinIndexStore.h b/src/Storages/MergeTree/GinIndexStore.h
index b86de546ecb..3ed624995e5 100644
--- a/src/Storages/MergeTree/GinIndexStore.h
+++ b/src/Storages/MergeTree/GinIndexStore.h
@@ -61,6 +61,9 @@ public:
 private:
     constexpr static int MIN_SIZE_FOR_ROARING_ENCODING = 16;
 
+    static constexpr auto GIN_COMPRESSION_CODEC = "ZSTD";
+    static constexpr auto GIN_COMPRESSION_LEVEL = 1;
+
     /// When the list length is no greater than MIN_SIZE_FOR_ROARING_ENCODING, array 'rowid_lst' is used
     /// As a special case, rowid_lst[0] == CONTAINS_ALL encodes that all rowids are set.
     std::array<UInt32, MIN_SIZE_FOR_ROARING_ENCODING> rowid_lst;
@@ -211,7 +214,7 @@ private:
         v1 = 1, /// Initial version
     };
 
-    static constexpr auto CURRENT_GIN_FILE_FORMAT_VERSION = Format::v0;
+    static constexpr auto CURRENT_GIN_FILE_FORMAT_VERSION = Format::v1;
 };
 
 using GinIndexStorePtr = std::shared_ptr<GinIndexStore>;