diff --git a/src/Formats/NativeReader.cpp b/src/Formats/NativeReader.cpp
index ed3aca43d52..3ad0ce5cfc4 100644
--- a/src/Formats/NativeReader.cpp
+++ b/src/Formats/NativeReader.cpp
@@ -23,6 +23,7 @@ namespace ErrorCodes
     extern const int INCORRECT_INDEX;
     extern const int LOGICAL_ERROR;
     extern const int CANNOT_READ_ALL_DATA;
+    extern const int INCORRECT_DATA;
 }
 
 
@@ -31,8 +32,8 @@ NativeReader::NativeReader(ReadBuffer & istr_, UInt64 server_revision_)
 {
 }
 
-NativeReader::NativeReader(ReadBuffer & istr_, const Block & header_, UInt64 server_revision_)
-    : istr(istr_), header(header_), server_revision(server_revision_)
+NativeReader::NativeReader(ReadBuffer & istr_, const Block & header_, UInt64 server_revision_, bool skip_unknown_columns_)
+    : istr(istr_), header(header_), server_revision(server_revision_), skip_unknown_columns(skip_unknown_columns_)
 {
 }
 
@@ -186,18 +187,29 @@ Block NativeReader::read()
 
         column.column = std::move(read_column);
 
+        bool use_in_result = true;
         if (header)
         {
-            /// Support insert from old clients without low cardinality type.
-            auto & header_column = header.getByName(column.name);
-            if (!header_column.type->equals(*column.type))
+            if (header.has(column.name))
             {
-                column.column = recursiveTypeConversion(column.column, column.type, header.safeGetByPosition(i).type);
-                column.type = header.safeGetByPosition(i).type;
+                /// Support insert from old clients without low cardinality type.
+                auto & header_column = header.getByName(column.name);
+                if (!header_column.type->equals(*column.type))
+                {
+                    column.column = recursiveTypeConversion(column.column, column.type, header.safeGetByPosition(i).type);
+                    column.type = header.safeGetByPosition(i).type;
+                }
+            }
+            else
+            {
+                if (!skip_unknown_columns)
+                    throw Exception(ErrorCodes::INCORRECT_DATA, "Unknown column with name {} found while reading data in Native format", column.name);
+                use_in_result = false;
             }
         }
 
-        res.insert(std::move(column));
+        if (use_in_result)
+            res.insert(std::move(column));
 
         if (use_index)
             ++index_column_it;
diff --git a/src/Formats/NativeReader.h b/src/Formats/NativeReader.h
index 1f9eb8b9764..3ae53d45faf 100644
--- a/src/Formats/NativeReader.h
+++ b/src/Formats/NativeReader.h
@@ -24,7 +24,7 @@ public:
 
     /// For cases when data structure (header) is known in advance.
     /// NOTE We may use header for data validation and/or type conversions. It is not implemented.
-    NativeReader(ReadBuffer & istr_, const Block & header_, UInt64 server_revision_);
+    NativeReader(ReadBuffer & istr_, const Block & header_, UInt64 server_revision_, bool skip_unknown_columns_ = false);
 
     /// For cases when we have an index. It allows to skip columns. Only columns specified in the index will be read.
     NativeReader(ReadBuffer & istr_, UInt64 server_revision_,
@@ -43,6 +43,7 @@ private:
     ReadBuffer & istr;
     Block header;
     UInt64 server_revision;
+    bool skip_unknown_columns;
 
     bool use_index = false;
     IndexForNativeFormat::Blocks::const_iterator index_block_it;
diff --git a/src/IO/ReadHelpers.cpp b/src/IO/ReadHelpers.cpp
index 71ed197da3e..f8226b137fb 100644
--- a/src/IO/ReadHelpers.cpp
+++ b/src/IO/ReadHelpers.cpp
@@ -703,9 +703,9 @@ void readCSVStringInto(Vector & s, ReadBuffer & buf, const FormatSettings::CSV &
             if constexpr (!std::is_same_v<Vector, NullOutput>)
             {
                 /** CSV format can contain insignificant spaces and tabs.
-              * Usually the task of skipping them is for the calling code.
-              * But in this case, it will be difficult to do this, so remove the trailing whitespace by ourself.
-              */
+                * Usually the task of skipping them is for the calling code.
+                * But in this case, it will be difficult to do this, so remove the trailing whitespace by ourself.
+                */
                 size_t size = s.size();
                 while (size > 0 && (s[size - 1] == ' ' || s[size - 1] == '\t'))
                     --size;
diff --git a/src/Processors/Formats/Impl/NativeFormat.cpp b/src/Processors/Formats/Impl/NativeFormat.cpp
index c1dc60022f5..18c3dfa3d4b 100644
--- a/src/Processors/Formats/Impl/NativeFormat.cpp
+++ b/src/Processors/Formats/Impl/NativeFormat.cpp
@@ -15,9 +15,9 @@ namespace DB
 class NativeInputFormat final : public IInputFormat
 {
 public:
-    NativeInputFormat(ReadBuffer & buf, const Block & header_)
+    NativeInputFormat(ReadBuffer & buf, const Block & header_, const FormatSettings & settings)
         : IInputFormat(header_, buf)
-        , reader(std::make_unique<NativeReader>(buf, header_, 0))
+        , reader(std::make_unique<NativeReader>(buf, header_, 0, settings.skip_unknown_fields))
         , header(header_) {}
 
     String getName() const override { return "Native"; }
@@ -112,10 +112,11 @@ void registerInputFormatNative(FormatFactory & factory)
         ReadBuffer & buf,
         const Block & sample,
         const RowInputFormatParams &,
-        const FormatSettings &)
+        const FormatSettings & settings)
     {
-        return std::make_shared<NativeInputFormat>(buf, sample);
+        return std::make_shared<NativeInputFormat>(buf, sample, settings);
     });
+    factory.markFormatSupportsSamplingColumns("Native");
 }
 
 void registerOutputFormatNative(FormatFactory & factory)
diff --git a/tests/performance/formats_columns_sampling.xml b/tests/performance/formats_columns_sampling.xml
index 7812823a175..f5dd4395de1 100644
--- a/tests/performance/formats_columns_sampling.xml
+++ b/tests/performance/formats_columns_sampling.xml
@@ -19,6 +19,7 @@
                 <value>ORC</value>
                 <value>Parquet</value>
                 <value>Arrow</value>
+                <value>Native</value>
             </values>
         </substitution>
     </substitutions>