diff --git a/src/Processors/Formats/Impl/ArrowBlockInputFormat.cpp b/src/Processors/Formats/Impl/ArrowBlockInputFormat.cpp
index cae4cbab0d7..20cf5e25ce5 100644
--- a/src/Processors/Formats/Impl/ArrowBlockInputFormat.cpp
+++ b/src/Processors/Formats/Impl/ArrowBlockInputFormat.cpp
@@ -71,7 +71,7 @@ Chunk ArrowBlockInputFormat::generate()
 
     ++record_batch_current;
 
-    arrow_column_to_ch_column->arrowTableToCHChunk(res, *table_result);
+    arrow_column_to_ch_column->arrowTableToCHChunk(res, *table_result, (*table_result)->num_rows());
 
     /// If defaults_for_omitted_fields is true, calculate the default values from default expression for omitted fields.
     /// Otherwise fill the missing columns with zero values of its type.
diff --git a/src/Processors/Formats/Impl/ArrowColumnToCHColumn.cpp b/src/Processors/Formats/Impl/ArrowColumnToCHColumn.cpp
index 8b546f48116..30fd3399c31 100644
--- a/src/Processors/Formats/Impl/ArrowColumnToCHColumn.cpp
+++ b/src/Processors/Formats/Impl/ArrowColumnToCHColumn.cpp
@@ -810,7 +810,7 @@ ArrowColumnToCHColumn::ArrowColumnToCHColumn(
 {
 }
 
-void ArrowColumnToCHColumn::arrowTableToCHChunk(Chunk & res, std::shared_ptr<arrow::Table> & table)
+void ArrowColumnToCHColumn::arrowTableToCHChunk(Chunk & res, std::shared_ptr<arrow::Table> & table, size_t num_rows)
 {
     NameToColumnPtr name_to_column_ptr;
     for (auto column_name : table->ColumnNames())
@@ -824,16 +824,12 @@ void ArrowColumnToCHColumn::arrowTableToCHChunk(Chunk & res, std::shared_ptr<arr
         name_to_column_ptr[std::move(column_name)] = arrow_column;
     }
 
-    arrowColumnsToCHChunk(res, name_to_column_ptr);
+    arrowColumnsToCHChunk(res, name_to_column_ptr, num_rows);
 }
 
-void ArrowColumnToCHColumn::arrowColumnsToCHChunk(Chunk & res, NameToColumnPtr & name_to_column_ptr)
+void ArrowColumnToCHColumn::arrowColumnsToCHChunk(Chunk & res, NameToColumnPtr & name_to_column_ptr, size_t num_rows)
 {
-    if (unlikely(name_to_column_ptr.empty()))
-        throw Exception(ErrorCodes::INCORRECT_NUMBER_OF_COLUMNS, "Columns is empty");
-
     Columns columns_list;
-    UInt64 num_rows = name_to_column_ptr.begin()->second->length();
     columns_list.reserve(header.columns());
     std::unordered_map<String, std::pair<BlockPtr, std::shared_ptr<NestedColumnExtractHelper>>> nested_tables;
     bool skipped = false;
diff --git a/src/Processors/Formats/Impl/ArrowColumnToCHColumn.h b/src/Processors/Formats/Impl/ArrowColumnToCHColumn.h
index 3540778940e..dd9f44eb94e 100644
--- a/src/Processors/Formats/Impl/ArrowColumnToCHColumn.h
+++ b/src/Processors/Formats/Impl/ArrowColumnToCHColumn.h
@@ -28,9 +28,9 @@ public:
         bool allow_missing_columns_,
         bool case_insensitive_matching_ = false);
 
-    void arrowTableToCHChunk(Chunk & res, std::shared_ptr<arrow::Table> & table);
+    void arrowTableToCHChunk(Chunk & res, std::shared_ptr<arrow::Table> & table, size_t num_rows);
 
-    void arrowColumnsToCHChunk(Chunk & res, NameToColumnPtr & name_to_column_ptr);
+    void arrowColumnsToCHChunk(Chunk & res, NameToColumnPtr & name_to_column_ptr, size_t num_rows);
 
     /// Get missing columns that exists in header but not in arrow::Schema
     std::vector<size_t> getMissingColumns(const arrow::Schema & schema) const;
diff --git a/src/Processors/Formats/Impl/ORCBlockInputFormat.cpp b/src/Processors/Formats/Impl/ORCBlockInputFormat.cpp
index 58fd03a7a78..fa17961e6f3 100644
--- a/src/Processors/Formats/Impl/ORCBlockInputFormat.cpp
+++ b/src/Processors/Formats/Impl/ORCBlockInputFormat.cpp
@@ -54,14 +54,19 @@ Chunk ORCBlockInputFormat::generate()
         throw ParsingException(
             ErrorCodes::CANNOT_READ_ALL_DATA, "Error while reading batch of ORC data: {}", table_result.status().ToString());
 
+    /// We should extract the number of rows directly from the stripe, because in case when
+    /// record batch contains 0 columns (for example if we requested only columns that
+    /// are not presented in data) the number of rows in record batch will be 0.
+    size_t num_rows = file_reader->GetRawORCReader()->getStripe(stripe_current)->getNumberOfRows();
+
     auto table = table_result.ValueOrDie();
-    if (!table || !table->num_rows())
+    if (!table || !num_rows)
         return {};
 
     ++stripe_current;
 
     Chunk res;
-    arrow_column_to_ch_column->arrowTableToCHChunk(res, table);
+    arrow_column_to_ch_column->arrowTableToCHChunk(res, table, num_rows);
     /// If defaults_for_omitted_fields is true, calculate the default values from default expression for omitted fields.
     /// Otherwise fill the missing columns with zero values of its type.
     if (format_settings.defaults_for_omitted_fields)
diff --git a/src/Processors/Formats/Impl/ParquetBlockInputFormat.cpp b/src/Processors/Formats/Impl/ParquetBlockInputFormat.cpp
index c2253fe4b20..9e5f54ba455 100644
--- a/src/Processors/Formats/Impl/ParquetBlockInputFormat.cpp
+++ b/src/Processors/Formats/Impl/ParquetBlockInputFormat.cpp
@@ -70,7 +70,7 @@ Chunk ParquetBlockInputFormat::generate()
 
     ++row_group_current;
 
-    arrow_column_to_ch_column->arrowTableToCHChunk(res, table);
+    arrow_column_to_ch_column->arrowTableToCHChunk(res, table, table->num_rows());
 
     /// If defaults_for_omitted_fields is true, calculate the default values from default expression for omitted fields.
     /// Otherwise fill the missing columns with zero values of its type.
diff --git a/tests/queries/0_stateless/02511_parquet_orc_missing_columns.reference b/tests/queries/0_stateless/02511_parquet_orc_missing_columns.reference
new file mode 100644
index 00000000000..d5318a96f1a
--- /dev/null
+++ b/tests/queries/0_stateless/02511_parquet_orc_missing_columns.reference
@@ -0,0 +1,8 @@
+Hello
+Hello
+Hello
+6	6
+Hello
+Hello
+Hello
+6	6
diff --git a/tests/queries/0_stateless/02511_parquet_orc_missing_columns.sh b/tests/queries/0_stateless/02511_parquet_orc_missing_columns.sh
new file mode 100755
index 00000000000..780504b8807
--- /dev/null
+++ b/tests/queries/0_stateless/02511_parquet_orc_missing_columns.sh
@@ -0,0 +1,18 @@
+#!/usr/bin/env bash
+
+CUR_DIR=$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)
+# shellcheck source=../shell_config.sh
+. "$CUR_DIR"/../shell_config.sh
+
+$CLICKHOUSE_LOCAL -q "select number as x from numbers(3) format Parquet" > 02511_data1.parquet
+$CLICKHOUSE_LOCAL -q "select y from file(02511_data1.parquet, auto, 'x UInt64, y String default \'Hello\'') settings input_format_parquet_allow_missing_columns=1"
+$CLICKHOUSE_LOCAL -q "select number as x, 'Hello' as y from numbers(3) format Parquet" > 02511_data2.parquet
+$CLICKHOUSE_LOCAL -q "select count(*), count(y) from file('02511_data*.parquet', auto, 'x UInt64, y String') settings input_format_parquet_allow_missing_columns=1"
+
+$CLICKHOUSE_LOCAL -q "select number as x from numbers(3) format ORC" > 02511_data1.orc
+$CLICKHOUSE_LOCAL -q "select y from file(02511_data1.orc, auto, 'x UInt64, y String default \'Hello\'') settings input_format_orc_allow_missing_columns=1"
+$CLICKHOUSE_LOCAL -q "select number as x, 'Hello' as y from numbers(3) format ORC" > 02511_data2.orc
+$CLICKHOUSE_LOCAL -q "select count(*), count(y) from file('02511_data*.orc', auto, 'x UInt64, y String') settings input_format_orc_allow_missing_columns=1"
+
+rm 02511_data*
+