diff --git a/src/paimon/format/parquet/page_filtered_row_group_reader.cpp b/src/paimon/format/parquet/page_filtered_row_group_reader.cpp
index 6a372e2e..4594717f 100644
--- a/src/paimon/format/parquet/page_filtered_row_group_reader.cpp
+++ b/src/paimon/format/parquet/page_filtered_row_group_reader.cpp
@@ -138,9 +138,10 @@ std::pair<RowRanges, int64_t> PageFilteredRowGroupReader::ComputeCompressedRowRa
 Result<std::shared_ptr<arrow::ChunkedArray>> PageFilteredRowGroupReader::ReadFilteredColumn(
     const std::shared_ptr<::parquet::RowGroupReader>& row_group_reader,
     ::parquet::ParquetFileReader* parquet_reader,
-    const std::shared_ptr<::parquet::PageIndexReader>& page_index_reader, int32_t row_group_index,
-    int32_t column_index, const RowRanges& row_ranges, const std::shared_ptr<arrow::Field>& field,
-    int64_t row_group_row_count, ::arrow::MemoryPool* pool) {
+    const std::shared_ptr<::parquet::RowGroupPageIndexReader>& rg_page_index_reader,
+    int32_t row_group_index, int32_t column_index, const RowRanges& row_ranges,
+    const std::shared_ptr<arrow::Field>& field, int64_t row_group_row_count,
+    ::arrow::MemoryPool* pool) {
     auto file_metadata = parquet_reader->metadata();
     const auto* col_descriptor = file_metadata->schema()->Column(column_index);
 
@@ -149,11 +150,8 @@ Result<std::shared_ptr<arrow::ChunkedArray>> PageFilteredRowGroupReader::ReadFil
     int64_t effective_row_count = row_group_row_count;
 
     std::shared_ptr<::parquet::OffsetIndex> offset_index;
-    if (page_index_reader) {
-        auto rg_page_index_reader = page_index_reader->RowGroup(row_group_index);
-        if (rg_page_index_reader) {
-            offset_index = rg_page_index_reader->GetOffsetIndex(column_index);
-        }
+    if (rg_page_index_reader) {
+        offset_index = rg_page_index_reader->GetOffsetIndex(column_index);
     }
 
     auto page_reader = row_group_reader->GetColumnPageReader(column_index);
@@ -263,6 +261,13 @@ Result<std::unique_ptr<arrow::RecordBatchReader>> PageFilteredRowGroupReader::Re
     int64_t row_group_row_count = rg_metadata->num_rows();
     auto page_index_reader = parquet_reader->GetPageIndexReader();
 
+    // reuse RowGroupPageIndexReader for multiple columns in the same row group to avoid redundant
+    // metadata reads
+    std::shared_ptr<::parquet::RowGroupPageIndexReader> rg_page_index_reader;
+    if (page_index_reader) {
+        rg_page_index_reader = page_index_reader->RowGroup(row_group_index);
+    }
+
     // Read each column with page filtering
     std::vector<std::shared_ptr<arrow::ChunkedArray>> columns;
     columns.reserve(column_indices.size());
@@ -270,8 +275,8 @@ Result<std::unique_ptr<arrow::RecordBatchReader>> PageFilteredRowGroupReader::Re
     for (size_t i = 0; i < column_indices.size(); ++i) {
         PAIMON_ASSIGN_OR_RAISE(
             std::shared_ptr<arrow::ChunkedArray> chunked_array,
-            ReadFilteredColumn(row_group_reader, parquet_reader, page_index_reader, row_group_index,
-                               column_indices[i], row_ranges,
+            ReadFilteredColumn(row_group_reader, parquet_reader, rg_page_index_reader,
+                               row_group_index, column_indices[i], row_ranges,
                                arrow_schema->field(static_cast<int>(i)), row_group_row_count,
                                pool));
 
diff --git a/src/paimon/format/parquet/page_filtered_row_group_reader.h b/src/paimon/format/parquet/page_filtered_row_group_reader.h
index 466f664c..24c82e25 100644
--- a/src/paimon/format/parquet/page_filtered_row_group_reader.h
+++ b/src/paimon/format/parquet/page_filtered_row_group_reader.h
@@ -90,7 +90,7 @@ class PageFilteredRowGroupReader {
     static Result<std::shared_ptr<arrow::ChunkedArray>> ReadFilteredColumn(
         const std::shared_ptr<::parquet::RowGroupReader>& row_group_reader,
         ::parquet::ParquetFileReader* parquet_reader,
-        const std::shared_ptr<::parquet::PageIndexReader>& page_index_reader,
+        const std::shared_ptr<::parquet::RowGroupPageIndexReader>& rg_page_index_reader,
         int32_t row_group_index, int32_t column_index, const RowRanges& row_ranges,
         const std::shared_ptr<arrow::Field>& field, int64_t row_group_row_count,
         ::arrow::MemoryPool* pool);