diff --git a/datafusion/core/src/datasource/file_format/parquet.rs b/datafusion/core/src/datasource/file_format/parquet.rs
index 0db6fa634c08..be022a29318c 100644
--- a/datafusion/core/src/datasource/file_format/parquet.rs
+++ b/datafusion/core/src/datasource/file_format/parquet.rs
@@ -577,9 +577,15 @@ mod tests {
     use datafusion_common::ScalarValue;
     use futures::stream::BoxStream;
     use futures::StreamExt;
+    use log::error;
     use object_store::local::LocalFileSystem;
     use object_store::path::Path;
     use object_store::{GetResult, ListResult, MultipartId};
+    use parquet::arrow::arrow_reader::ArrowReaderOptions;
+    use parquet::arrow::ParquetRecordBatchStreamBuilder;
+    use parquet::file::metadata::{ParquetColumnIndex, ParquetOffsetIndex};
+    use parquet::file::page_index::index::Index;
+    use tokio::fs::File;
     use tokio::io::AsyncWrite;
 
     #[tokio::test]
@@ -1126,6 +1132,73 @@ mod tests {
 
         Ok(())
     }
+    #[tokio::test]
+    async fn test_read_parquet_page_index() -> Result<()> {
+        let testdata = crate::test_util::parquet_test_data();
+        let path = format!("{}/alltypes_tiny_pages.parquet", testdata);
+        let file = File::open(path).await.unwrap();
+        let options = ArrowReaderOptions::new().with_page_index(true);
+        let builder =
+            ParquetRecordBatchStreamBuilder::new_with_options(file, options.clone())
+                .await
+                .unwrap()
+                .metadata()
+                .clone();
+        check_page_index_validation(builder.page_indexes(), builder.offset_indexes());
+
+        let path = format!("{}/alltypes_tiny_pages_plain.parquet", testdata);
+        let file = File::open(path).await.unwrap();
+
+        let builder = ParquetRecordBatchStreamBuilder::new_with_options(file, options)
+            .await
+            .unwrap()
+            .metadata()
+            .clone();
+        check_page_index_validation(builder.page_indexes(), builder.offset_indexes());
+
+        Ok(())
+    }
+
+    fn check_page_index_validation(
+        page_index: Option<&ParquetColumnIndex>,
+        offset_index: Option<&ParquetOffsetIndex>,
+    ) {
+        assert!(page_index.is_some());
+        assert!(offset_index.is_some());
+
+        let page_index = page_index.unwrap();
+        let offset_index = offset_index.unwrap();
+
+        // there is only one row group in one file.
+        assert_eq!(page_index.len(), 1);
+        assert_eq!(offset_index.len(), 1);
+        let page_index = page_index.get(0).unwrap();
+        let offset_index = offset_index.get(0).unwrap();
+
+        // 13 col in one row group
+        assert_eq!(page_index.len(), 13);
+        assert_eq!(offset_index.len(), 13);
+
+        // test result in int_col
+        let int_col_index = page_index.get(4).unwrap();
+        let int_col_offset = offset_index.get(4).unwrap();
+
+        // 325 pages in int_col
+        assert_eq!(int_col_offset.len(), 325);
+        match int_col_index {
+            Index::INT32(index) => {
+                assert_eq!(index.indexes.len(), 325);
+                for min_max in index.clone().indexes {
+                    assert!(min_max.min.is_some());
+                    assert!(min_max.max.is_some());
+                    assert!(min_max.null_count.is_some());
+                }
+            }
+            _ => {
+                error!("fail to read page index.")
+            }
+        }
+    }
 
     fn assert_bytes_scanned(exec: Arc<dyn ExecutionPlan>, expected: usize) {
         let actual = exec
diff --git a/datafusion/core/src/physical_plan/file_format/parquet.rs b/datafusion/core/src/physical_plan/file_format/parquet.rs
index ff6507c7f65e..68c902a40b50 100644
--- a/datafusion/core/src/physical_plan/file_format/parquet.rs
+++ b/datafusion/core/src/physical_plan/file_format/parquet.rs
@@ -57,6 +57,7 @@ use futures::future::BoxFuture;
 use futures::{FutureExt, StreamExt, TryFutureExt, TryStreamExt};
 use log::debug;
 use object_store::{ObjectMeta, ObjectStore};
+use parquet::arrow::arrow_reader::ArrowReaderOptions;
 use parquet::arrow::async_reader::AsyncFileReader;
 use parquet::arrow::{ArrowWriter, ParquetRecordBatchStreamBuilder, ProjectionMask};
 use parquet::basic::{ConvertedType, LogicalType};
@@ -78,6 +79,11 @@ pub struct ParquetScanOptions {
     /// If true, the generated `RowFilter` may reorder the predicate `Expr`s to try and optimize
     /// the cost of filter evaluation.
     reorder_predicates: bool,
+    /// If enabled, the reader will read the page index
+    /// This is used to optimise filter pushdown
+    /// via `RowSelector` and `RowFilter` by
+    /// eliminating unnecessary IO and decoding
+    enable_page_index: bool,
 }
 
 impl ParquetScanOptions {
@@ -92,6 +98,12 @@ impl ParquetScanOptions {
         self.reorder_predicates = reorder_predicates;
         self
     }
+
+    /// Set whether to read page index when reading parquet
+    pub fn with_page_index(mut self, page_index: bool) -> Self {
+        self.enable_page_index = page_index;
+        self
+    }
 }
 
 /// Execution plan for scanning one or more Parquet partitions
@@ -393,9 +405,13 @@ impl FileOpener for ParquetOpener {
         let table_schema = self.table_schema.clone();
         let reorder_predicates = self.scan_options.reorder_predicates;
         let pushdown_filters = self.scan_options.pushdown_filters;
+        let enable_page_index = self.scan_options.enable_page_index;
 
         Ok(Box::pin(async move {
-            let mut builder = ParquetRecordBatchStreamBuilder::new(reader).await?;
+            let options = ArrowReaderOptions::new().with_page_index(enable_page_index);
+            let mut builder =
+                ParquetRecordBatchStreamBuilder::new_with_options(reader, options)
+                    .await?;
             let adapted_projections =
                 schema_adapter.map_projections(builder.schema(), &projection)?;
 
diff --git a/parquet-testing b/parquet-testing
index ddd898958803..a11fc8f148f8 160000
--- a/parquet-testing
+++ b/parquet-testing
@@ -1 +1 @@
-Subproject commit ddd898958803cb89b7156c6350584d1cda0fe8de
+Subproject commit a11fc8f148f8a7a89d9281cc0da3eb9d56095fbf
diff --git a/testing b/testing
index a8f7be380531..5bab2f264a23 160000
--- a/testing
+++ b/testing
@@ -1 +1 @@
-Subproject commit a8f7be380531758eb7962542a5eb020d8795aa20
+Subproject commit 5bab2f264a23f5af68f69ea93d24ef1e8e77fc88