diff --git a/datafusion/core/src/datasource/physical_plan/parquet/statistics.rs b/datafusion/core/src/datasource/physical_plan/parquet/statistics.rs
index ae8395aef6a4..25cead612bcd 100644
--- a/datafusion/core/src/datasource/physical_plan/parquet/statistics.rs
+++ b/datafusion/core/src/datasource/physical_plan/parquet/statistics.rs
@@ -20,11 +20,14 @@
 // TODO: potentially move this to arrow-rs: https://github.com/apache/arrow-rs/issues/4328
 
 use arrow::{array::ArrayRef, datatypes::DataType};
-use arrow_array::{new_empty_array, new_null_array, UInt64Array};
+use arrow_array::{
+    new_empty_array, new_null_array, BooleanArray, Int8Array, UInt64Array,
+};
 use arrow_schema::{Field, FieldRef, Schema};
 use datafusion_common::{
     internal_datafusion_err, internal_err, plan_err, Result, ScalarValue,
 };
+use parquet::data_type::{ByteArray, FixedLenByteArray};
 use parquet::file::metadata::ParquetMetaData;
 use parquet::file::statistics::Statistics as ParquetStatistics;
 use parquet::schema::types::SchemaDescriptor;
@@ -52,6 +55,85 @@ fn sign_extend_be(b: &[u8]) -> [u8; 16] {
     result
 }
 
+/// Define an adapter iterator for extracting statistics from an iterator of
+/// `ParquetStatistics`
+///
+///
+/// Handles checking if the statistics are present and valid with the correct type
+///
+/// Parameters:
+/// * `$iterator_type` is the name of the iterator type (e.g. `BoolStatsIterator`)
+/// * `$func` is the function to call to get the value (e.g. `min` or `max`)
+/// * `$parquet_statistics_type` is the type of the statistics (e.g. `ParquetStatistics::Boolean`)
+/// * `$stat_value_type` is the type of the statistics value (e.g. `bool`)
+macro_rules! make_stats_iterator {
+    ($iterator_type:ident, $func:ident, $parquet_statistics_type:path, $stat_value_type:ty) => {
+        /// Maps an iterator of `ParquetStatistics` into an iterator of
+        /// `&$stat_value_type``
+        ///
+        /// Yielded elements:
+        /// * Some(stats) if valid
+        /// * None if the statistics are not present, not valid, or not $stat_value_type
+        struct $iterator_type<'a, I>
+        where
+            I: Iterator<Item = Option<&'a ParquetStatistics>>,
+        {
+            inner: I,
+        }
+
+        impl<'a, I> $iterator_type<'a, I>
+        where
+            I: Iterator<Item = Option<&'a ParquetStatistics>>,
+        {
+            /// create a new iterator to extract $stat_value_type statistics
+            fn new(inner: I) -> Self {
+                Self { inner }
+            }
+        }
+
+        impl<'a, I> Iterator for $iterator_type<'a, I>
+        where
+            I: Iterator<Item = Option<&'a ParquetStatistics>>,
+        {
+            type Item = Option<&'a $stat_value_type>;
+
+            /// return the next statistics value
+            fn next(&mut self) -> Option<Self::Item> {
+                let next_stat = self.inner.next()?;
+                let next_stat = next_stat.and_then(|stats| match stats {
+                    $parquet_statistics_type(s) if stats.has_min_max_set() => {
+                        Some(s.$func())
+                    }
+                    _ => None,
+                });
+                Some(next_stat)
+            }
+
+            fn size_hint(&self) -> (usize, Option<usize>) {
+                self.inner.size_hint()
+            }
+        }
+    };
+}
+
+make_stats_iterator!(MinBoolStatsIterator, min, ParquetStatistics::Boolean, bool);
+make_stats_iterator!(MinInt32StatsIterator, min, ParquetStatistics::Int32, i32);
+make_stats_iterator!(MinInt64StatsIterator, min, ParquetStatistics::Int64, i64);
+make_stats_iterator!(MinF32StatsIterator, min, ParquetStatistics::Float, f32);
+make_stats_iterator!(MinF64StatsIterator, min, ParquetStatistics::Double, f64);
+make_stats_iterator!(
+    MinByteArrayStatsIterator,
+    min,
+    ParquetStatistics::ByteArray,
+    ByteArray
+);
+make_stats_iterator!(
+    MinFixedLenByteArrayStatsIterator,
+    min,
+    ParquetStatistics::FixedLenByteArray,
+    FixedLenByteArray
+);
+
 /// Extract a single min/max statistics from a [`ParquetStatistics`] object
 ///
 /// * `$column_statistics` is the `ParquetStatistics` object
@@ -211,9 +293,23 @@ pub(crate) fn min_statistics<'a, I: Iterator<Item = Option<&'a ParquetStatistics
     data_type: &DataType,
     iterator: I,
 ) -> Result<ArrayRef> {
-    let scalars = iterator
-        .map(|x| x.and_then(|s| get_statistic!(s, min, min_bytes, Some(data_type))));
-    collect_scalars(data_type, scalars)
+    match data_type {
+        DataType::Boolean => {
+            let mins = MinBoolStatsIterator::new(iterator).map(|v| v.cloned());
+            Ok(Arc::new(BooleanArray::from_iter(mins)))
+        }
+        DataType::Int8 => {
+            let mins = MinInt32StatsIterator::new(iterator).map(|v| v.map(|v| *v as i8));
+            Ok(Arc::new(Int8Array::from_iter(mins)))
+        }
+        _ => {
+            // fallback to scalars
+            let scalars = iterator.map(|x| {
+                x.and_then(|s| get_statistic!(s, min, min_bytes, Some(data_type)))
+            });
+            collect_scalars(data_type, scalars)
+        }
+    }
 }
 
 /// Extracts the max statistics from an iterator of [`ParquetStatistics`] to an [`ArrayRef`]