diff --git a/native/core/src/parquet/parquet_exec.rs b/native/core/src/parquet/parquet_exec.rs
index ef4c878b9a..e34b4f4a0e 100644
--- a/native/core/src/parquet/parquet_exec.rs
+++ b/native/core/src/parquet/parquet_exec.rs
@@ -15,6 +15,7 @@
 // specific language governing permissions and limitations
 // under the License.
 
+use crate::execution::jni_api::get_runtime;
 use crate::execution::operators::ExecutionError;
 use crate::parquet::encryption_support::{CometEncryptionConfig, ENCRYPTION_FACTORY_ID};
 use crate::parquet::parquet_read_cached_factory::CachingParquetReaderFactory;
@@ -23,6 +24,7 @@ use crate::parquet::schema_adapter::SparkPhysicalExprAdapterFactory;
 use arrow::datatypes::{Field, SchemaRef};
 use datafusion::config::TableParquetOptions;
 use datafusion::datasource::listing::PartitionedFile;
+use datafusion::datasource::physical_plan::parquet::ParquetAccessPlan;
 use datafusion::datasource::physical_plan::{
     FileGroup, FileScanConfigBuilder, FileSource, ParquetSource,
 };
@@ -37,6 +39,9 @@ use datafusion::prelude::SessionContext;
 use datafusion::scalar::ScalarValue;
 use datafusion_comet_spark_expr::EvalMode;
 use datafusion_datasource::TableSchema;
+use object_store::ObjectStore;
+use parquet::arrow::async_reader::{AsyncFileReader, ParquetObjectReader};
+use parquet::file::metadata::RowGroupMetaData;
 use std::collections::HashMap;
 use std::sync::Arc;
 
@@ -153,7 +158,15 @@ pub(crate) fn init_datasource_exec(
     // Use caching reader factory to avoid redundant footer reads across partitions
     let store = session_ctx.runtime_env().object_store(&object_store_url)?;
     parquet_source = parquet_source
-        .with_parquet_file_reader_factory(Arc::new(CachingParquetReaderFactory::new(store)));
+        .with_parquet_file_reader_factory(Arc::new(CachingParquetReaderFactory::new(
+            Arc::clone(&store),
+        )));
+
+    // Apply midpoint-based row group pruning to match Spark/parquet-mr behavior.
+    // DataFusion's built-in prune_by_range uses start-offset which can disagree with
+    // Spark's midpoint-based assignment, causing some tasks to read no data while
+    // others read too much. We replace the range with an explicit ParquetAccessPlan.
+    let file_groups = apply_midpoint_row_group_pruning(file_groups, &store)?;
 
     let expr_adapter_factory: Arc<dyn PhysicalExprAdapterFactory> = Arc::new(
         SparkPhysicalExprAdapterFactory::new(spark_parquet_options, default_values),
@@ -182,6 +195,78 @@ pub(crate) fn init_datasource_exec(
     Ok(data_source_exec)
 }
 
+/// Compute the midpoint offset of a row group, matching the algorithm used by
+/// Spark (parquet-mr) and parquet-rs to assign row groups to file splits.
+///
+/// The midpoint is: min(data_page_offset, dictionary_page_offset) + compressed_size / 2
+///
+/// A row group belongs to a split if its midpoint falls within [split_start, split_end).
+fn get_row_group_midpoint(rg: &RowGroupMetaData) -> i64 {
+    let col = rg.column(0);
+    let mut offset = col.data_page_offset();
+    if let Some(dict_offset) = col.dictionary_page_offset() {
+        if dict_offset < offset {
+            offset = dict_offset;
+        }
+    }
+    offset + rg.compressed_size() / 2
+}
+
+/// For each PartitionedFile that has a byte range, read the Parquet footer and compute
+/// which row groups belong to this split using the midpoint algorithm (matching Spark/parquet-mr).
+/// Replace the byte range with an explicit ParquetAccessPlan so that DataFusion's
+/// `prune_by_range` (which uses a different algorithm) is bypassed.
+fn apply_midpoint_row_group_pruning(
+    file_groups: Vec<Vec<PartitionedFile>>,
+    store: &Arc<dyn ObjectStore>,
+) -> Result<Vec<Vec<PartitionedFile>>, ExecutionError> {
+    let has_ranges = file_groups
+        .iter()
+        .any(|group| group.iter().any(|f| f.range.is_some()));
+    if !has_ranges {
+        return Ok(file_groups);
+    }
+
+    let rt = get_runtime();
+
+    let mut result = Vec::with_capacity(file_groups.len());
+    for group in file_groups {
+        let mut new_group = Vec::with_capacity(group.len());
+        for mut file in group {
+            if let Some(range) = file.range.take() {
+                let metadata = rt.block_on(async {
+                    let mut reader =
+                        ParquetObjectReader::new(Arc::clone(store), file.object_meta.location.clone())
+                            .with_file_size(file.object_meta.size);
+                    reader.get_metadata(None).await
+                })
+                .map_err(|e| {
+                    ExecutionError::GeneralError(format!(
+                        "Failed to read Parquet metadata for {}: {e}",
+                        file.object_meta.location
+                    ))
+                })?;
+
+                let num_row_groups = metadata.num_row_groups();
+                let mut access_plan = ParquetAccessPlan::new_none(num_row_groups);
+
+                for i in 0..num_row_groups {
+                    let midpoint = get_row_group_midpoint(metadata.row_group(i));
+                    if midpoint >= range.start && midpoint < range.end {
+                        access_plan.scan(i);
+                    }
+                }
+
+                file.extensions = Some(Arc::new(access_plan));
+            }
+            new_group.push(file);
+        }
+        result.push(new_group);
+    }
+
+    Ok(result)
+}
+
 fn get_options(
     session_timezone: &str,
     case_sensitive: bool,