diff --git a/src/mito2/src/memtable.rs b/src/mito2/src/memtable.rs
index f7d05c621f62..6adc6eb96aec 100644
--- a/src/mito2/src/memtable.rs
+++ b/src/mito2/src/memtable.rs
@@ -110,6 +110,15 @@ impl MemtableStats {
 
 pub type BoxedBatchIterator = Box<dyn Iterator<Item = Result<Batch>> + Send>;
 
+/// Ranges in a memtable.
+#[derive(Default)]
+pub struct MemtableRanges {
+    /// Range IDs and ranges.
+    pub ranges: BTreeMap<usize, MemtableRange>,
+    /// Statistics of the memtable at the query time.
+    pub stats: MemtableStats,
+}
+
 /// In memory write buffer.
 pub trait Memtable: Send + Sync + fmt::Debug {
     /// Returns the id of this memtable.
@@ -139,7 +148,7 @@ pub trait Memtable: Send + Sync + fmt::Debug {
         &self,
         projection: Option<&[ColumnId]>,
         predicate: Option<Predicate>,
-    ) -> BTreeMap<usize, MemtableRange>;
+    ) -> MemtableRanges;
 
     /// Returns true if the memtable is empty.
     fn is_empty(&self) -> bool;
diff --git a/src/mito2/src/memtable/bulk.rs b/src/mito2/src/memtable/bulk.rs
index 46e757f3df16..96e6c70acdf9 100644
--- a/src/mito2/src/memtable/bulk.rs
+++ b/src/mito2/src/memtable/bulk.rs
@@ -14,7 +14,6 @@
 
 //! Memtable implementation for bulk load
 
-use std::collections::BTreeMap;
 use std::sync::{Arc, RwLock};
 
 use store_api::metadata::RegionMetadataRef;
@@ -25,7 +24,7 @@ use crate::error::Result;
 use crate::memtable::bulk::part::BulkPart;
 use crate::memtable::key_values::KeyValue;
 use crate::memtable::{
-    BoxedBatchIterator, KeyValues, Memtable, MemtableId, MemtableRange, MemtableRef, MemtableStats,
+    BoxedBatchIterator, KeyValues, Memtable, MemtableId, MemtableRanges, MemtableRef, MemtableStats,
 };
 
 #[allow(unused)]
@@ -68,7 +67,7 @@ impl Memtable for BulkMemtable {
         &self,
         _projection: Option<&[ColumnId]>,
         _predicate: Option<Predicate>,
-    ) -> BTreeMap<usize, MemtableRange> {
+    ) -> MemtableRanges {
         todo!()
     }
 
diff --git a/src/mito2/src/memtable/partition_tree.rs b/src/mito2/src/memtable/partition_tree.rs
index 4c4b471643bd..1376f923316c 100644
--- a/src/mito2/src/memtable/partition_tree.rs
+++ b/src/mito2/src/memtable/partition_tree.rs
@@ -23,7 +23,6 @@ mod shard;
 mod shard_builder;
 mod tree;
 
-use std::collections::BTreeMap;
 use std::fmt;
 use std::sync::atomic::{AtomicI64, AtomicUsize, Ordering};
 use std::sync::Arc;
@@ -41,7 +40,7 @@ use crate::memtable::partition_tree::tree::PartitionTree;
 use crate::memtable::stats::WriteMetrics;
 use crate::memtable::{
     AllocTracker, BoxedBatchIterator, BulkPart, IterBuilder, KeyValues, Memtable, MemtableBuilder,
-    MemtableId, MemtableRange, MemtableRangeContext, MemtableRef, MemtableStats,
+    MemtableId, MemtableRange, MemtableRangeContext, MemtableRanges, MemtableRef, MemtableStats,
 };
 use crate::region::options::MergeMode;
 
@@ -176,7 +175,7 @@ impl Memtable for PartitionTreeMemtable {
         &self,
         projection: Option<&[ColumnId]>,
         predicate: Option<Predicate>,
-    ) -> BTreeMap<usize, MemtableRange> {
+    ) -> MemtableRanges {
         let projection = projection.map(|ids| ids.to_vec());
         let builder = Box::new(PartitionTreeIterBuilder {
             tree: self.tree.clone(),
@@ -185,7 +184,10 @@ impl Memtable for PartitionTreeMemtable {
         });
         let context = Arc::new(MemtableRangeContext::new(self.id, builder));
 
-        [(0, MemtableRange::new(context))].into()
+        MemtableRanges {
+            ranges: [(0, MemtableRange::new(context))].into(),
+            stats: self.stats(),
+        }
     }
 
     fn is_empty(&self) -> bool {
diff --git a/src/mito2/src/memtable/time_series.rs b/src/mito2/src/memtable/time_series.rs
index 4959c468b6db..8ef6f4412120 100644
--- a/src/mito2/src/memtable/time_series.rs
+++ b/src/mito2/src/memtable/time_series.rs
@@ -45,7 +45,7 @@ use crate::memtable::key_values::KeyValue;
 use crate::memtable::stats::WriteMetrics;
 use crate::memtable::{
     AllocTracker, BoxedBatchIterator, BulkPart, IterBuilder, KeyValues, Memtable, MemtableBuilder,
-    MemtableId, MemtableRange, MemtableRangeContext, MemtableRef, MemtableStats,
+    MemtableId, MemtableRange, MemtableRangeContext, MemtableRanges, MemtableRef, MemtableStats,
 };
 use crate::metrics::{READ_ROWS_TOTAL, READ_STAGE_ELAPSED};
 use crate::read::dedup::LastNonNullIter;
@@ -250,7 +250,7 @@ impl Memtable for TimeSeriesMemtable {
         &self,
         projection: Option<&[ColumnId]>,
         predicate: Option<Predicate>,
-    ) -> BTreeMap<usize, MemtableRange> {
+    ) -> MemtableRanges {
         let projection = if let Some(projection) = projection {
             projection.iter().copied().collect()
         } else {
@@ -268,7 +268,10 @@ impl Memtable for TimeSeriesMemtable {
         });
         let context = Arc::new(MemtableRangeContext::new(self.id, builder));
 
-        [(0, MemtableRange::new(context))].into()
+        MemtableRanges {
+            ranges: [(0, MemtableRange::new(context))].into(),
+            stats: self.stats(),
+        }
     }
 
     fn is_empty(&self) -> bool {
diff --git a/src/mito2/src/read/range.rs b/src/mito2/src/read/range.rs
index bdad5f8fef0c..1b29e196a2fe 100644
--- a/src/mito2/src/read/range.rs
+++ b/src/mito2/src/read/range.rs
@@ -24,7 +24,7 @@ use store_api::region_engine::PartitionRange;
 
 use crate::cache::CacheManager;
 use crate::error::Result;
-use crate::memtable::{MemtableRange, MemtableRef};
+use crate::memtable::{MemtableRange, MemtableRanges, MemtableStats};
 use crate::read::scan_region::ScanInput;
 use crate::sst::file::{overlaps, FileHandle, FileTimeRange};
 use crate::sst::parquet::file_range::{FileRange, FileRangeContextRef};
@@ -175,7 +175,7 @@ impl RangeMeta {
         }
     }
 
-    fn push_unordered_mem_ranges(memtables: &[MemtableRef], ranges: &mut Vec<RangeMeta>) {
+    fn push_unordered_mem_ranges(memtables: &[MemRangeBuilder], ranges: &mut Vec<RangeMeta>) {
         // For append mode, we can parallelize reading memtables.
         for (memtable_index, memtable) in memtables.iter().enumerate() {
             let stats = memtable.stats();
@@ -270,7 +270,7 @@ impl RangeMeta {
         }
     }
 
-    fn push_seq_mem_ranges(memtables: &[MemtableRef], ranges: &mut Vec<RangeMeta>) {
+    fn push_seq_mem_ranges(memtables: &[MemRangeBuilder], ranges: &mut Vec<RangeMeta>) {
         // For non append-only mode, each range only contains one memtable by default.
         for (i, memtable) in memtables.iter().enumerate() {
             let stats = memtable.stats();
@@ -421,29 +421,38 @@ impl FileRangeBuilder {
 /// Builder to create mem ranges.
 pub(crate) struct MemRangeBuilder {
     /// Ranges of a memtable.
-    row_groups: BTreeMap<usize, MemtableRange>,
+    ranges: MemtableRanges,
 }
 
 impl MemRangeBuilder {
     /// Builds a mem range builder from row groups.
-    pub(crate) fn new(row_groups: BTreeMap<usize, MemtableRange>) -> Self {
-        Self { row_groups }
+    pub(crate) fn new(ranges: MemtableRanges) -> Self {
+        Self { ranges }
     }
 
     /// Builds mem ranges to read in the memtable.
     /// Negative `row_group_index` indicates all row groups.
-    fn build_ranges(&self, row_group_index: i64, ranges: &mut SmallVec<[MemtableRange; 2]>) {
+    pub(crate) fn build_ranges(
+        &self,
+        row_group_index: i64,
+        ranges: &mut SmallVec<[MemtableRange; 2]>,
+    ) {
         if row_group_index >= 0 {
             let row_group_index = row_group_index as usize;
             // Scans one row group.
-            let Some(range) = self.row_groups.get(&row_group_index) else {
+            let Some(range) = self.ranges.ranges.get(&row_group_index) else {
                 return;
             };
             ranges.push(range.clone());
         } else {
-            ranges.extend(self.row_groups.values().cloned());
+            ranges.extend(self.ranges.ranges.values().cloned());
         }
     }
+
+    /// Returns the statistics of the memtable.
+    pub(crate) fn stats(&self) -> &MemtableStats {
+        &self.ranges.stats
+    }
 }
 
 /// List to manages the builders to create file ranges.
@@ -451,18 +460,15 @@ impl MemRangeBuilder {
 /// the list to different streams in the same partition.
 pub(crate) struct RangeBuilderList {
     num_memtables: usize,
-    mem_builders: Mutex<Vec<Option<MemRangeBuilder>>>,
     file_builders: Mutex<Vec<Option<Arc<FileRangeBuilder>>>>,
 }
 
 impl RangeBuilderList {
     /// Creates a new [ReaderBuilderList] with the given number of memtables and files.
     pub(crate) fn new(num_memtables: usize, num_files: usize) -> Self {
-        let mem_builders = (0..num_memtables).map(|_| None).collect();
         let file_builders = (0..num_files).map(|_| None).collect();
         Self {
             num_memtables,
-            mem_builders: Mutex::new(mem_builders),
             file_builders: Mutex::new(file_builders),
         }
     }
@@ -488,26 +494,6 @@ impl RangeBuilderList {
         Ok(ranges)
     }
 
-    /// Builds mem ranges to read the row group at `index`.
-    pub(crate) fn build_mem_ranges(
-        &self,
-        input: &ScanInput,
-        index: RowGroupIndex,
-    ) -> SmallVec<[MemtableRange; 2]> {
-        let mut ranges = SmallVec::new();
-        let mut mem_builders = self.mem_builders.lock().unwrap();
-        match &mut mem_builders[index.index] {
-            Some(builder) => builder.build_ranges(index.row_group_index, &mut ranges),
-            None => {
-                let builder = input.prune_memtable(index.index);
-                builder.build_ranges(index.row_group_index, &mut ranges);
-                mem_builders[index.index] = Some(builder);
-            }
-        }
-
-        ranges
-    }
-
     fn get_file_builder(&self, index: usize) -> Option<Arc<FileRangeBuilder>> {
         let file_builders = self.file_builders.lock().unwrap();
         file_builders[index].clone()
diff --git a/src/mito2/src/read/scan_region.rs b/src/mito2/src/read/scan_region.rs
index 32b8c90cda02..946ef2884132 100644
--- a/src/mito2/src/read/scan_region.rs
+++ b/src/mito2/src/read/scan_region.rs
@@ -24,6 +24,7 @@ use common_recordbatch::SendableRecordBatchStream;
 use common_telemetry::{debug, error, tracing, warn};
 use common_time::range::TimestampRange;
 use datafusion_expr::utils::expr_to_columns;
+use smallvec::SmallVec;
 use store_api::region_engine::{PartitionRange, RegionScannerRef};
 use store_api::storage::{ScanRequest, TimeSeriesRowSelector};
 use table::predicate::{build_time_range_predicate, Predicate};
@@ -35,7 +36,7 @@ use crate::cache::file_cache::FileCacheRef;
 use crate::cache::CacheManagerRef;
 use crate::config::DEFAULT_SCAN_CHANNEL_SIZE;
 use crate::error::Result;
-use crate::memtable::MemtableRef;
+use crate::memtable::MemtableRange;
 use crate::metrics::READ_SST_COUNT;
 use crate::read::compat::{self, CompatBatch};
 use crate::read::projection::ProjectionMapper;
@@ -328,6 +329,14 @@ impl ScanRegion {
             Some(p) => ProjectionMapper::new(&self.version.metadata, p.iter().copied())?,
             None => ProjectionMapper::all(&self.version.metadata)?,
         };
+        // Get memtable ranges to scan.
+        let memtables = memtables
+            .into_iter()
+            .map(|mem| {
+                let ranges = mem.ranges(Some(mapper.column_ids()), Some(predicate.clone()));
+                MemRangeBuilder::new(ranges)
+            })
+            .collect();
 
         let input = ScanInput::new(self.access_layer, mapper)
             .with_time_range(Some(time_range))
@@ -484,8 +493,8 @@ pub(crate) struct ScanInput {
     time_range: Option<TimestampRange>,
     /// Predicate to push down.
     pub(crate) predicate: Option<Predicate>,
-    /// Memtables to scan.
-    pub(crate) memtables: Vec<MemtableRef>,
+    /// Memtable range builders for memtables in the time range..
+    pub(crate) memtables: Vec<MemRangeBuilder>,
     /// Handles to SST files to scan.
     pub(crate) files: Vec<FileHandle>,
     /// Cache.
@@ -547,9 +556,9 @@ impl ScanInput {
         self
     }
 
-    /// Sets memtables to read.
+    /// Sets memtable range builders.
     #[must_use]
-    pub(crate) fn with_memtables(mut self, memtables: Vec<MemtableRef>) -> Self {
+    pub(crate) fn with_memtables(mut self, memtables: Vec<MemRangeBuilder>) -> Self {
         self.memtables = memtables;
         self
     }
@@ -667,11 +676,12 @@ impl ScanInput {
         Ok(sources)
     }
 
-    /// Prunes a memtable to scan and returns the builder to build readers.
-    pub(crate) fn prune_memtable(&self, mem_index: usize) -> MemRangeBuilder {
-        let memtable = &self.memtables[mem_index];
-        let row_groups = memtable.ranges(Some(self.mapper.column_ids()), self.predicate.clone());
-        MemRangeBuilder::new(row_groups)
+    /// Builds memtable ranges to scan by `index`.
+    pub(crate) fn build_mem_ranges(&self, index: RowGroupIndex) -> SmallVec<[MemtableRange; 2]> {
+        let memtable = &self.memtables[index.index];
+        let mut ranges = SmallVec::new();
+        memtable.build_ranges(index.row_group_index, &mut ranges);
+        ranges
     }
 
     /// Prunes a file to scan and returns the builder to build readers.
diff --git a/src/mito2/src/read/scan_util.rs b/src/mito2/src/read/scan_util.rs
index 0bdf62e77e03..77a9bb161254 100644
--- a/src/mito2/src/read/scan_util.rs
+++ b/src/mito2/src/read/scan_util.rs
@@ -137,10 +137,9 @@ pub(crate) fn scan_mem_ranges(
     part_metrics: PartitionMetrics,
     index: RowGroupIndex,
     time_range: FileTimeRange,
-    range_builder_list: Arc<RangeBuilderList>,
 ) -> impl Stream<Item = Result<Batch>> {
     try_stream! {
-        let ranges = range_builder_list.build_mem_ranges(&stream_ctx.input, index);
+        let ranges = stream_ctx.input.build_mem_ranges(index);
         part_metrics.inc_num_mem_ranges(ranges.len());
         for range in ranges {
             let build_reader_start = Instant::now();
diff --git a/src/mito2/src/read/seq_scan.rs b/src/mito2/src/read/seq_scan.rs
index bdf3a7d6b8bb..ca9291c0f6ed 100644
--- a/src/mito2/src/read/seq_scan.rs
+++ b/src/mito2/src/read/seq_scan.rs
@@ -403,7 +403,6 @@ fn build_sources(
                 part_metrics.clone(),
                 *index,
                 range_meta.time_range,
-                range_builder_list.clone(),
             );
             Box::pin(stream) as _
         } else {
diff --git a/src/mito2/src/read/unordered_scan.rs b/src/mito2/src/read/unordered_scan.rs
index 60e5ca5c7cdb..28e7d64addd8 100644
--- a/src/mito2/src/read/unordered_scan.rs
+++ b/src/mito2/src/read/unordered_scan.rs
@@ -97,7 +97,6 @@ impl UnorderedScan {
                         part_metrics.clone(),
                         *index,
                         range_meta.time_range,
-                        range_builder_list.clone(),
                     );
                     for await batch in stream {
                         yield batch;
diff --git a/src/mito2/src/test_util/memtable_util.rs b/src/mito2/src/test_util/memtable_util.rs
index f1cc57aa3b51..1a0eacecf823 100644
--- a/src/mito2/src/test_util/memtable_util.rs
+++ b/src/mito2/src/test_util/memtable_util.rs
@@ -35,7 +35,7 @@ use crate::memtable::key_values::KeyValue;
 use crate::memtable::partition_tree::data::{timestamp_array_to_i64_slice, DataBatch, DataBuffer};
 use crate::memtable::{
     BoxedBatchIterator, BulkPart, KeyValues, Memtable, MemtableBuilder, MemtableId, MemtableRange,
-    MemtableRef, MemtableStats,
+    MemtableRanges, MemtableRef, MemtableStats,
 };
 use crate::row_converter::{McmpRowCodec, RowCodec, SortField};
 
@@ -93,8 +93,8 @@ impl Memtable for EmptyMemtable {
         &self,
         _projection: Option<&[ColumnId]>,
         _predicate: Option<Predicate>,
-    ) -> BTreeMap<usize, MemtableRange> {
-        BTreeMap::new()
+    ) -> MemtableRanges {
+        MemtableRanges::default()
     }
 
     fn is_empty(&self) -> bool {