diff --git a/internal/core/src/exec/operator/groupby/SearchGroupByOperator.h b/internal/core/src/exec/operator/groupby/SearchGroupByOperator.h
index 3a91bb1828818..f05c42c22dbfe 100644
--- a/internal/core/src/exec/operator/groupby/SearchGroupByOperator.h
+++ b/internal/core/src/exec/operator/groupby/SearchGroupByOperator.h
@@ -61,50 +61,53 @@ class GrowingDataGetter : public DataGetter<T> {
 template <typename T>
 class SealedDataGetter : public DataGetter<T> {
  private:
-    std::shared_ptr<Span<T>> field_data_;
-    std::shared_ptr<std::vector<std::string_view>> str_field_data_;
-    const index::ScalarIndex<T>* field_index_;
+    const segcore::SegmentSealed& segment_;
+    const FieldId field_id_;
+    bool from_data_;
 
+    mutable std::unordered_map<int64_t, std::vector<std::string_view>>
+        str_view_map_;
+    // Getting str_view from segment is cpu-costly, this map is to cache this view for performance
  public:
-    SealedDataGetter(const segcore::SegmentSealed& segment, FieldId& field_id) {
-        if (segment.HasFieldData(field_id)) {
-            if constexpr (std::is_same_v<T, std::string>) {
-                str_field_data_ =
-                    std::make_shared<std::vector<std::string_view>>(
-                        segment.chunk_view<std::string_view>(field_id, 0)
-                            .first);
-            } else {
-                auto span = segment.chunk_data<T>(field_id, 0);
-                field_data_ = std::make_shared<Span<T>>(
-                    span.data(), span.valid_data(), span.row_count());
-            }
-        } else if (segment.HasIndex(field_id)) {
-            this->field_index_ = &(segment.chunk_scalar_index<T>(field_id, 0));
-        } else {
-            PanicInfo(UnexpectedError,
-                      "The segment used to init data getter has no effective "
-                      "data source, neither"
-                      "index or data");
+    SealedDataGetter(const segcore::SegmentSealed& segment, FieldId& field_id)
+        : segment_(segment), field_id_(field_id) {
+        from_data_ = segment_.HasFieldData(field_id_);
+        if (!from_data_ && !segment_.HasIndex(field_id_)) {
+            PanicInfo(
+                UnexpectedError,
+                "The segment:{} used to init data getter has no effective "
+                "data source, neither"
+                "index or data",
+                segment_.get_segment_id());
         }
     }
 
-    SealedDataGetter(const SealedDataGetter<T>& other)
-        : field_data_(other.field_data_),
-          str_field_data_(other.str_field_data_),
-          field_index_(other.field_index_) {
-    }
-
     T
     Get(int64_t idx) const {
-        if (field_data_ || str_field_data_) {
+        if (from_data_) {
+            auto id_offset_pair = segment_.get_chunk_by_offset(field_id_, idx);
+            auto chunk_id = id_offset_pair.first;
+            auto inner_offset = id_offset_pair.second;
             if constexpr (std::is_same_v<T, std::string>) {
+                if (str_view_map_.find(chunk_id) == str_view_map_.end()) {
+                    // for now, search_group_by does not handle null values
+                    auto [str_chunk_view, _] =
+                        segment_.chunk_view<std::string_view>(field_id_,
+                                                              chunk_id);
+                    str_view_map_[chunk_id] = std::move(str_chunk_view);
+                }
+                auto& str_chunk_view = str_view_map_[chunk_id];
                 std::string_view str_val_view =
-                    str_field_data_->operator[](idx);
+                    str_chunk_view.operator[](inner_offset);
                 return std::string(str_val_view.data(), str_val_view.length());
+            } else {
+                Span<T> span = segment_.chunk_data<T>(field_id_, chunk_id);
+                auto raw = span.operator[](inner_offset);
+                return raw;
             }
-            return field_data_->operator[](idx);
         } else {
-            auto raw = (*field_index_).Reverse_Lookup(idx);
+            auto& chunk_index = segment_.chunk_scalar_index<T>(field_id_, 0);
+            auto raw = chunk_index.Reverse_Lookup(idx);
             AssertInfo(raw.has_value(), "field data not found");
             return raw.value();
         }
diff --git a/internal/core/src/index/ScalarIndex.h b/internal/core/src/index/ScalarIndex.h
index 15c95d27e0b0e..ba1ac78da992a 100644
--- a/internal/core/src/index/ScalarIndex.h
+++ b/internal/core/src/index/ScalarIndex.h
@@ -134,7 +134,7 @@ class ScalarIndex : public IndexBase {
     }
 
     virtual bool
-    IsMmapSupported() const {
+    IsMmapSupported() const override {
         return index_type_ == milvus::index::BITMAP_INDEX_TYPE ||
                index_type_ == milvus::index::HYBRID_INDEX_TYPE;
     }
diff --git a/internal/core/src/segcore/SegmentSealedImpl.h b/internal/core/src/segcore/SegmentSealedImpl.h
index 0266916dd5f7a..3b99562b6d714 100644
--- a/internal/core/src/segcore/SegmentSealedImpl.h
+++ b/internal/core/src/segcore/SegmentSealedImpl.h
@@ -165,7 +165,14 @@ class SegmentSealedImpl : public SegmentSealed {
 
     std::pair<int64_t, int64_t>
     get_chunk_by_offset(FieldId field_id, int64_t offset) const override {
-        PanicInfo(ErrorCode::Unsupported, "Not implemented");
+        if (fields_.find(field_id) == fields_.end()) {
+            PanicInfo(
+                ErrorCode::FieldIDInvalid,
+                "Failed to get chunk offset towards a non-existing field:{}",
+                field_id.get());
+        }
+        // for sealed segment, chunk id is always zero and input offset is the target offset
+        return std::make_pair(0, offset);
     }
 
     int64_t