diff --git a/be/src/common/config.cpp b/be/src/common/config.cpp
index 2badc8ca97f4b5..2b2b8cdf4aad73 100644
--- a/be/src/common/config.cpp
+++ b/be/src/common/config.cpp
@@ -1960,6 +1960,8 @@ Status set_fuzzy_configs() {
     // if have set enable_fuzzy_mode=true in be.conf, will fuzzy those field and values
     fuzzy_field_and_value["disable_storage_page_cache"] =
             ((distribution(*generator) % 2) == 0) ? "true" : "false";
+    fuzzy_field_and_value["disable_segment_cache"] =
+            ((distribution(*generator) % 2) == 0) ? "true" : "false";
     fuzzy_field_and_value["enable_system_metrics"] =
             ((distribution(*generator) % 2) == 0) ? "true" : "false";
     fuzzy_field_and_value["enable_set_in_bitmap_value"] =
diff --git a/be/src/exec/rowid_fetcher.cpp b/be/src/exec/rowid_fetcher.cpp
index bcad6ea4d9863a..b8f00e4d16cef0 100644
--- a/be/src/exec/rowid_fetcher.cpp
+++ b/be/src/exec/rowid_fetcher.cpp
@@ -534,15 +534,21 @@ Status RowIdStorageReader::read_by_rowids(const PMultiGetRequestV2& request,
                     }
                 }
 
-                if (first_file_mapping->type == FileMappingType::INTERNAL) {
-                    RETURN_IF_ERROR(read_batch_doris_format_row(
-                            request_block_desc, id_file_map, slots, tquery_id, result_blocks[i],
-                            stats, &acquire_tablet_ms, &acquire_rowsets_ms, &acquire_segments_ms,
-                            &lookup_row_data_ms));
-                } else {
-                    RETURN_IF_ERROR(read_batch_external_row(
-                            request_block_desc, id_file_map, slots, first_file_mapping, tquery_id,
-                            result_blocks[i], &external_init_reader_ms, &external_get_block_ms));
+                try {
+                    if (first_file_mapping->type == FileMappingType::INTERNAL) {
+                        RETURN_IF_ERROR(read_batch_doris_format_row(
+                                request_block_desc, id_file_map, slots, tquery_id, result_blocks[i],
+                                stats, &acquire_tablet_ms, &acquire_rowsets_ms,
+                                &acquire_segments_ms, &lookup_row_data_ms));
+                    } else {
+                        RETURN_IF_ERROR(read_batch_external_row(
+                                request_block_desc, id_file_map, slots, first_file_mapping,
+                                tquery_id, result_blocks[i], &external_init_reader_ms,
+                                &external_get_block_ms));
+                    }
+                } catch (const Exception& e) {
+                    return Status::Error<false>(e.code(), "Row id fetch failed because {}",
+                                                e.what());
                 }
 
                 // after read the block, shrink char type block
diff --git a/be/src/olap/rowset/segment_v2/segment.cpp b/be/src/olap/rowset/segment_v2/segment.cpp
index e5994cb66d62e5..a007a2b302fa71 100644
--- a/be/src/olap/rowset/segment_v2/segment.cpp
+++ b/be/src/olap/rowset/segment_v2/segment.cpp
@@ -1142,11 +1142,16 @@ Status Segment::seek_and_read_by_rowid(const TabletSchema& schema, SlotDescripto
             .io_ctx = io::IOContext {.reader_type = ReaderType::READER_QUERY,
                                      .file_cache_stats = &stats.file_cache_stats},
     };
+
     std::vector<segment_v2::rowid_t> single_row_loc {row_id};
     if (!slot->column_paths().empty()) {
         vectorized::PathInDataPtr path = std::make_shared<vectorized::PathInData>(
                 schema.column_by_uid(slot->col_unique_id()).name_lower_case(),
                 slot->column_paths());
+
+        // here need create column readers to make sure column reader is created before seek_and_read_by_rowid
+        // if segment cache miss, column reader will be created to make sure the variant column result not coredump
+        RETURN_IF_ERROR(_create_column_readers_once(&stats));
         auto storage_type = get_data_type_of(ColumnIdentifier {.unique_id = slot->col_unique_id(),
                                                                .path = path,
                                                                .is_nullable = slot->is_nullable()},