diff --git a/internal/core/src/exec/expression/BinaryRangeExpr.cpp b/internal/core/src/exec/expression/BinaryRangeExpr.cpp
index 17fa00ae92..057fed18cc 100644
--- a/internal/core/src/exec/expression/BinaryRangeExpr.cpp
+++ b/internal/core/src/exec/expression/BinaryRangeExpr.cpp
@@ -722,9 +722,7 @@ PhyBinaryRangeFilterExpr::ExecRangeVisitorImplForJsonStats() {
                     }
                 }
             };
-        if (!index->CanSkipShared(pointer)) {
-            index->ExecuteForSharedData(op_ctx_, pointer, shared_executor);
-        }
+        index->ExecuteForSharedData(op_ctx_, pointer, shared_executor);
         cached_index_chunk_id_ = 0;
     }
 
diff --git a/internal/core/src/exec/expression/ExistsExpr.cpp b/internal/core/src/exec/expression/ExistsExpr.cpp
index a1c8bfb297..d475bd4659 100644
--- a/internal/core/src/exec/expression/ExistsExpr.cpp
+++ b/internal/core/src/exec/expression/ExistsExpr.cpp
@@ -216,16 +216,14 @@ PhyExistsFilterExpr::EvalJsonExistsForDataSegmentByStats() {
             res_view |= temp_valid_view;
         }
 
-        if (!index->CanSkipShared(pointer)) {
-            // process shared data, need to check if the value is empty
-            // which match the semantics of exists in Json.h
-            index->ExecuteForSharedData(
-                op_ctx_,
-                pointer,
-                [&](BsonView bson, uint32_t row_id, uint32_t offset) {
-                    res_view[row_id] = !bson.IsBsonValueEmpty(offset);
-                });
-        }
+        // process shared data, need to check if the value is empty
+        // which match the semantics of exists in Json.h
+        index->ExecuteForSharedData(
+            op_ctx_,
+            pointer,
+            [&](BsonView bson, uint32_t row_id, uint32_t offset) {
+                res_view[row_id] = !bson.IsBsonValueEmpty(offset);
+            });
     }
 
     TargetBitmap result;
diff --git a/internal/core/src/exec/expression/JsonContainsExpr.cpp b/internal/core/src/exec/expression/JsonContainsExpr.cpp
index f9a03ab06d..94b6de2755 100644
--- a/internal/core/src/exec/expression/JsonContainsExpr.cpp
+++ b/internal/core/src/exec/expression/JsonContainsExpr.cpp
@@ -508,9 +508,7 @@ PhyJsonContainsFilterExpr::ExecJsonContainsByStats() {
                 }
             }
         };
-        if (!index->CanSkipShared(pointer)) {
-            index->ExecuteForSharedData(op_ctx_, pointer, shared_executor);
-        }
+        index->ExecuteForSharedData(op_ctx_, pointer, shared_executor);
         cached_index_chunk_id_ = 0;
     }
 
@@ -709,9 +707,7 @@ PhyJsonContainsFilterExpr::ExecJsonContainsArrayByStats() {
             }
             return false;
         };
-        if (!index->CanSkipShared(pointer)) {
-            index->ExecuteForSharedData(op_ctx_, pointer, shared_executor);
-        }
+        index->ExecuteForSharedData(op_ctx_, pointer, shared_executor);
         cached_index_chunk_id_ = 0;
     }
 
@@ -1046,9 +1042,7 @@ PhyJsonContainsFilterExpr::ExecJsonContainsAllByStats() {
             }
             res_view[row_offset] = tmp_elements.empty();
         };
-        if (!index->CanSkipShared(pointer)) {
-            index->ExecuteForSharedData(op_ctx_, pointer, shared_executor);
-        }
+        index->ExecuteForSharedData(op_ctx_, pointer, shared_executor);
         cached_index_chunk_id_ = 0;
     }
 
@@ -1377,9 +1371,7 @@ PhyJsonContainsFilterExpr::ExecJsonContainsAllWithDiffTypeByStats() {
             }
             res_view[row_offset] = tmp_elements_index.size() == 0;
         };
-        if (!index->CanSkipShared(pointer)) {
-            index->ExecuteForSharedData(op_ctx_, pointer, shared_executor);
-        }
+        index->ExecuteForSharedData(op_ctx_, pointer, shared_executor);
         cached_index_chunk_id_ = 0;
     }
 
@@ -1584,9 +1576,7 @@ PhyJsonContainsFilterExpr::ExecJsonContainsAllArrayByStats() {
             res_view[row_offset] =
                 exist_elements_index.size() == elements.size();
         };
-        if (!index->CanSkipShared(pointer)) {
-            index->ExecuteForSharedData(op_ctx_, pointer, shared_executor);
-        }
+        index->ExecuteForSharedData(op_ctx_, pointer, shared_executor);
         cached_index_chunk_id_ = 0;
     }
 
@@ -1890,9 +1880,7 @@ PhyJsonContainsFilterExpr::ExecJsonContainsWithDiffTypeByStats() {
                 }
             }
         };
-        if (!index->CanSkipShared(pointer)) {
-            index->ExecuteForSharedData(op_ctx_, pointer, shared_executor);
-        }
+        index->ExecuteForSharedData(op_ctx_, pointer, shared_executor);
         cached_index_chunk_id_ = 0;
     }
 
diff --git a/internal/core/src/exec/expression/TermExpr.cpp b/internal/core/src/exec/expression/TermExpr.cpp
index ece522624f..5544cd47db 100644
--- a/internal/core/src/exec/expression/TermExpr.cpp
+++ b/internal/core/src/exec/expression/TermExpr.cpp
@@ -687,9 +687,7 @@ PhyTermFilterExpr::ExecJsonInVariableByStats() {
                 return;
             }
         };
-        if (!index->CanSkipShared(pointer)) {
-            index->ExecuteForSharedData(op_ctx_, pointer, shared_executor);
-        }
+        index->ExecuteForSharedData(op_ctx_, pointer, shared_executor);
         cached_index_chunk_id_ = 0;
     }
 
diff --git a/internal/core/src/exec/expression/UnaryExpr.cpp b/internal/core/src/exec/expression/UnaryExpr.cpp
index a62ae71cb0..3cbfd24d5e 100644
--- a/internal/core/src/exec/expression/UnaryExpr.cpp
+++ b/internal/core/src/exec/expression/UnaryExpr.cpp
@@ -1265,9 +1265,7 @@ PhyUnaryRangeFilterExpr::ExecRangeVisitorImplJsonByStats() {
                         ms);
                 });
 
-            if (!index->CanSkipShared(pointer, target_types)) {
-                index->ExecuteForSharedData(op_ctx_, pointer, shared_executor);
-            }
+            index->ExecuteForSharedData(op_ctx_, pointer, shared_executor);
         }
 
         // for NotEqual: flip the result
diff --git a/internal/core/src/index/json_stats/JsonKeyStats.cpp b/internal/core/src/index/json_stats/JsonKeyStats.cpp
index 2471cbf111..57d57370ad 100644
--- a/internal/core/src/index/json_stats/JsonKeyStats.cpp
+++ b/internal/core/src/index/json_stats/JsonKeyStats.cpp
@@ -809,8 +809,12 @@ JsonKeyStats::GetCommonMetaFromParquet(const std::string& file) {
             try {
                 auto layout_type_json = nlohmann::json::parse(value);
                 for (const auto& [k, v] : layout_type_json.items()) {
-                    field_layout_type_map_[k] = JsonKeyLayoutTypeFromString(v);
-                    key_data_type_map_[k] = GetJsonTypeFromKeyName(k);
+                    auto layout_type = JsonKeyLayoutTypeFromString(v);
+                    // Only store metadata for shredding columns (TYPED/DYNAMIC),
+                    // skip SHARED keys to save memory
+                    if (layout_type == JsonKeyLayoutType::SHARED) {
+                        continue;
+                    }
                     key_field_map_[GetKeyFromColumnName(k)].insert(k);
                 }
             } catch (const std::exception& e) {
@@ -1062,4 +1066,4 @@ JsonKeyStats::Upload(const Config& config) {
         std::move(index_files));
 }
 
-}  // namespace milvus::index
\ No newline at end of file
+}  // namespace milvus::index
diff --git a/internal/core/src/index/json_stats/JsonKeyStats.h b/internal/core/src/index/json_stats/JsonKeyStats.h
index 4615ace0d3..49af1a33ab 100644
--- a/internal/core/src/index/json_stats/JsonKeyStats.h
+++ b/internal/core/src/index/json_stats/JsonKeyStats.h
@@ -168,6 +168,9 @@ class JsonKeyStats : public ScalarIndex<std::string> {
         const std::string& path,
         std::function<void(BsonView bson, uint32_t row_id, uint32_t offset)>
             func) {
+        if (shared_column_ == nullptr || bson_inverted_index_ == nullptr) {
+            return;
+        }
         bson_inverted_index_->TermQuery(
             path,
             [this, &func, op_ctx](const uint32_t* row_id_array,
@@ -181,6 +184,9 @@ class JsonKeyStats : public ScalarIndex<std::string> {
     void
     ExecuteExistsPathForSharedData(const std::string& path,
                                    TargetBitmapView bitset) {
+        if (bson_inverted_index_ == nullptr) {
+            return;
+        }
         bson_inverted_index_->TermQueryEach(
             path, [&bitset](uint32_t row_id, uint32_t offset) {
                 bitset[row_id] = true;
@@ -302,53 +308,6 @@ class JsonKeyStats : public ScalarIndex<std::string> {
         return processed_size;
     }
 
-    // Whether shared columns can be skipped for this path (type-agnostic)
-    bool
-    CanSkipShared(const std::string& path) {
-        auto it = key_field_map_.find(path);
-        if (it == key_field_map_.end()) {
-            return true;
-        }
-
-        const auto& field_names = it->second;
-        for (const auto& field_name : field_names) {
-            if (field_layout_type_map_[field_name] ==
-                JsonKeyLayoutType::SHARED) {
-                return false;
-            }
-        }
-
-        return true;
-    }
-
-    // Whether shared columns can be skipped for this path with type filter
-    bool
-    CanSkipShared(const std::string& path,
-                  const std::set<milvus::index::JSONType>& target_types) {
-        auto it = key_field_map_.find(path);
-        if (it == key_field_map_.end()) {
-            return true;
-        }
-
-        const auto& field_names = it->second;
-        for (const auto& field_name : field_names) {
-            if (field_layout_type_map_[field_name] !=
-                JsonKeyLayoutType::SHARED) {
-                continue;
-            }
-
-            if (!target_types.empty() &&
-                target_types.find(key_data_type_map_[field_name]) ==
-                    target_types.end()) {
-                continue;
-            }
-
-            return false;
-        }
-
-        return true;
-    }
-
     std::set<std::string>
     GetShreddingFields(const std::string& pointer) {
         std::set<std::string> fields;
@@ -679,14 +638,10 @@ class JsonKeyStats : public ScalarIndex<std::string> {
 
     milvus::proto::common::LoadPriority load_priority_;
     // some meta cache for searching
-    // json_path -> [json_path_int, json_path_array, json_path_object, ...], only for all keys
+    // json_path -> [json_path_int, json_path_string, ...], only for shredding columns
     std::unordered_map<std::string, std::set<std::string>> key_field_map_;
     // field_name -> data_type, such as json_path_int -> JSONType::INT64, only for real shredding columns
     std::unordered_map<std::string, JSONType> shred_field_data_type_map_;
-    // key_name -> data_type, such as json_path_int -> JSONType::INT64, for all keys
-    std::unordered_map<std::string, JSONType> key_data_type_map_;
-    // field_name -> key_type, such as json_path_int -> JsonKeyLayoutType::TYPED, for all keys
-    std::unordered_map<std::string, JsonKeyLayoutType> field_layout_type_map_;
     // field_name -> field_id, such as json_path_int -> 1001
     std::unordered_map<std::string, int64_t> field_name_to_id_map_;
     // field_id -> field_name, such as 1001 -> json_path_int
diff --git a/internal/core/unittest/test_json_stats/test_json_key_stats.cpp b/internal/core/unittest/test_json_stats/test_json_key_stats.cpp
index eaae69fedc..aef4c74717 100644
--- a/internal/core/unittest/test_json_stats/test_json_key_stats.cpp
+++ b/internal/core/unittest/test_json_stats/test_json_key_stats.cpp
@@ -267,10 +267,7 @@ TEST_P(JsonKeyStatsTest, TestExecutorForGettingValid) {
             index_->ExecutorForGettingValid(nullptr, field, valid_res_view);
         EXPECT_EQ(processed_size, size_);
     }
-    if (!index_->CanSkipShared(path)) {
-        std::cout << "can not skip shared" << std::endl;
-        index_->ExecuteExistsPathForSharedData(path, valid_res_view);
-    }
+    index_->ExecuteExistsPathForSharedData(path, valid_res_view);
     std::cout << "valid_res.count(): " << valid_res.count() << std::endl;
     if (nullable_) {
         EXPECT_EQ(valid_res.count(), 400);
@@ -323,15 +320,6 @@ TEST_P(JsonKeyStatsTest, TestGetShreddingFields) {
     EXPECT_FALSE(typed_fields.empty());
 }
 
-TEST_P(JsonKeyStatsTest, TestCanSkipShared) {
-    std::string path = "/int";
-    std::set<JSONType> target_types = {JSONType::INT64};
-    EXPECT_TRUE(index_->CanSkipShared(path, target_types));
-
-    target_types = {JSONType::STRING};
-    EXPECT_TRUE(index_->CanSkipShared(path, target_types));
-}
-
 class JsonKeyStatsUploadLoadTest : public ::testing::Test {
  protected:
     void