diff --git a/src/Interpreters/InterpreterSelectWithUnionQuery.cpp b/src/Interpreters/InterpreterSelectWithUnionQuery.cpp
index b894db79c7b..5f6f01b4401 100644
--- a/src/Interpreters/InterpreterSelectWithUnionQuery.cpp
+++ b/src/Interpreters/InterpreterSelectWithUnionQuery.cpp
@@ -24,110 +24,8 @@ namespace ErrorCodes
 {
     extern const int LOGICAL_ERROR;
     extern const int UNION_ALL_RESULT_STRUCTURES_MISMATCH;
-    extern const int EXPECTED_ALL_OR_DISTINCT;
 }
 
-struct CustomizeASTSelectWithUnionQueryNormalize
-{
-    using TypeToVisit = ASTSelectWithUnionQuery;
-
-    const UnionMode & union_default_mode;
-
-    static void getSelectsFromUnionListNode(ASTPtr & ast_select, ASTs & selects)
-    {
-        if (auto * inner_union = ast_select->as<ASTSelectWithUnionQuery>())
-        {
-            for (auto & child : inner_union->list_of_selects->children)
-                getSelectsFromUnionListNode(child, selects);
-
-            return;
-        }
-
-        selects.push_back(std::move(ast_select));
-    }
-
-    void visit(ASTSelectWithUnionQuery & ast, ASTPtr &) const
-    {
-        auto & union_modes = ast.list_of_modes;
-        ASTs selects;
-        auto & select_list = ast.list_of_selects->children;
-
-        int i;
-        for (i = union_modes.size() - 1; i >= 0; --i)
-        {
-            /// Rewrite UNION Mode
-            if (union_modes[i] == ASTSelectWithUnionQuery::Mode::Unspecified)
-            {
-                if (union_default_mode == UnionMode::ALL)
-                    union_modes[i] = ASTSelectWithUnionQuery::Mode::ALL;
-                else if (union_default_mode == UnionMode::DISTINCT)
-                    union_modes[i] = ASTSelectWithUnionQuery::Mode::DISTINCT;
-                else
-                    throw Exception(
-                        "Expected ALL or DISTINCT in SelectWithUnion query, because setting (union_default_mode) is empty",
-                        DB::ErrorCodes::EXPECTED_ALL_OR_DISTINCT);
-            }
-
-            if (union_modes[i] == ASTSelectWithUnionQuery::Mode::ALL)
-            {
-                if (auto * inner_union = select_list[i + 1]->as<ASTSelectWithUnionQuery>())
-                {
-                    /// Inner_union is an UNION ALL list, just lift up
-                    for (auto child = inner_union->list_of_selects->children.rbegin();
-                         child != inner_union->list_of_selects->children.rend();
-                         ++child)
-                        selects.push_back(std::move(*child));
-                }
-                else
-                    selects.push_back(std::move(select_list[i + 1]));
-            }
-            /// flatten all left nodes and current node to a UNION DISTINCT list
-            else if (union_modes[i] == ASTSelectWithUnionQuery::Mode::DISTINCT)
-            {
-                auto distinct_list = std::make_shared<ASTSelectWithUnionQuery>();
-                distinct_list->list_of_selects = std::make_shared<ASTExpressionList>();
-                distinct_list->children.push_back(distinct_list->list_of_selects);
-
-                for (int j = 0; j <= i + 1; ++j)
-                {
-                    getSelectsFromUnionListNode(select_list[j], distinct_list->list_of_selects->children);
-                }
-
-                distinct_list->union_mode = ASTSelectWithUnionQuery::Mode::DISTINCT;
-                distinct_list->is_normalized = true;
-                selects.push_back(std::move(distinct_list));
-                break;
-            }
-        }
-
-        /// No UNION DISTINCT or only one child in select_list
-        if (i == -1)
-        {
-            if (auto * inner_union = select_list[0]->as<ASTSelectWithUnionQuery>())
-            {
-                /// Inner_union is an UNION ALL list, just lift it up
-                for (auto child = inner_union->list_of_selects->children.rbegin(); child != inner_union->list_of_selects->children.rend();
-                     ++child)
-                    selects.push_back(std::move(*child));
-            }
-            else
-                selects.push_back(std::move(select_list[0]));
-        }
-
-        // reverse children list
-        std::reverse(selects.begin(), selects.end());
-
-        ast.is_normalized = true;
-        ast.union_mode = ASTSelectWithUnionQuery::Mode::ALL;
-
-        ast.list_of_selects->children = std::move(selects);
-    }
-};
-
-/// We need normalize children first, so we should visit AST tree bottom up
-using CustomizeASTSelectWithUnionQueryNormalizeVisitor
-    = InDepthNodeVisitor<OneTypeMatcher<CustomizeASTSelectWithUnionQueryNormalize>, false>;
-
 InterpreterSelectWithUnionQuery::InterpreterSelectWithUnionQuery(
     const ASTPtr & query_ptr_, const Context & context_, const SelectQueryOptions & options_, const Names & required_result_column_names)
     : IInterpreterUnionOrSelectQuery(query_ptr_, context_, options_)
@@ -138,21 +36,6 @@ InterpreterSelectWithUnionQuery::InterpreterSelectWithUnionQuery(
     if (options.subquery_depth == 0 && (settings.limit > 0 || settings.offset > 0))
         settings_limit_offset_needed = true;
 
-    /// Normalize AST Tree
-    if (!ast->is_normalized)
-    {
-        CustomizeASTSelectWithUnionQueryNormalizeVisitor::Data union_default_mode{settings.union_default_mode};
-        CustomizeASTSelectWithUnionQueryNormalizeVisitor(union_default_mode).visit(query_ptr);
-
-        /// After normalization, if it only has one ASTSelectWithUnionQuery child,
-        /// we can lift it up, this can reduce one unnecessary recursion later.
-        if (ast->list_of_selects->children.size() == 1 && ast->list_of_selects->children.at(0)->as<ASTSelectWithUnionQuery>())
-        {
-            query_ptr = std::move(ast->list_of_selects->children.at(0));
-            ast = query_ptr->as<ASTSelectWithUnionQuery>();
-        }
-    }
-
     size_t num_children = ast->list_of_selects->children.size();
     if (!num_children)
         throw Exception("Logical error: no children in ASTSelectWithUnionQuery", ErrorCodes::LOGICAL_ERROR);
diff --git a/src/Interpreters/NormalizeSelectWithUnionQueryVisitor.cpp b/src/Interpreters/NormalizeSelectWithUnionQueryVisitor.cpp
new file mode 100644
index 00000000000..d65755f98ba
--- /dev/null
+++ b/src/Interpreters/NormalizeSelectWithUnionQueryVisitor.cpp
@@ -0,0 +1,116 @@
+#include <Interpreters/NormalizeSelectWithUnionQueryVisitor.h>
+#include <Parsers/ASTExpressionList.h>
+#include <Common/typeid_cast.h>
+
+namespace DB
+{
+
+namespace ErrorCodes
+{
+    extern const int EXPECTED_ALL_OR_DISTINCT;
+}
+
+void NormalizeSelectWithUnionQueryMatcher::getSelectsFromUnionListNode(ASTPtr & ast_select, ASTs & selects)
+{
+    if (auto * inner_union = ast_select->as<ASTSelectWithUnionQuery>())
+    {
+        for (auto & child : inner_union->list_of_selects->children)
+            getSelectsFromUnionListNode(child, selects);
+
+        return;
+        }
+
+        selects.push_back(ast_select);
+}
+
+void NormalizeSelectWithUnionQueryMatcher::visit(ASTPtr & ast, Data & data)
+{
+    if (auto * select_union = ast->as<ASTSelectWithUnionQuery>())
+        visit(*select_union, data);
+}
+
+void NormalizeSelectWithUnionQueryMatcher::visit(ASTSelectWithUnionQuery & ast, Data & data)
+{
+    auto & union_modes = ast.list_of_modes;
+    ASTs selects;
+    auto & select_list = ast.list_of_selects->children;
+
+    int i;
+    for (i = union_modes.size() - 1; i >= 0; --i)
+    {
+        /// Rewrite UNION Mode
+        if (union_modes[i] == ASTSelectWithUnionQuery::Mode::Unspecified)
+        {
+            if (data.union_default_mode == UnionMode::ALL)
+                union_modes[i] = ASTSelectWithUnionQuery::Mode::ALL;
+            else if (data.union_default_mode == UnionMode::DISTINCT)
+                union_modes[i] = ASTSelectWithUnionQuery::Mode::DISTINCT;
+            else
+                throw Exception(
+                    "Expected ALL or DISTINCT in SelectWithUnion query, because setting (union_default_mode) is empty",
+                    DB::ErrorCodes::EXPECTED_ALL_OR_DISTINCT);
+        }
+
+        if (union_modes[i] == ASTSelectWithUnionQuery::Mode::ALL)
+        {
+            if (auto * inner_union = select_list[i + 1]->as<ASTSelectWithUnionQuery>();
+                inner_union && inner_union->union_mode == ASTSelectWithUnionQuery::Mode::ALL)
+            {
+                /// Inner_union is an UNION ALL list, just lift up
+                for (auto child = inner_union->list_of_selects->children.rbegin(); child != inner_union->list_of_selects->children.rend();
+                     ++child)
+                    selects.push_back(*child);
+            }
+            else
+                selects.push_back(select_list[i + 1]);
+        }
+        /// flatten all left nodes and current node to a UNION DISTINCT list
+        else if (union_modes[i] == ASTSelectWithUnionQuery::Mode::DISTINCT)
+        {
+            auto distinct_list = std::make_shared<ASTSelectWithUnionQuery>();
+            distinct_list->list_of_selects = std::make_shared<ASTExpressionList>();
+            distinct_list->children.push_back(distinct_list->list_of_selects);
+
+            for (int j = 0; j <= i + 1; ++j)
+            {
+                getSelectsFromUnionListNode(select_list[j], distinct_list->list_of_selects->children);
+            }
+
+            distinct_list->union_mode = ASTSelectWithUnionQuery::Mode::DISTINCT;
+            distinct_list->is_normalized = true;
+            selects.push_back(std::move(distinct_list));
+            break;
+        }
+    }
+
+    /// No UNION DISTINCT or only one child in select_list
+    if (i == -1)
+    {
+        if (auto * inner_union = select_list[0]->as<ASTSelectWithUnionQuery>();
+            inner_union && inner_union->union_mode == ASTSelectWithUnionQuery::Mode::ALL)
+        {
+            /// Inner_union is an UNION ALL list, just lift it up
+            for (auto child = inner_union->list_of_selects->children.rbegin(); child != inner_union->list_of_selects->children.rend();
+                 ++child)
+                selects.push_back(*child);
+        }
+        else
+            selects.push_back(select_list[0]);
+    }
+
+    /// Just one union type child, lift it up
+    if (selects.size() == 1 && selects[0]->as<ASTSelectWithUnionQuery>())
+    {
+        ast = *(selects[0]->as<ASTSelectWithUnionQuery>());
+        return;
+    }
+
+    // reverse children list
+    std::reverse(selects.begin(), selects.end());
+
+    ast.is_normalized = true;
+    ast.union_mode = ASTSelectWithUnionQuery::Mode::ALL;
+
+    ast.list_of_selects->children = std::move(selects);
+}
+}
diff --git a/src/Interpreters/NormalizeSelectWithUnionQueryVisitor.h b/src/Interpreters/NormalizeSelectWithUnionQueryVisitor.h
new file mode 100644
index 00000000000..cec2e4265e2
--- /dev/null
+++ b/src/Interpreters/NormalizeSelectWithUnionQueryVisitor.h
@@ -0,0 +1,34 @@
+#pragma once
+
+#include <unordered_set>
+
+#include <Parsers/IAST.h>
+#include <Interpreters/InDepthNodeVisitor.h>
+
+#include <Core/Settings.h>
+#include <Parsers/ASTSelectWithUnionQuery.h>
+
+namespace DB
+{
+
+class ASTFunction;
+
+class NormalizeSelectWithUnionQueryMatcher
+{
+public:
+    struct Data
+    {
+        const UnionMode & union_default_mode;
+    };
+
+    static void getSelectsFromUnionListNode(ASTPtr & ast_select, ASTs & selects);
+
+    static void visit(ASTPtr & ast, Data &);
+    static void visit(ASTSelectWithUnionQuery &, Data &);
+    static bool needChildVisit(const ASTPtr &, const ASTPtr &) { return true; }
+};
+
+/// We need normalize children first, so we should visit AST tree bottom up
+using NormalizeSelectWithUnionQueryVisitor
+    = InDepthNodeVisitor<NormalizeSelectWithUnionQueryMatcher, false>;
+}
diff --git a/src/Interpreters/executeQuery.cpp b/src/Interpreters/executeQuery.cpp
index d786e1146be..1a0aa031d6f 100644
--- a/src/Interpreters/executeQuery.cpp
+++ b/src/Interpreters/executeQuery.cpp
@@ -39,16 +39,17 @@
 #include <Storages/StorageInput.h>
 
 #include <Access/EnabledQuota.h>
-#include <Interpreters/InterpreterFactory.h>
-#include <Interpreters/ProcessList.h>
-#include <Interpreters/OpenTelemetrySpanLog.h>
-#include <Interpreters/QueryLog.h>
-#include <Interpreters/InterpreterSetQuery.h>
 #include <Interpreters/ApplyWithGlobalVisitor.h>
+#include <Interpreters/Context.h>
+#include <Interpreters/InterpreterFactory.h>
+#include <Interpreters/InterpreterSetQuery.h>
+#include <Interpreters/NormalizeSelectWithUnionQueryVisitor.h>
+#include <Interpreters/OpenTelemetrySpanLog.h>
+#include <Interpreters/ProcessList.h>
+#include <Interpreters/QueryLog.h>
 #include <Interpreters/ReplaceQueryParameterVisitor.h>
 #include <Interpreters/SelectQueryOptions.h>
 #include <Interpreters/executeQuery.h>
-#include <Interpreters/Context.h>
 #include <Common/ProfileEvents.h>
 
 #include <Common/SensitiveDataMasker.h>
@@ -472,9 +473,12 @@ static std::tuple<ASTPtr, BlockIO> executeQueryImpl(
         if (settings.enable_global_with_statement)
         {
             ApplyWithGlobalVisitor().visit(ast);
-            query = serializeAST(*ast);
         }
 
+        /// Normalize SelectWithUnionQuery
+        NormalizeSelectWithUnionQueryVisitor::Data data{context.getSettingsRef().union_default_mode};
+        NormalizeSelectWithUnionQueryVisitor{data}.visit(ast);
+
         /// Check the limits.
         checkASTSizeLimits(*ast, settings);
 
diff --git a/src/Interpreters/ya.make b/src/Interpreters/ya.make
index 879333db507..3eab077df86 100644
--- a/src/Interpreters/ya.make
+++ b/src/Interpreters/ya.make
@@ -111,6 +111,7 @@ SRCS(
     MetricLog.cpp
     MutationsInterpreter.cpp
     MySQL/InterpretersMySQLDDLQuery.cpp
+    NormalizeSelectWithUnionQueryVisitor.cpp
     NullableUtils.cpp
     OpenTelemetrySpanLog.cpp
     OptimizeIfChains.cpp
diff --git a/tests/queries/0_stateless/01732_explain_syntax_union_query.reference b/tests/queries/0_stateless/01732_explain_syntax_union_query.reference
new file mode 100644
index 00000000000..fe5eb01a7ed
--- /dev/null
+++ b/tests/queries/0_stateless/01732_explain_syntax_union_query.reference
@@ -0,0 +1,66 @@
+SELECT 1
+UNION ALL
+SELECT 1
+UNION ALL
+SELECT 1
+UNION ALL
+SELECT 1
+UNION ALL
+SELECT 1
+ 
+SELECT 1
+UNION ALL
+(
+    SELECT 1
+    UNION DISTINCT
+    SELECT 1
+    UNION DISTINCT
+    SELECT 1
+)
+UNION ALL
+SELECT 1
+ 
+SELECT x
+FROM 
+(
+    SELECT 1 AS x
+    UNION ALL
+    (
+        SELECT 1
+        UNION DISTINCT
+        SELECT 1
+        UNION DISTINCT
+        SELECT 1
+    )
+    UNION ALL
+    SELECT 1
+)
+ 
+SELECT x
+FROM 
+(
+    SELECT 1 AS x
+    UNION ALL
+    SELECT 1
+    UNION ALL
+    SELECT 1
+)
+ 
+SELECT 1
+UNION DISTINCT
+SELECT 1
+UNION DISTINCT
+SELECT 1
+ 
+SELECT 1
+ 
+
+(
+    SELECT 1
+    UNION DISTINCT
+    SELECT 1
+    UNION DISTINCT
+    SELECT 1
+)
+UNION ALL
+SELECT 1
diff --git a/tests/queries/0_stateless/01732_explain_syntax_union_query.sql b/tests/queries/0_stateless/01732_explain_syntax_union_query.sql
new file mode 100644
index 00000000000..0dd1e19e765
--- /dev/null
+++ b/tests/queries/0_stateless/01732_explain_syntax_union_query.sql
@@ -0,0 +1,86 @@
+EXPLAIN SYNTAX
+SELECT 1
+UNION ALL
+(
+    SELECT 1
+    UNION ALL
+    (
+        SELECT 1
+        UNION ALL
+        SELECT 1
+    )
+    UNION ALL
+    SELECT 1
+);
+
+SELECT ' ';
+
+EXPLAIN SYNTAX
+SELECT 1
+UNION ALL
+(
+    SELECT 1
+    UNION DISTINCT
+    (
+        SELECT 1
+        UNION ALL
+        SELECT 1
+    )
+    UNION ALL
+    SELECT 1
+);
+
+SELECT ' ';
+
+EXPLAIN SYNTAX
+SELECT x
+FROM
+(
+    SELECT 1 AS x
+    UNION ALL
+    (
+        SELECT 1
+        UNION DISTINCT
+        (
+            SELECT 1
+            UNION ALL
+            SELECT 1
+        )
+        UNION ALL
+        SELECT 1
+    )
+);
+
+SELECT ' ';
+
+EXPLAIN SYNTAX
+SELECT x
+FROM 
+(
+    SELECT 1 AS x
+    UNION ALL
+    (
+        SELECT 1
+        UNION ALL
+        SELECT 1
+    )
+);
+
+SELECT ' ';
+
+EXPLAIN SYNTAX
+SELECT 1
+UNION ALL
+SELECT 1
+UNION DISTINCT
+SELECT 1;
+
+SELECT ' ';
+
+EXPLAIN SYNTAX
+(((((((((((((((SELECT 1)))))))))))))));
+
+SELECT ' ';
+
+EXPLAIN SYNTAX
+(((((((((((((((SELECT 1 UNION DISTINCT SELECT 1))) UNION DISTINCT SELECT 1)))) UNION ALL SELECT 1))))))));