diff --git a/api/utils/validation_utils.py b/api/utils/validation_utils.py
index 6c426f6f8..2dcace53f 100644
--- a/api/utils/validation_utils.py
+++ b/api/utils/validation_utils.py
@@ -331,6 +331,7 @@ class RaptorConfig(Base):
     threshold: Annotated[float, Field(default=0.1, ge=0.0, le=1.0)]
     max_cluster: Annotated[int, Field(default=64, ge=1, le=1024)]
     random_seed: Annotated[int, Field(default=0, ge=0)]
+    auto_disable_for_structured_data: Annotated[bool, Field(default=True)]
 
 
 class GraphragConfig(Base):
diff --git a/rag/svr/task_executor.py b/rag/svr/task_executor.py
index 7812740d7..8cf1bf290 100644
--- a/rag/svr/task_executor.py
+++ b/rag/svr/task_executor.py
@@ -29,6 +29,7 @@ from api.db.services.knowledgebase_service import KnowledgebaseService
 from api.db.services.pipeline_operation_log_service import PipelineOperationLogService
 from common.connection_utils import timeout
 from rag.utils.base64_image import image2id
+from rag.utils.raptor_utils import should_skip_raptor, get_skip_reason
 from common.log_utils import init_root_logger
 from common.config_utils import show_configs
 from graphrag.general.index import run_graphrag_for_kb
@@ -853,6 +854,17 @@ async def do_handle_task(task):
                 progress_callback(prog=-1.0, msg="Internal error: Invalid RAPTOR configuration")
                 return
 
+        # Check if Raptor should be skipped for structured data
+        file_type = task.get("type", "")
+        parser_id = task.get("parser_id", "")
+        raptor_config = kb_parser_config.get("raptor", {})
+        
+        if should_skip_raptor(file_type, parser_id, task_parser_config, raptor_config):
+            skip_reason = get_skip_reason(file_type, parser_id, task_parser_config)
+            logging.info(f"Skipping Raptor for document {task_document_name}: {skip_reason}")
+            progress_callback(prog=1.0, msg=f"Raptor skipped: {skip_reason}")
+            return
+
         # bind LLM for raptor
         chat_model = LLMBundle(task_tenant_id, LLMType.CHAT, llm_name=task_llm_id, lang=task_language)
         # run RAPTOR
diff --git a/rag/utils/raptor_utils.py b/rag/utils/raptor_utils.py
new file mode 100644
index 000000000..c48e0999b
--- /dev/null
+++ b/rag/utils/raptor_utils.py
@@ -0,0 +1,145 @@
+#
+#  Copyright 2025 The InfiniFlow Authors. All Rights Reserved.
+#
+#  Licensed under the Apache License, Version 2.0 (the "License");
+#  you may not use this file except in compliance with the License.
+#  You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+#  Unless required by applicable law or agreed to in writing, software
+#  distributed under the License is distributed on an "AS IS" BASIS,
+#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#  See the License for the specific language governing permissions and
+#  limitations under the License.
+#
+
+"""
+Utility functions for Raptor processing decisions.
+"""
+
+import logging
+from typing import Optional
+
+
+# File extensions for structured data types
+EXCEL_EXTENSIONS = {".xls", ".xlsx", ".xlsm", ".xlsb"}
+CSV_EXTENSIONS = {".csv", ".tsv"}
+STRUCTURED_EXTENSIONS = EXCEL_EXTENSIONS | CSV_EXTENSIONS
+
+
+def is_structured_file_type(file_type: Optional[str]) -> bool:
+    """
+    Check if a file type is structured data (Excel, CSV, etc.)
+    
+    Args:
+        file_type: File extension (e.g., ".xlsx", ".csv")
+        
+    Returns:
+        True if file is structured data type
+    """
+    if not file_type:
+        return False
+    
+    # Normalize to lowercase and ensure leading dot
+    file_type = file_type.lower()
+    if not file_type.startswith("."):
+        file_type = f".{file_type}"
+    
+    return file_type in STRUCTURED_EXTENSIONS
+
+
+def is_tabular_pdf(parser_id: str = "", parser_config: Optional[dict] = None) -> bool:
+    """
+    Check if a PDF is being parsed as tabular data.
+    
+    Args:
+        parser_id: Parser ID (e.g., "table", "naive")
+        parser_config: Parser configuration dict
+        
+    Returns:
+        True if PDF is being parsed as tabular data
+    """
+    parser_config = parser_config or {}
+    
+    # If using table parser, it's tabular
+    if parser_id and parser_id.lower() == "table":
+        return True
+    
+    # Check if html4excel is enabled (Excel-like table parsing)
+    if parser_config.get("html4excel", False):
+        return True
+    
+    return False
+
+
+def should_skip_raptor(
+    file_type: Optional[str] = None,
+    parser_id: str = "",
+    parser_config: Optional[dict] = None,
+    raptor_config: Optional[dict] = None
+) -> bool:
+    """
+    Determine if Raptor should be skipped for a given document.
+    
+    This function implements the logic to automatically disable Raptor for:
+    1. Excel files (.xls, .xlsx, .csv, etc.)
+    2. PDFs with tabular data (using table parser or html4excel)
+    
+    Args:
+        file_type: File extension (e.g., ".xlsx", ".pdf")
+        parser_id: Parser ID being used
+        parser_config: Parser configuration dict
+        raptor_config: Raptor configuration dict (can override with auto_disable_for_structured_data)
+        
+    Returns:
+        True if Raptor should be skipped, False otherwise
+    """
+    parser_config = parser_config or {}
+    raptor_config = raptor_config or {}
+    
+    # Check if auto-disable is explicitly disabled in config
+    if raptor_config.get("auto_disable_for_structured_data", True) is False:
+        logging.info("Raptor auto-disable is turned off via configuration")
+        return False
+    
+    # Check for Excel/CSV files
+    if is_structured_file_type(file_type):
+        logging.info(f"Skipping Raptor for structured file type: {file_type}")
+        return True
+    
+    # Check for tabular PDFs
+    if file_type and file_type.lower() in [".pdf", "pdf"]:
+        if is_tabular_pdf(parser_id, parser_config):
+            logging.info(f"Skipping Raptor for tabular PDF (parser_id={parser_id})")
+            return True
+    
+    return False
+
+
+def get_skip_reason(
+    file_type: Optional[str] = None,
+    parser_id: str = "",
+    parser_config: Optional[dict] = None
+) -> str:
+    """
+    Get a human-readable reason why Raptor was skipped.
+    
+    Args:
+        file_type: File extension
+        parser_id: Parser ID being used
+        parser_config: Parser configuration dict
+        
+    Returns:
+        Reason string, or empty string if Raptor should not be skipped
+    """
+    parser_config = parser_config or {}
+    
+    if is_structured_file_type(file_type):
+        return f"Structured data file ({file_type}) - Raptor auto-disabled"
+    
+    if file_type and file_type.lower() in [".pdf", "pdf"]:
+        if is_tabular_pdf(parser_id, parser_config):
+            return f"Tabular PDF (parser={parser_id}) - Raptor auto-disabled"
+    
+    return ""
diff --git a/test/unit_test/utils/test_raptor_utils.py b/test/unit_test/utils/test_raptor_utils.py
new file mode 100644
index 000000000..5138ccda7
--- /dev/null
+++ b/test/unit_test/utils/test_raptor_utils.py
@@ -0,0 +1,287 @@
+#
+#  Copyright 2025 The InfiniFlow Authors. All Rights Reserved.
+#
+#  Licensed under the Apache License, Version 2.0 (the "License");
+#  you may not use this file except in compliance with the License.
+#  You may obtain a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+#  Unless required by applicable law or agreed to in writing, software
+#  distributed under the License is distributed on an "AS IS" BASIS,
+#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#  See the License for the specific language governing permissions and
+#  limitations under the License.
+#
+
+"""
+Unit tests for Raptor utility functions.
+"""
+
+import pytest
+from rag.utils.raptor_utils import (
+    is_structured_file_type,
+    is_tabular_pdf,
+    should_skip_raptor,
+    get_skip_reason,
+    EXCEL_EXTENSIONS,
+    CSV_EXTENSIONS,
+    STRUCTURED_EXTENSIONS
+)
+
+
+class TestIsStructuredFileType:
+    """Test file type detection for structured data"""
+
+    @pytest.mark.parametrize("file_type,expected", [
+        (".xlsx", True),
+        (".xls", True),
+        (".xlsm", True),
+        (".xlsb", True),
+        (".csv", True),
+        (".tsv", True),
+        ("xlsx", True),  # Without leading dot
+        ("XLSX", True),  # Uppercase
+        (".pdf", False),
+        (".docx", False),
+        (".txt", False),
+        ("", False),
+        (None, False),
+    ])
+    def test_file_type_detection(self, file_type, expected):
+        """Test detection of various file types"""
+        assert is_structured_file_type(file_type) == expected
+
+    def test_excel_extensions_defined(self):
+        """Test that Excel extensions are properly defined"""
+        assert ".xlsx" in EXCEL_EXTENSIONS
+        assert ".xls" in EXCEL_EXTENSIONS
+        assert len(EXCEL_EXTENSIONS) >= 4
+
+    def test_csv_extensions_defined(self):
+        """Test that CSV extensions are properly defined"""
+        assert ".csv" in CSV_EXTENSIONS
+        assert ".tsv" in CSV_EXTENSIONS
+
+    def test_structured_extensions_combined(self):
+        """Test that structured extensions include both Excel and CSV"""
+        assert EXCEL_EXTENSIONS.issubset(STRUCTURED_EXTENSIONS)
+        assert CSV_EXTENSIONS.issubset(STRUCTURED_EXTENSIONS)
+
+
+class TestIsTabularPDF:
+    """Test tabular PDF detection"""
+
+    def test_table_parser_detected(self):
+        """Test that table parser is detected as tabular"""
+        assert is_tabular_pdf("table", {}) is True
+        assert is_tabular_pdf("TABLE", {}) is True
+
+    def test_html4excel_detected(self):
+        """Test that html4excel config is detected as tabular"""
+        assert is_tabular_pdf("naive", {"html4excel": True}) is True
+        assert is_tabular_pdf("", {"html4excel": True}) is True
+
+    def test_non_tabular_pdf(self):
+        """Test that non-tabular PDFs are not detected"""
+        assert is_tabular_pdf("naive", {}) is False
+        assert is_tabular_pdf("naive", {"html4excel": False}) is False
+        assert is_tabular_pdf("", {}) is False
+
+    def test_combined_conditions(self):
+        """Test combined table parser and html4excel"""
+        assert is_tabular_pdf("table", {"html4excel": True}) is True
+        assert is_tabular_pdf("table", {"html4excel": False}) is True
+
+
+class TestShouldSkipRaptor:
+    """Test Raptor skip logic"""
+
+    def test_skip_excel_files(self):
+        """Test that Excel files skip Raptor"""
+        assert should_skip_raptor(".xlsx") is True
+        assert should_skip_raptor(".xls") is True
+        assert should_skip_raptor(".xlsm") is True
+
+    def test_skip_csv_files(self):
+        """Test that CSV files skip Raptor"""
+        assert should_skip_raptor(".csv") is True
+        assert should_skip_raptor(".tsv") is True
+
+    def test_skip_tabular_pdf_with_table_parser(self):
+        """Test that tabular PDFs skip Raptor"""
+        assert should_skip_raptor(".pdf", parser_id="table") is True
+        assert should_skip_raptor("pdf", parser_id="TABLE") is True
+
+    def test_skip_tabular_pdf_with_html4excel(self):
+        """Test that PDFs with html4excel skip Raptor"""
+        assert should_skip_raptor(".pdf", parser_config={"html4excel": True}) is True
+
+    def test_dont_skip_regular_pdf(self):
+        """Test that regular PDFs don't skip Raptor"""
+        assert should_skip_raptor(".pdf", parser_id="naive") is False
+        assert should_skip_raptor(".pdf", parser_config={}) is False
+
+    def test_dont_skip_text_files(self):
+        """Test that text files don't skip Raptor"""
+        assert should_skip_raptor(".txt") is False
+        assert should_skip_raptor(".docx") is False
+        assert should_skip_raptor(".md") is False
+
+    def test_override_with_config(self):
+        """Test that auto-disable can be overridden"""
+        raptor_config = {"auto_disable_for_structured_data": False}
+        
+        # Should not skip even for Excel files
+        assert should_skip_raptor(".xlsx", raptor_config=raptor_config) is False
+        assert should_skip_raptor(".csv", raptor_config=raptor_config) is False
+        assert should_skip_raptor(".pdf", parser_id="table", raptor_config=raptor_config) is False
+
+    def test_default_auto_disable_enabled(self):
+        """Test that auto-disable is enabled by default"""
+        # Empty raptor_config should default to auto_disable=True
+        assert should_skip_raptor(".xlsx", raptor_config={}) is True
+        assert should_skip_raptor(".xlsx", raptor_config=None) is True
+
+    def test_explicit_auto_disable_enabled(self):
+        """Test explicit auto-disable enabled"""
+        raptor_config = {"auto_disable_for_structured_data": True}
+        assert should_skip_raptor(".xlsx", raptor_config=raptor_config) is True
+
+
+class TestGetSkipReason:
+    """Test skip reason generation"""
+
+    def test_excel_skip_reason(self):
+        """Test skip reason for Excel files"""
+        reason = get_skip_reason(".xlsx")
+        assert "Structured data file" in reason
+        assert ".xlsx" in reason
+        assert "auto-disabled" in reason.lower()
+
+    def test_csv_skip_reason(self):
+        """Test skip reason for CSV files"""
+        reason = get_skip_reason(".csv")
+        assert "Structured data file" in reason
+        assert ".csv" in reason
+
+    def test_tabular_pdf_skip_reason(self):
+        """Test skip reason for tabular PDFs"""
+        reason = get_skip_reason(".pdf", parser_id="table")
+        assert "Tabular PDF" in reason
+        assert "table" in reason.lower()
+        assert "auto-disabled" in reason.lower()
+
+    def test_html4excel_skip_reason(self):
+        """Test skip reason for html4excel PDFs"""
+        reason = get_skip_reason(".pdf", parser_config={"html4excel": True})
+        assert "Tabular PDF" in reason
+
+    def test_no_skip_reason_for_regular_files(self):
+        """Test that regular files have no skip reason"""
+        assert get_skip_reason(".txt") == ""
+        assert get_skip_reason(".docx") == ""
+        assert get_skip_reason(".pdf", parser_id="naive") == ""
+
+
+class TestEdgeCases:
+    """Test edge cases and error handling"""
+
+    def test_none_values(self):
+        """Test handling of None values"""
+        assert should_skip_raptor(None) is False
+        assert should_skip_raptor("") is False
+        assert get_skip_reason(None) == ""
+
+    def test_empty_strings(self):
+        """Test handling of empty strings"""
+        assert should_skip_raptor("") is False
+        assert get_skip_reason("") == ""
+
+    def test_case_insensitivity(self):
+        """Test case insensitive handling"""
+        assert is_structured_file_type("XLSX") is True
+        assert is_structured_file_type("XlSx") is True
+        assert is_tabular_pdf("TABLE", {}) is True
+        assert is_tabular_pdf("TaBlE", {}) is True
+
+    def test_with_and_without_dot(self):
+        """Test file extensions with and without leading dot"""
+        assert should_skip_raptor(".xlsx") is True
+        assert should_skip_raptor("xlsx") is True
+        assert should_skip_raptor(".CSV") is True
+        assert should_skip_raptor("csv") is True
+
+
+class TestIntegrationScenarios:
+    """Test real-world integration scenarios"""
+
+    def test_financial_excel_report(self):
+        """Test scenario: Financial quarterly Excel report"""
+        file_type = ".xlsx"
+        parser_id = "naive"
+        parser_config = {}
+        raptor_config = {"use_raptor": True}
+        
+        # Should skip Raptor
+        assert should_skip_raptor(file_type, parser_id, parser_config, raptor_config) is True
+        reason = get_skip_reason(file_type, parser_id, parser_config)
+        assert "Structured data file" in reason
+
+    def test_scientific_csv_data(self):
+        """Test scenario: Scientific experimental CSV results"""
+        file_type = ".csv"
+        
+        # Should skip Raptor
+        assert should_skip_raptor(file_type) is True
+        reason = get_skip_reason(file_type)
+        assert ".csv" in reason
+
+    def test_legal_contract_with_tables(self):
+        """Test scenario: Legal contract PDF with tables"""
+        file_type = ".pdf"
+        parser_id = "table"
+        parser_config = {}
+        
+        # Should skip Raptor
+        assert should_skip_raptor(file_type, parser_id, parser_config) is True
+        reason = get_skip_reason(file_type, parser_id, parser_config)
+        assert "Tabular PDF" in reason
+
+    def test_text_heavy_pdf_document(self):
+        """Test scenario: Text-heavy PDF document"""
+        file_type = ".pdf"
+        parser_id = "naive"
+        parser_config = {}
+        
+        # Should NOT skip Raptor
+        assert should_skip_raptor(file_type, parser_id, parser_config) is False
+        reason = get_skip_reason(file_type, parser_id, parser_config)
+        assert reason == ""
+
+    def test_mixed_dataset_processing(self):
+        """Test scenario: Mixed dataset with various file types"""
+        files = [
+            (".xlsx", "naive", {}, True),  # Excel - skip
+            (".csv", "naive", {}, True),   # CSV - skip
+            (".pdf", "table", {}, True),   # Tabular PDF - skip
+            (".pdf", "naive", {}, False),  # Regular PDF - don't skip
+            (".docx", "naive", {}, False), # Word doc - don't skip
+            (".txt", "naive", {}, False),  # Text file - don't skip
+        ]
+        
+        for file_type, parser_id, parser_config, expected_skip in files:
+            result = should_skip_raptor(file_type, parser_id, parser_config)
+            assert result == expected_skip, f"Failed for {file_type}"
+
+    def test_override_for_special_excel(self):
+        """Test scenario: Override auto-disable for special Excel processing"""
+        file_type = ".xlsx"
+        raptor_config = {"auto_disable_for_structured_data": False}
+        
+        # Should NOT skip when explicitly disabled
+        assert should_skip_raptor(file_type, raptor_config=raptor_config) is False
+
+
+if __name__ == "__main__":
+    pytest.main([__file__, "-v"])