Maitreya Natu

53 papers A* 1A 1B 13Misc 13Journal 9Unranked 16
YearRankTypeTitle / Venue / Authors
2025 conf
ICDM (Workshops)
Vikrant Shimpi, Maitreya Natu
2025 conf
ICDM (Workshops)
Om Rai, Uday Chandra Bhookya, Kunal Jethuri, Raja Babu, Maitreya Natu
2025 B conf
IEEE Big Data
Uday Chandra Bhookya, Raja Babu, Saneet Saluja, Maitreya Natu
2024 B conf
IEEE Big Data
Uday Chandra Bhookya, Kunal Jethuri, Sanjeeva Rayudu Ravuru, Priyadarshi, Maitreya Natu
2024 conf
ICDM (Workshops)
Satya Narayana Samudrala, Uday Chandra Bhookya, Maitreya Natu
2023 B conf
IEEE Big Data
Sai Charan Emmadi, Parag Agrawal, Satya Samudrala, Vikrant Shimpi, Maitreya Natu
2022 B conf
IEEE Big Data
Kunal Jethuri, Satya Samudrala, Priyadarshi, Maitreya Natu
2022 conf
ICDM (Workshops)
Sai Charan Emmadi, Satya Samudrala, Parag Agrawal, Maitreya Natu
2021 B conf
DSAA
Priyadarshi, Anish Chaugule, Maitreya Natu
2021 B conf
DSAA
Satya Samudrala, Neha Behl, Vikrant Shimpi, Deepa Vaidyanathan, Maitreya Natu
2021 conf
ICDM (Workshops)
Parag Agrawal, Priyadarshi, Vikrant Shimpi, Neha Behl, Deepa Vaidyanathan, Maitreya Natu
2021 B conf
DSAA
Vikrant Shimpi, Aakash Patel, Siddartha Kshirsagar, Maitreya Natu, Monika Bhave
2020 J jnl
J. Netw. Syst. Manag.
Anuja Tayal, Neha Sharma, Neminath Hubballi, Maitreya Natu
2020 J jnl
J. Netw. Syst. Manag.
Anuja Tayal, Neha Sharma, Neminath Hubballi, Maitreya Natu
2019 Misc conf
COMSNETS
Neha Behl, Vikrant Shimpi, Maitreya Natu, Vaishali P. Sadaphal
2018 Misc conf
COMSNETS
Anuja Tayal, Neminath Hubballi, Maitreya Natu, Vaishali P. Sadaphal
2016 conf
ICDM Workshops
Praveen Venkateswaran, Vikrant Shimpi, Maitreya Natu, Vaishali P. Sadaphal
2016 J jnl
IEEE Cloud Comput.
Maitreya Natu, Ratan K. Ghosh, R. K. Shyamsundar, Rajiv Ranjan
2016 Misc conf
COMSNETS
Sainath Batthala, Neminath Hubballi, Maitreya Natu, Vaishali P. Sadaphal
2016 Misc conf
COMSNETS
Praveen Venkateswaran, Aruna Malapati, Maitreya Natu, Vaishali P. Sadaphal
2016 B conf
ARES
Sainath Batthala, Mayank Swarnkar, Neminath Hubballi, Maitreya Natu
2015 J jnl
J. Netw. Syst. Manag.
Deepak Jeswani, Maitreya Natu, Ratan K. Ghosh
2015 Misc conf
ICDCN
Manjiri Jog, Maitreya Natu, Sushama Shelke
2015 B conf
DSAA
Mayank Shrivastava, Maitreya Natu, Vaishali P. Sadaphal
2015 B conf
IM
Maitreya Natu, Vaishali P. Sadaphal
2014 conf
ICDM Workshops
Maitreya Natu, Vaishali P. Sadaphal, Vaishali Kulkarni
2014 A* conf
ICDM
Manasi Belhe, Kriti Shrivastava, Maitreya Natu, Vaishali P. Sadaphal
2014 Misc conf
COMAD
Vikrant Shimpi, Maitreya Natu, Vaishali P. Sadaphal, Vaishali Kulkarni
2013 J jnl
SIGMETRICS Perform. Evaluation Rev.
Rahul Singh, Prashant J. Shenoy, Maitreya Natu, Vaishali P. Sadaphal, Harrick M. Vin
2013 conf
ICDM Workshops
Anuja Kelkar, Utkarsh Naiknaware, Sachin Sukhlecha, Ashish Sanadhya, Maitreya Natu, Vaishali P. Sadaphal
2012 B conf
CNSM
Deepak Jeswani, Maitreya Natu, Ratan K. Ghosh
2012 conf
ICDE Workshops
Pradeep Unde, Harrick M. Vin, Maitreya Natu, Vaishali Kulkarni, Dilys Thomas, Sreeram Vasudevan, Amruta Dhondage, Chinmay Jog, Shivam Sahai, Rekha Pathak
2012 conf
ICDM Workshops
Girish Keshav Palshikar, Mohammed Mudassar, Harrick M. Vin, Maitreya Natu
2012 Misc conf
COMSNETS
Vaishali P. Sadaphal, Maitreya Natu, Harrick M. Vin, Prashant J. Shenoy
2011 Misc conf
ICDCN
Maitreya Natu, Vaishali P. Sadaphal, Sangameshwar Patil, Ankit Mehrotra
2011 A conf
Middleware
Rahul Singh, Prashant J. Shenoy, Maitreya Natu, Vaishali P. Sadaphal, Harrick M. Vin
2010 Misc conf
COMAD
Shivam Sahai, Maitreya Natu, Vaishali P. Sadaphal
2010 Misc conf
COMSNETS
Maitreya Natu, Sangameshwar Patil, Vaishali P. Sadaphal, Harrick M. Vin
2010 conf
ICDM Workshops
Girish Keshav Palshikar, Harrick M. Vin, Mohammed Mudassar, Maitreya Natu
2010 conf
ICDM Workshops
Maitreya Natu, Girish Keshav Palshikar
2010 Misc conf
COMSNETS
Deepak Jeswani, Nakul Korde, Dinesh Patil, Maitreya Natu, John Augustine
2009 Misc conf
COMAD
Shivam Sahai, Maitreya Natu, Manoj Jain
2008 B conf
NOMS
Maitreya Natu, Adarshpal S. Sethi
2008 J jnl
J. Netw. Syst. Manag.
Chi-Shih Chao, Maitreya Natu, Adarshpal S. Sethi
2008 Misc conf
COMAD
Maitreya Natu, Girish Keshav Palshikar
2008 J jnl
Telecommun. Syst.
Maitreya Natu, Adarshpal S. Sethi, Errol L. Lloyd
2008 J jnl
J. Netw. Syst. Manag.
Maitreya Natu, Adarshpal S. Sethi
2008 J jnl
Int. J. Netw. Manag.
Maitreya Natu, Adarshpal S. Sethi
2007 conf
LSAD@SIGCOMM
Maitreya Natu, Jelena Mirkovic
2007 conf
Security and Management
Maitreya Natu, Adarshpal S. Sethi
2007 conf
DSOM
Maitreya Natu, Adarshpal S. Sethi
2007 B conf
GLOBECOM
Maitreya Natu, Adarshpal S. Sethi
2006 conf
E2EMON
Maitreya Natu, Adarshpal S. Sethi
redb/extractors/pe_extractors/pe_features.py
← Index redb/extractors/pe_extractors/pe_features.py python
import base64
import inspect
import json
from pprint import pprint
import re

import pefile

from redb.ext.rich_header import get_rich_idVersion
from redb.extractors.enum import Tag
from redb.extractors.pe_extractor import PEExtractor
from redb.extractors.pe_extractors.pe_dotnet import PEDotNetExtractor
from redb.models.dataclasses import PE
from datetime import datetime, timezone
from typing import Any


class PEFeaturesExtractor(PEExtractor):

    def __init__(
        self,
        filepath,
        log,
        exporters=None,
        index_prefix=None,
        elastic_index=None,
        known_benign=False,
        known_malicious=False,
        pe=None,
    ):
        super().__init__(
            filepath,
            log,
            exporters,
            index_prefix,
            elastic_index,
            known_benign,
            known_malicious,
            pe,
        )
        self.pe_features = None
        self.elastic_index = self.index_prefix + "-pe_features"
        self.log.debug(inspect.currentframe().f_code.co_name)

    def _extract_type(self):
        self.log.debug(inspect.currentframe().f_code.co_name)
        if self.pe.is_dll():
            return "DLL"
        elif self.pe.is_driver():
            return "DRIVER"
        elif self.pe.is_exe():
            return "EXE"

    def _extract_architecture(self):
        self.log.debug(inspect.currentframe().f_code.co_name)
        mt = {"0x14c": "x86", "0x0200": "Itanium", "0x8664": "x64"}
        machine_value = self.pe.FILE_HEADER.Machine
        if isinstance(machine_value, int):
            return mt.get(str(hex(machine_value)), "")
        return str(machine_value) + " => Not x86/64 or Itanium"

    def _extract_rich_header(self):
        """Extract the Rich header from the PE file

        to decode it back from base64, use:
        rh_tmp = json.loads(rh_b64_string)
        rh_decoded = {}
        for k in rh_tmp:
            if isinstance(rh_tmp[k], str):
                rh_decoded[k] = base64.b64decode(rh_tmp[k])
            else:
                rh_decoded[k] = rh_tmp[k]
        """
        self.log.debug(inspect.currentframe().f_code.co_name)
        rh = self.pe.parse_rich_header()
        rich_header_b64 = {}
        rich_header_infos = []
        if rh:
            for key in rh:
                if isinstance(rh[key], bytes):
                    rich_header_b64[key] = base64.b64encode(rh[key]).decode("utf-8")
                else:
                    rich_header_b64[key] = rh[key]
            rich_header_infos = self._get_rich_header_infos(rh)
        return json.dumps(rich_header_b64) if rich_header_b64 else None, "\n".join(
            item for item in rich_header_infos
        ) if rich_header_infos else None

    def _get_rich_header_infos(self, rh):
        """Parse Rich header information from the PE Rich Header dump"""
        self.log.debug(inspect.currentframe().f_code.co_name)

        rich_header_infos = []
        try:
            # Get list of @Comp.IDs and counts from Rich header
            # Elements in rich_fields at even indices are @Comp.IDs
            # Elements in rich_fields at odd indices are counts
            # example:                  'values': [8681481,
            #                             1,
            #                             9795593,
            #                             1]
            rich_fields = rh.get("values", [])
            if len(rich_fields) % 2 != 0:
                self.log.info(f"rich header extraction stopped for {self.hash.sha256}")
                return None

            comp_id = None
            for i in rich_fields:
                if rich_fields.index(i) % 2 == 0:
                    # even -> save value
                    comp_id = get_rich_idVersion(i)
                else:
                    # odd -> add to list
                    if comp_id:
                        rich_header_infos.append(f"{comp_id} count={i}")
                        comp_id = None
        except Exception as e:
            self.log.error(
                f"Extract rich header error {self.hash.sha256} Exception: {e}"
            )
        return rich_header_infos

    def _extract_version_info(self):
        """Extract the VS_VERSIONINFO field in a PE file

        Returns:
        vsinfo: a list of "key:value" strings from VS_INFORMATION content.
               None if no VS_INFORMATION content is present.
        """
        self.log.debug(inspect.currentframe().f_code.co_name)
        version_info = []
        try:
            if hasattr(self.pe, "VS_VERSIONINFO") and hasattr(self.pe, "FileInfo"):
                for finfo in self.pe.FileInfo:
                    for entry in finfo:
                        if hasattr(entry, "StringTable"):
                            for st_entry in entry.StringTable:
                                for key, str_entry in list(st_entry.entries.items()):
                                    version_info.append(f"{key.decode()}:{str_entry.decode()}")
        except Exception as e:
            self.log.error(
                f"Extract VersionInfo error {self.hash.sha256}  Exception: {e}"
            )
        return version_info if version_info else None

    def _extract_exports(self):
        """
        Returns:
        export_library_name: a str representing the name of the export library.
                            An empty string if no export library is present.
        exp_symbols_list: a list of function names exported as per DIRECTORY_ENTRY_EXPORT.symbols
                            An empty list if no export library is present.
        export_timestamp: a timestamp representing the time of the export.
        """
        self.log.debug(inspect.currentframe().f_code.co_name)
        export_symbols_list = []
        export_library_name = ""
        export_library_name_raw = ""
        export_timestamp = None
        try:
            if hasattr(self.pe, "DIRECTORY_ENTRY_EXPORT"):
                export_timestamp = self.pe.DIRECTORY_ENTRY_EXPORT.struct.TimeDateStamp
                export_directory = self.pe.DIRECTORY_ENTRY_EXPORT
                export_library_name_rva = export_directory.struct.Name
                try:
                    export_library_name = self.remove_non_utf8(
                        self.pe.get_string_at_rva(export_library_name_rva)
                    ).decode()
                    export_library_name_raw = self.pe.get_string_at_rva(
                        export_library_name_rva
                    ).__str__()
                except Exception as e:
                    self.log.error(
                        f"Error while getting export library name {self.pe.get_string_at_rva(export_library_name_rva)} for file: {self.hash.sha256} {e}"
                    )
                    export_library_name = "REDB_ERROR"
                if hasattr(self.pe.DIRECTORY_ENTRY_EXPORT, "symbols"):
                    for exp in self.pe.DIRECTORY_ENTRY_EXPORT.symbols:
                        export_symbols_list.append(
                            exp.name.decode() if exp.name else None
                        )
        except Exception as e:
            self.log.error(f"Extract exports error {self.hash.sha256} Exception: {e}")

        return (
            export_library_name if export_library_name else None,
            export_library_name_raw if export_library_name_raw else None,
            export_symbols_list if export_symbols_list else None,
            export_timestamp if export_timestamp else None,
        )

    def _extract_dbg_info(self):
        """Extract debug information from PE if present

        At the moment this function parses only the DEBUG_ENTRY Structure where Type
        field == 1, i.e. IMAGE_DEBUG_TYPE_CODEVIEW, where the pdb is eventually present.

        Returns:
        debug_entry: the dump of pe.DIRECTORY_ENTRY_DEBUG.struct only for the type 1
                    "IMAGE_DEBUG_TYPE_CODEVIEW". "None" if not present.
        debug_time: a int representing the epoch timestamp as present in the
                    DIRECTORY_ENTRY_DEBUG. "None" if not present.
        pdb_info: a str with the pdb path. "None" if not present.
        """
        self.log.debug(inspect.currentframe().f_code.co_name)
        dbg_timestamp = None
        dbg_timestamp_utc = ""
        dbg_pdb_info = ""
        dbg_pdb_info_raw = ""
        dbg_struct = ""
        try:
            if hasattr(self.pe, "DIRECTORY_ENTRY_DEBUG"):
                for debug_entry in self.pe.DIRECTORY_ENTRY_DEBUG:
                    if (
                        debug_entry.struct.Type
                        == pefile.DEBUG_TYPE["IMAGE_DEBUG_TYPE_CODEVIEW"]
                    ):
                        dbg_timestamp = debug_entry.struct.TimeDateStamp
                        dbg_timestamp_utc = datetime.fromtimestamp(
                            dbg_timestamp, timezone.utc
                        ).strftime("%Y-%m-%d %H:%M:%S")
                        # dbg_struct = base64.b64encode(debug_entry.entry).decode()
                        dbg_struct = debug_entry.entry.__str__()
                        if hasattr(debug_entry.entry, "PdbFileName"):
                            dbg_pdb_info = self.remove_non_utf8(
                                debug_entry.entry.PdbFileName.rstrip(b"\x00")
                            ).decode()
                            dbg_pdb_info_raw = debug_entry.entry.PdbFileName.rstrip(
                                b"\x00"
                            ).__str__()
                            # if dbg_pdb_info:
                            #     dbg_pdb_info = dbg_pdb_info.rstrip(b"\x00")
                            #     dbg_pdb_info = dbg_pdb_info.decode()

        except Exception as e:
            self.log.error(f"Extract DBG info error {self.hash.sha256} Exception: {e}")
        return (
            dbg_timestamp if dbg_timestamp else None,
            dbg_timestamp_utc if dbg_timestamp_utc else None,
            dbg_pdb_info if dbg_pdb_info else None,
            dbg_pdb_info_raw if dbg_pdb_info_raw else None,
            dbg_struct if dbg_struct else None,
        )

    def _extract_tls_info(self):
        """Check for the presence of Thread Local Storage and related extract
        callback addresses.

        Taken from the original version of PEScanner, as the python3 porting
        "ext_pescanner" does not have it.

        Returns:
        pe.DIRECTORY_ENTRY_TLS.struct: a pefile.Structure type containing the dump
                    of the TLS structure and content. "None" is no TLS is present.
        callbacks: a list containing the TLS callbacks addresse. Empty list if no
                    address is found, "None" is no TLS is present.
        """
        self.log.debug(inspect.currentframe().f_code.co_name)
        callbacks = []
        tls_dir_struct = ""
        try:
            if (
                hasattr(self.pe, "DIRECTORY_ENTRY_TLS")
                and self.pe.DIRECTORY_ENTRY_TLS
                and self.pe.DIRECTORY_ENTRY_TLS.struct
                and self.pe.DIRECTORY_ENTRY_TLS.struct.AddressOfCallBacks
            ):
                # tls_dir_struct = base64.b64encode(self.pe.DIRECTORY_ENTRY_TLS.struct).decode()
                tls_dir_struct = self.pe.DIRECTORY_ENTRY_TLS.struct.__str__()
                callback_array_rva = (
                    self.pe.DIRECTORY_ENTRY_TLS.struct.AddressOfCallBacks
                    - self.pe.OPTIONAL_HEADER.ImageBase
                )
                # Originally it was while True
                # todo while can't be used cause risky
                # what maximum range makes sense to add here?
                for idx in range(10000):
                    func = self.pe.get_dword_from_data(
                        self.pe.get_data(callback_array_rva + 4 * idx, 4), 0
                    )
                    if func == 0:
                        break
                    callbacks.append(func)
        except Exception as e:
            self.log.error(f"Extract TLS error {self.hash.sha256} Exception: {e}")
        return callbacks if callbacks else None, tls_dir_struct if tls_dir_struct else None

    def tag(self):
        return Tag.PE_FEATURES.value

    def extract(self):
        try:
            self.log.debug(inspect.currentframe().f_code.co_name)
            (
                export_library_name,
                export_library_name_raw,
                export_symbols_list,
                export_timestamp,
            ) = self._extract_exports()
            (
                dbg_timestamp,
                dbg_timestamp_utc,
                dbg_pdb_info,
                dbg_pdb_info_raw,
                dbg_struct,
            ) = self._extract_dbg_info()
            tls_callbacks, tls_struct = self._extract_tls_info()
            rich_header_dump, rich_header_parsed = self._extract_rich_header()

            is_dotnet = self._check_dotnet()

            number_of_resources = 0
            number_of_imports = 0
            if hasattr(self.pe, "DIRECTORY_ENTRY_RESOURCE"):
                number_of_resources = len(self.pe.DIRECTORY_ENTRY_RESOURCE.entries)
            if hasattr(self.pe, "DIRECTORY_ENTRY_IMPORT"):
                number_of_imports = len(self.pe.DIRECTORY_ENTRY_IMPORT)

            self.pe_features = PE(
                type=self._extract_type(),
                magic=hex(self.pe.OPTIONAL_HEADER.Magic),
                entry_point=hex(self.pe.OPTIONAL_HEADER.AddressOfEntryPoint),
                major_linker_version=self.pe.OPTIONAL_HEADER.MajorLinkerVersion,
                minor_linker_version=self.pe.OPTIONAL_HEADER.MinorLinkerVersion,
                target_machine=self.pe.FILE_HEADER.Machine,
                architecture=self._extract_architecture(),
                compilation_time=self.pe.FILE_HEADER.TimeDateStamp,
                compilation_time_utc=datetime.fromtimestamp(
                    self.pe.FILE_HEADER.TimeDateStamp, timezone.utc
                ).strftime("%Y-%m-%d %H:%M:%S"),
                rich_header_dump=rich_header_dump,
                rich_header_parsed=rich_header_parsed,
                dos_header=self.pe.DOS_HEADER.__str__(),
                nt_header=self.pe.NT_HEADERS.__str__(),
                optional_header=self.pe.OPTIONAL_HEADER.__str__(),
                file_header=self.pe.FILE_HEADER.__str__(),
                version_info=self._extract_version_info(),
                export_library_name=export_library_name,
                export_library_name_raw=export_library_name_raw,
                export_symbols_list=export_symbols_list,
                export_timestamp=export_timestamp,
                is_dotnet=is_dotnet,
                dbg_timestamp=dbg_timestamp,
                dbg_timestamp_utc=dbg_timestamp_utc,
                dbg_pdb_info=dbg_pdb_info,
                dbg_pdb_info_raw=dbg_pdb_info_raw,
                dbg_struct=dbg_struct,
                tls_callbacks=tls_callbacks,
                tls_struct=tls_struct,
                is_signed=self._is_signed(),
                has_overlay=self._has_overlay(),
                number_of_sections=len(self.pe.sections),
                number_of_imports=number_of_imports,
                number_of_exports=(
                    len(export_symbols_list) if export_symbols_list else 0
                ),
                number_of_resources=number_of_resources,
            )
            return self.pe_features
        except Exception as e:
            self.log.error(f"Error extracting PE features {self.hash.sha256}: {e}")
            return None

    def prepare_export_data(self, exporter_type: str) -> Any:
        self.log.debug(inspect.currentframe().f_code.co_name)
        if exporter_type == "ElasticsearchExporter":
            return self.pe_features
        elif exporter_type == "ClickHouseExporter":
            try:
                pe_dump = self.pe.dump_dict()   
                # Convert PE headers directly to JSON
                dos_header_raw = json.dumps(pe_dump['DOS_HEADER'])
                nt_header_raw = json.dumps(pe_dump['NT_HEADERS'])
                optional_header_raw = json.dumps(pe_dump['OPTIONAL_HEADER'])
                file_header_raw = json.dumps(pe_dump['FILE_HEADER'])

                # Convert magic and entry_point from hex strings to integers
                magic_raw = int(self.pe_features.magic, 16) if isinstance(self.pe_features.magic, str) else self.pe_features.magic
                entry_point = int(self.pe_features.entry_point, 16) if isinstance(self.pe_features.entry_point, str) else self.pe_features.entry_point

                # Convert target_machine to string if it's an integer
                target_machine = str(self.pe_features.target_machine) if isinstance(self.pe_features.target_machine, int) else self.pe_features.target_machine

                # debug struct
                dbg_struct_raw = {}
                if self.pe_features.dbg_struct:
                    if hasattr(self.pe, "DIRECTORY_ENTRY_DEBUG"):
                        for debug_entry in self.pe.DIRECTORY_ENTRY_DEBUG:
                            if (
                                debug_entry.struct.Type
                                == pefile.DEBUG_TYPE["IMAGE_DEBUG_TYPE_CODEVIEW"]
                            ):
                                dbg_struct_raw = json.dumps(debug_entry.struct.__dict__)

                # tls struct
                tls_struct_raw = {}
                if self.pe_features.tls_struct:
                    if (
                        hasattr(self.pe, "DIRECTORY_ENTRY_TLS")
                        and self.pe.DIRECTORY_ENTRY_TLS
                        and self.pe.DIRECTORY_ENTRY_TLS.struct
                        and self.pe.DIRECTORY_ENTRY_TLS.struct.AddressOfCallBacks
                    ):
                        tls_struct_raw = json.dumps(self.pe.DIRECTORY_ENTRY_TLS.struct.__dict__)

                # Ensure arrays are properly initialized
                rich_header_parsed = []
                if self.pe_features.rich_header_parsed:
                    if isinstance(self.pe_features.rich_header_parsed, str):
                        rich_header_parsed = [x for x in self.pe_features.rich_header_parsed.split("\n") if x]
                    elif isinstance(self.pe_features.rich_header_parsed, list):
                        rich_header_parsed = self.pe_features.rich_header_parsed

                version_info = self.pe_features.version_info if self.pe_features.version_info else []
                version_info_raw = {}
                if version_info:
                    for finfo in self.pe.FileInfo:
                        for entry in finfo:
                            if hasattr(entry, "StringTable"):
                                for st_entry in entry.StringTable:
                                    for key, str_entry in list(st_entry.entries.items()):
                                        version_info_raw[key.decode()] = str_entry.decode()
                version_info_raw = json.dumps(version_info_raw) if version_info_raw else "{}"

                export_symbols_list = self.pe_features.export_symbols_list if self.pe_features.export_symbols_list else []
                tls_callbacks = self.pe_features.tls_callbacks if self.pe_features.tls_callbacks else []

                # Prepare data array
                data = [[
                    self.sha256,
                    self.md5,
                    self.sha1,
                    self.pe_features.dos_header,
                    dos_header_raw,
                    self.pe_features.nt_header,
                    nt_header_raw,
                    self.pe_features.optional_header,
                    optional_header_raw,
                    self.pe_features.file_header,
                    file_header_raw,
                    magic_raw,
                    entry_point,
                    self.pe_features.major_linker_version,
                    self.pe_features.minor_linker_version,
                    target_machine,
                    self.pe_features.architecture,
                    self.pe_features.compilation_time,
                    1 if self.pe_features.is_dotnet else 0,
                    1 if self.pe_features.is_signed else 0,
                    1 if self.pe_features.has_overlay else 0,
                    self.pe_features.number_of_sections,
                    self.pe_features.number_of_imports,
                    self.pe_features.number_of_exports,
                    self.pe_features.number_of_resources,
                    self.pe_features.type,
                    self.pe_features.dbg_struct,
                    dbg_struct_raw,
                    self.pe_features.dbg_timestamp,
                    self.pe_features.dbg_pdb_info,
                    self.pe_features.dbg_pdb_info_raw,
                    self.pe_features.tls_struct,
                    tls_struct_raw,
                    self.pe_features.export_timestamp,
                    self.pe_features.export_library_name,
                    self.pe_features.export_library_name_raw,
                    self.pe_features.rich_header_dump if self.pe_features.rich_header_dump else "{}",
                    rich_header_parsed,
                    version_info,
                    version_info_raw,
                    export_symbols_list,
                    tls_callbacks,
                    datetime.now(timezone.utc)
                ]]

                column_names = [
                    'sha256', 'md5', 'sha1',
                    'dos_header', 'dos_header_raw', 'nt_header', 'nt_header_raw', 'optional_header', 'optional_header_raw', 'file_header', 'file_header_raw',
                    'magic_raw', 'entry_point',
                    'major_linker_version', 'minor_linker_version',
                    'target_machine', 'architecture',
                    'compilation_time',
                    'is_dotnet', 'is_signed', 'has_overlay',
                    'number_of_sections', 'number_of_imports', 'number_of_exports', 'number_of_resources',
                    'type',
                    'dbg_struct', 'dbg_struct_raw', 'dbg_timestamp', 'dbg_pdb_info', 'dbg_pdb_info_raw',
                    'tls_struct', 'tls_struct_raw', 'export_timestamp', 'export_library_name', 'export_library_name_raw',
                    'rich_header_dump', 'rich_header_parsed', 'version_info', 'version_info_raw',
                    'export_symbols_list', 'tls_callbacks',
                    'analysis_date'
                ]

                column_type_names = [
                    'FixedString(64)', 'FixedString(32)', 'FixedString(40)',
                    'String', 'JSON', 'String', 'JSON', 'String', 'JSON', 'String', 'JSON',
                    'UInt16', 'UInt32',
                    'UInt8', 'UInt8',
                    'LowCardinality(String)', 'Enum8(\'x86\' = 1, \'Itanium\' = 2, \'x64\' = 3)',
                    'UInt64',
                    'UInt8', 'UInt8', 'UInt8',
                    'UInt16', 'UInt16', 'UInt16', 'UInt16',
                    'Enum8(\'DLL\' = 1, \'EXE\' = 2, \'DRIVER\' = 3)',
                    'Nullable(String)', 'JSON', 'Nullable(UInt64)', 'Nullable(String)', 'Nullable(String)',
                    'Nullable(String)', 'JSON', 'Nullable(UInt64)', 'Nullable(String)', 'Nullable(String)',
                    'JSON', 'Array(Nullable(String))', 'Array(Nullable(String))', 'JSON',
                    'Array(Nullable(String))', 'Array(Nullable(UInt64))',
                    'DateTime64(3, \'UTC\')'
                ]

                if not data:
                    return None

                return (data, column_names, column_type_names)
            except Exception as e:
                self.log.error(f"Error preparing export data: {e}")
                raise

    def get_clickhouse_table(self) -> str:
        return "redb_pe_features"