Cesar Augusto Cavalheiro Marcondes

30 papers B 1C 4Misc 1Journal 12Unranked 12
YearRankTypeTitle / Venue / Authors
2026 J jnl
IEEE Access
Marcelo Silva, Cesar Augusto Cavalheiro Marcondes
2025 J jnl
IEEE Access
Silvio R. A. O. Filho, Claudio A. S. Lelis, Eric T. E. Soares, Cesar Augusto Cavalheiro Marcondes
2025 conf
LADC
Claudio A. S. Lelis, Cesar Augusto Cavalheiro Marcondes, Kevin Fealey
2025 J jnl
IEEE Access
Sidnei Barbieri, Flávio Luís dos Santos de Souza, Marcio Andrey Teixeira, Cesar Augusto Cavalheiro Marcondes, Lourenço Alves Pereira Júnior
2025 conf
LADC
Leonardo Silveira, Claudio A. S. Lelis, Cesar Augusto Cavalheiro Marcondes, Filipe A. N. Verri
2024 J jnl
IEEE Access
Claudio A. S. Lelis, Julio J. Roncal, Leonardo Silveira, Roberto Douglas Guimarães de Aquino, Cesar Augusto Cavalheiro Marcondes, Johnny Cardoso Marques, Denis Silva Loubach, Filipe A. N. Verri, Vitor Venceslau Curtis, Diego G. De Souza
2024 J jnl
Sensors
Bruno S. Faiçal, Cesar Augusto Cavalheiro Marcondes, Filipe A. N. Verri
2022 conf
LARS/SBR/WRE
Guilherme T. T. Bernardo, Luan Mateus Bocalan Vogás, Sargon D. S. Rodrigues, Thiago G. G. Lopes, Cesar Augusto Cavalheiro Marcondes, Denis Silva Loubach, Elton Felipe Sbruzzi, Filipe A. N. Verri, Johnny Cardoso Marques, Lourenço Alves Pereira Júnior, Marcos R. O. de A. Máximo, Vitor Venceslau Curtis
2021 J jnl
IEEE Access
Gustavo de Carvalho Bertoli, Lourenço Alves Pereira Júnior, Osamu Saotome, Aldri L. dos Santos, Filipe Alves Neto Verri, Cesar Augusto Cavalheiro Marcondes, Sidnei Barbieri, Moises S. Rodrigues, José M. Parente de Oliveira
2021 conf
LARS/SBR/WRE
Luiz Giacomossi, Flavio Souza, Raphael Gomes Cortes, Huascar Mirko Montecinos Cortez, Caue Ferreira, Cesar Augusto Cavalheiro Marcondes, Denis Silva Loubach, Elton Felipe Sbruzzi, Filipe A. N. Verri, Johnny Cardoso Marques, Lourenço Alves Pereira Jr., Marcos R. O. A. Máximo, Vitor Venceslau Curtis
2021 conf
ICCSA (4)
Lourdes Portugal-Poma Costa, Cesar Augusto Cavalheiro Marcondes, Hermes Senger
2021 J jnl
IEEE Access
Roger Nobuyuki Kamoi, Lourenço Alves Pereira Júnior, Filipe Alves Neto Verri, Cesar Augusto Cavalheiro Marcondes, Carlos Henrique Gomes Ferreira, Rodolfo Ipolito Meneguette, Adilson Marques da Cunha
2021 B conf
NetSoft
Lucian Beraldo, Angelos Pentelas, Fábio Luciano Verdi, Panagiotis Papadimitriou, Cesar Augusto Cavalheiro Marcondes
2020 J jnl
IEEE Access
Filipe Alves Neto Verri, Cesar Augusto Cavalheiro Marcondes, Denis Silva Loubach, Elton Felipe Sbruzzi, Johnny Cardoso Marques, Lourenço Alves Pereira Júnior, Marcos Ricardo Omena de Albuquerque Máximo, Vitor Venceslau Curtis
2019 conf
ICCSA (1)
Lucas Venezian Povoa, Cesar Augusto Cavalheiro Marcondes, Hermes Senger
2017 J jnl
CoRR
Lucas Venezian Povoa, Cesar Augusto Cavalheiro Marcondes, Hermes Senger
2016 J jnl
Concurr. Comput. Pract. Exp.
Hermes Senger, Veronica Gil-Costa, Luciana Arantes, Cesar Augusto Cavalheiro Marcondes, Mauricio Marín, Liria Matsumoto Sato, Fabrício A. B. da Silva
2016 C conf
PDP
Diego Desani, Veronica Gil-Costa, Cesar Augusto Cavalheiro Marcondes, Hermes Senger
2016 J jnl
J. Comput. Sci. Technol.
Erika Rosas, Nicolas Hidalgo, Veronica Gil-Costa, Carolina Bonacic, Mauricio Marín, Hermes Senger, Luciana Arantes, Cesar Augusto Cavalheiro Marcondes, Olivier Marin
2014 conf
SBRC
Lourdes P. Portugal-Poma, Cesar Augusto Cavalheiro Marcondes, Hermes Senger, Luciana Arantes
2013 C conf
ISCC
Lucas Venezian Povoa, Pedro W. Bignatto, Carlos E. Monteiro, Daniel Mueller, Cesar Augusto Cavalheiro Marcondes, Hermes Senger
2012 C conf
ISCC
Cesar Augusto Cavalheiro Marcondes, Tiago Santos, Arthur Pedro Godoy, Caio César Viel, César A. C. Teixeira
2012 conf
ICCSA (4)
Danilo Augusto Moschetto, Douglas O. Freitas, Lourdes P. Portugal-Poma, Ricardo Aparecido Perez de Almeida, Cesar Augusto Cavalheiro Marcondes
2010 conf
AICT
Edson dos Santos Moreira, Renata Maria Porto Vanni, Diego L. Função, Cesar Augusto Cavalheiro Marcondes
2009 J jnl
Perform. Evaluation
Carlo Caini, Rosario Firrincieli, Daniele Lacamera, Tomaso de Cola, Mario Marchese, Cesar Augusto Cavalheiro Marcondes, M. Y. Sanadidi, Mario Gerla
2008 conf
ICC
Kazumi Kumazoe, Cesar Augusto Cavalheiro Marcondes, Mario Gerla, Dirceu Cavendish, Masato Tsuru, Yuji Oie
2008 conf
ICC
Cesar Augusto Cavalheiro Marcondes, M. Y. Sanadidi, Mario Gerla, Hideyuki Shimonishi
2007 C conf
ISCC
Carlo Caini, Rosario Firrincieli, Daniele Lacamera, Tomaso de Cola, Mario Marchese, Cesar Augusto Cavalheiro Marcondes, M. Y. Sanadidi, Mario Gerla
2006 conf
WiNTECH
Rosario Firrincieli, Carlo Caini, Cesar Augusto Cavalheiro Marcondes, M. Y. Sanadidi, Mario Gerla
2006 Misc conf
TRIDENTCOM
Cesar Augusto Cavalheiro Marcondes, Anders Persson, M. Y. Sanadidi, Mario Gerla, Rosario Firrincieli, David R. Beering, Greg Romaniak
redb/extractors/pe_extractors/pe_signature.py
← Index redb/extractors/pe_extractors/pe_signature.py python
import inspect
import yara_x
from datetime import datetime, timezone
from signify.authenticode import SignedPEFile
from typing import Any, Dict, List, Tuple

from redb.extractors.enum import Tag
from redb.extractors.pe_extractor import PEExtractor
from redb.models.dataclasses import PECertificate, PESigner, PECodeSigningInfo


class PESignatureExtractor(PEExtractor):
    """
    RFC 3161 - Internet X.509 Public Key Infrastructure Time-Stamp Protocol (TSP)
    Section 2.4.2 defines the TSTInfo structure.
    https://tools.ietf.org/html/rfc3161#section-2.4.2

    Microsoft Authenticode Time Stamping Specification
    https://download.microsoft.com/download/9/c/5/9c5b2167-8017-4bae-9fde-d599bac8184a/Authenticode_PE.docx
    """

    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.elastic_index = self.index_prefix + "-pe_signature"
        self.log.debug(inspect.currentframe().f_code.co_name)
        self.code_signing_info = None

    def tag(self):
        return [Tag.PE_CERTIFICATE.value, Tag.PE_SIGNER.value, Tag.PE_SIGNATURE.value]

    def _extract_certificate_info(self, certificate):
        self.log.debug(inspect.currentframe().f_code.co_name)

        # YARA-X returns datetime objects directly, not Unix timestamps
        not_before = certificate["not_before"]
        not_after = certificate["not_after"]

        # Handle both datetime objects and Unix timestamps for compatibility
        if isinstance(not_before, datetime):
            valid_from = not_before.strftime("%Y-%m-%d %H:%M:%S")
        else:
            valid_from = datetime.fromtimestamp(int(not_before), timezone.utc).strftime("%Y-%m-%d %H:%M:%S")

        if isinstance(not_after, datetime):
            valid_to = not_after.strftime("%Y-%m-%d %H:%M:%S")
        else:
            valid_to = datetime.fromtimestamp(int(not_after), timezone.utc).strftime("%Y-%m-%d %H:%M:%S")

        return PECertificate(
            certificate_serial_number=certificate["serial"],
            certificate_subject=certificate["subject"],
            certificate_issuer=certificate["issuer"],
            certificate_valid_from=valid_from,
            certificate_valid_to=valid_to,
            certificate_thumbprint=certificate["thumbprint"].upper(),
            certificate_algorithm=certificate["algorithm"],
        )

    def _extract_signer_info(self, signer):
        self.log.debug(inspect.currentframe().f_code.co_name)

        # YARA-X returns datetime objects directly, not Unix timestamps
        not_before = signer["not_before"]
        not_after = signer["not_after"]

        # Handle both datetime objects and Unix timestamps for compatibility
        if isinstance(not_before, datetime):
            valid_from = not_before.strftime("%Y-%m-%d %H:%M:%S")
        else:
            valid_from = datetime.fromtimestamp(int(not_before), timezone.utc).strftime("%Y-%m-%d %H:%M:%S")

        if isinstance(not_after, datetime):
            valid_to = not_after.strftime("%Y-%m-%d %H:%M:%S")
        else:
            valid_to = datetime.fromtimestamp(int(not_after), timezone.utc).strftime("%Y-%m-%d %H:%M:%S")

        return PESigner(
            signer_serial_number=signer["serial"],
            signer_subject=signer["subject"],
            signer_issuer=signer["issuer"],
            signer_valid_from=valid_from,
            signer_valid_to=valid_to,
            signer_thumbprint=signer["thumbprint"].upper(),
            signer_algorithm=signer["algorithm"],
        )

    def _extract_signature_info(self):
        self.log.debug(inspect.currentframe().f_code.co_name)
        pe_rules = """
            import "pe"
            rule is_pe {
                condition: 
                    pe.is_pe
            }
        """
        rule = yara_x.compile(pe_rules)
        results = rule.scan(self.binary)
        yara_output = results.module_outputs

        signature_info = yara_output["pe"]["signatures"][0]
        number_of_certificates = signature_info["number_of_certificates"]
        signature_verified = signature_info["verified"]
        self.code_signing_info = PECodeSigningInfo(
            _id=self.sha256,
            signature_verified=signature_verified,
            number_of_certificates=int(number_of_certificates),
        )

        keys = signature_info.keys()
        if "certificates" in keys:
            self.log.debug("Extracting PE Signing Certificates")
            certificates = signature_info["certificates"]
            certificates_list = []
            for cert in certificates:
                cert_info = self._extract_certificate_info(cert)
                certificates_list.append(cert_info)
            self.code_signing_info.x509_certificates = certificates_list

        if "signer_info" in keys:
            self.log.debug("Extracting PE Signing Signer Info")
            signers = signature_info["signer_info"]["chain"]
            signers_list = []
            for signer in signers:
                sig = self._extract_signer_info(signer)
                signers_list.append(sig)
            self.code_signing_info.signers = signers_list

        if "countersignatures" in keys:
            self.log.debug("Extracting PE Signing Countersignatures")
            countersignatures = signature_info["countersignatures"][0]["chain"]
            countersigners_list = []
            for csigner in countersignatures:
                csig = self._extract_signer_info(csigner)
                countersigners_list.append(csig)
            self.code_signing_info.countersigners = countersigners_list

        with open(self.filepath, "rb") as f:
            self.log.debug("Extracting PE Signing spcSpOpusInfo")
            sig_pefile = SignedPEFile(f)
            try:
                spc_opusinfo = {}
                for signed_data in sig_pefile.signed_datas:
                    spc_opusinfo["ProgramName"] = signed_data.signer_info.program_name
                    spc_opusinfo["MoreInfo"] = signed_data.signer_info.more_info
                    self.code_signing_info.spcSpOpusInfo = spc_opusinfo

                    if signed_data.signer_info.countersigner is not None:
                        stime = signed_data.signer_info.countersigner.signing_time
                        self.code_signing_info.date_signed = stime.strftime(
                            "%Y-%m-%d %H:%M:%S"
                        )
            except Exception as e:
                self.log.error(
                    f"Error while extracting spcSpOpusInfo or signing date: {e}"
                )

    def extract(self):
        try:
            self.log.debug(inspect.currentframe().f_code.co_name)
            if self._is_signed():
                self._extract_signature_info()
                # self.export_to_elastic([self.code_signing_info])
                return self.code_signing_info
            return None
        except Exception as e:
            self.log.error(f"Error extracting PE Signature: {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.extract()
    #     elif exporter_type == "ClickHouseExporter":
    #         signing_info = self.extract()
    #         if signing_info is None:
    #             return None
                
    #         current_time = datetime.now(timezone.utc)
            
    #         # Prepare data for redb_pe_signatures table
    #         signatures_data = [[
    #             self.sha256,                                    # sha256
    #             self.md5,                                       # md5
    #             self.sha1,                                      # sha1
    #             signing_info.signature_verified,                # signature_verified
    #             datetime.strptime(signing_info.date_signed, "%Y-%m-%d %H:%M:%S") if signing_info.date_signed else None,  # date_signed
    #             signing_info.number_of_certificates,            # number_of_certificates
    #             signing_info.spcSpOpusInfo.get('ProgramName', None) if signing_info.spcSpOpusInfo else None,  # program_name
    #             signing_info.spcSpOpusInfo.get('MoreInfo', None) if signing_info.spcSpOpusInfo else None,    # more_info
    #             current_time                                    # analysis_date
    #         ]]

    #         certificates_data = []
            
    #         # Process signers
    #         if signing_info.signers:
    #             for signer in signing_info.signers:
    #                 certificates_data.append(self._prepare_certificate_data(signer, 'signer', current_time))
            
    #         # Process countersigners
    #         if signing_info.countersigners:
    #             for csigner in signing_info.countersigners:
    #                 certificates_data.append(self._prepare_certificate_data(csigner, 'countersigner', current_time))
            
    #         # Process x509 certificates
    #         if signing_info.x509_certificates:
    #             for cert in signing_info.x509_certificates:
    #                 certificates_data.append(self._prepare_certificate_data(cert, 'chain', current_time))
            
    #         return {
    #             'multi_table': True,
    #             'signatures': {
    #                 'table': 'redb_pe_signatures',
    #                 'data': signatures_data,
    #                 'column_names': [
    #                     'sha256', 'md5', 'sha1', 'signature_verified', 'date_signed',
    #                     'number_of_certificates', 'spcSpOpusInfo_program_name', 'spcSpOpusInfo_more_info', 'analysis_date'
    #                 ],
    #                 'column_type_names': [
    #                     'FixedString(64)', 'FixedString(32)', 'FixedString(40)',
    #                     'Boolean', 'DateTime64(3, \'UTC\')', 'UInt8',
    #                     'Nullable(String)', 'Nullable(String)', 'DateTime64(3, \'UTC\')'
    #                 ]
    #             },
    #             'certificates': {
    #                 'table': 'redb_pe_certificates',
    #                 'data': certificates_data,
    #                 'column_names': [
    #                     'sha256', 'md5', 'sha1', 'certificate_type', 'certificate_algorithm',
    #                     'certificate_issuer', 'certificate_subject', 'certificate_serial_number',
    #                     'certificate_thumbprint', 'certificate_valid_from', 'certificate_valid_to',
    #                     'analysis_date'
    #                 ],
    #                 'column_type_names': [
    #                     'FixedString(64)', 'FixedString(32)', 'FixedString(40)',
    #                     'Enum(\'signer\', \'countersigner\', \'chain\')', 'LowCardinality(String)',
    #                     'LowCardinality(String)', 'LowCardinality(String)', 'String',
    #                     'String', 'DateTime64(3, \'UTC\')', 'DateTime64(3, \'UTC\')',
    #                     'DateTime64(3, \'UTC\')'
    #                 ]
    #             }
    #         }

    # def _prepare_certificate_data(self, cert, cert_type: str, analysis_time: datetime) -> List:
    #     """Helper method to prepare certificate data for ClickHouse"""
    #     self.log.debug(inspect.currentframe().f_code.co_name)
    #     prefix = "certificate_" if hasattr(cert, "certificate_algorithm") else "signer_"
        
    #     # Get serial number and clean it up
    #     serial_number = getattr(cert, f"{prefix}serial_number")
    #     if serial_number:
    #         serial_number = serial_number.replace(':', '')
        
    #     return [
    #         self.sha256,                          # sha256
    #         self.md5,                             # md5
    #         self.sha1,                            # sha1
    #         cert_type,                            # certificate_type
    #         getattr(cert, f"{prefix}algorithm"),   # certificate_algorithm
    #         getattr(cert, f"{prefix}issuer"),     # certificate_issuer
    #         getattr(cert, f"{prefix}subject"),    # certificate_subject
    #         serial_number,                        # certificate_serial_number
    #         getattr(cert, f"{prefix}thumbprint"),  # certificate_thumbprint
    #         datetime.strptime(getattr(cert, f"{prefix}valid_from"), "%Y-%m-%d %H:%M:%S"),  # certificate_valid_from
    #         datetime.strptime(getattr(cert, f"{prefix}valid_to"), "%Y-%m-%d %H:%M:%S"),    # certificate_valid_to
    #         analysis_time                         # analysis_date
    #     ]
    def prepare_export_data(self, exporter_type: str) -> Any:
        self.log.debug(inspect.currentframe().f_code.co_name)
        if exporter_type == "ElasticsearchExporter":
            return self.extract()
        elif exporter_type == "ClickHouseExporter":
            signing_info = self.extract()
            if signing_info is None:
                return None
                
            current_time = datetime.now(timezone.utc)
            
            # Prepare data for redb_pe_signatures table
            signatures_data = [[
                self.sha256,                                    # sha256
                self.md5,                                       # md5
                self.sha1,                                      # sha1
                signing_info.signature_verified,                # signature_verified
                datetime.strptime(signing_info.date_signed, "%Y-%m-%d %H:%M:%S") if signing_info.date_signed else None,  # date_signed
                signing_info.number_of_certificates,            # number_of_certificates
                signing_info.spcSpOpusInfo.get('ProgramName', None) if signing_info.spcSpOpusInfo else None,  # program_name
                signing_info.spcSpOpusInfo.get('MoreInfo', None) if signing_info.spcSpOpusInfo else None,    # more_info
                current_time                                    # analysis_date
            ]]

            # Prepare data for redb_pe_certificates table
            certificates_data = []
            
            # Process signers
            if signing_info.signers:
                for signer in signing_info.signers:
                    certificates_data.append(self._prepare_certificate_data(signer, 'signer', current_time))
            
            # Process countersigners
            if signing_info.countersigners:
                for csigner in signing_info.countersigners:
                    certificates_data.append(self._prepare_certificate_data(csigner, 'countersigner', current_time))
            
            # Process x509 certificates
            if signing_info.x509_certificates:
                for cert in signing_info.x509_certificates:
                    certificates_data.append(self._prepare_certificate_data(cert, 'chain', current_time))
            
            return {
                'multi_table': True,
                'signatures': {
                    'table': 'redb_pe_signatures',
                    'data': signatures_data,
                    'column_names': [
                        'sha256', 'md5', 'sha1', 'signature_verified', 'date_signed',
                        'number_of_certificates', 'spcSpOpusInfo_program_name', 'spcSpOpusInfo_more_info', 'analysis_date'
                    ],
                    'column_type_names': [
                        'FixedString(64)', 'FixedString(32)', 'FixedString(40)',
                        'Boolean', 'DateTime64(3, \'UTC\')', 'UInt8',
                        'Nullable(String)', 'Nullable(String)', 'DateTime64(3, \'UTC\')'
                    ]
                },
                'certificates': {
                    'table': 'redb_pe_certificates',
                    'data': certificates_data,
                    'column_names': [
                        'sha256', 'md5', 'sha1', 'certificate_type', 'certificate_algorithm',
                        'certificate_issuer', 'certificate_subject', 'certificate_serial_number',
                        'certificate_thumbprint', 'certificate_valid_from', 'certificate_valid_to',
                        'analysis_date'
                    ],
                    'column_type_names': [
                        'FixedString(64)', 'FixedString(32)', 'FixedString(40)',
                        'Enum8(\'signer\' = 1, \'countersigner\' = 2, \'chain\' = 3)', 'LowCardinality(String)',
                        'LowCardinality(String)', 'LowCardinality(String)', 'String',
                        'String', 'DateTime64(3, \'UTC\')', 'DateTime64(3, \'UTC\')',
                        'DateTime64(3, \'UTC\')'
                    ]
                }
            }

    # def _prepare_certificate_data(self, cert, cert_type: str, analysis_time: datetime) -> List:
    #     """Helper method to prepare certificate data for ClickHouse"""
    #     self.log.debug(inspect.currentframe().f_code.co_name)
    #     prefix = "certificate_" if hasattr(cert, "certificate_algorithm") else "signer_"
        
    #     # Get serial number and clean it up - with strict handling
    #     serial_number = getattr(cert, f"{prefix}serial_number", "UNKNOWN")
    #     if not serial_number or not str(serial_number).strip():
    #         serial_number = "UNKNOWN"
    #     else:
    #         serial_number = serial_number.replace(':', '')
    #         if not serial_number.strip():  # Double check after cleaning
    #             serial_number = "UNKNOWN"
        
    #     return [
    #         self.sha256,                          # sha256
    #         self.md5,                             # md5
    #         self.sha1,                            # sha1
    #         cert_type,                            # certificate_type
    #         getattr(cert, f"{prefix}algorithm"),   # certificate_algorithm
    #         getattr(cert, f"{prefix}issuer"),     # certificate_issuer
    #         getattr(cert, f"{prefix}subject"),    # certificate_subject
    #         serial_number,                        # certificate_serial_number
    #         getattr(cert, f"{prefix}thumbprint"),  # certificate_thumbprint
    #         datetime.strptime(getattr(cert, f"{prefix}valid_from"), "%Y-%m-%d %H:%M:%S"),  # certificate_valid_from
    #         datetime.strptime(getattr(cert, f"{prefix}valid_to"), "%Y-%m-%d %H:%M:%S"),    # certificate_valid_to
    #         analysis_time                         # analysis_date
    #     ]

    def _prepare_certificate_data(self, cert, cert_type: str, analysis_time: datetime) -> List:
        """Helper method to prepare certificate data for ClickHouse"""
        self.log.debug(inspect.currentframe().f_code.co_name)
        prefix = "certificate_" if hasattr(cert, "certificate_algorithm") else "signer_"
        
        def clean_string(value, field_name):
            if value is None or (isinstance(value, str) and not value.strip()):
                self.log.warning(f"Empty or None value found for {field_name}")
                return "UNKNOWN"
            return str(value).strip()
        
        try:
            serial_number = getattr(cert, f"{prefix}serial_number", "UNKNOWN")
            serial_number = clean_string(serial_number, "serial_number")
            if serial_number != "UNKNOWN":
                serial_number = serial_number.replace(':', '')
        
            return [
                clean_string(self.sha256, "sha256"),
                clean_string(self.md5, "md5"),
                clean_string(self.sha1, "sha1"),
                cert_type,
                clean_string(getattr(cert, f"{prefix}algorithm"), "algorithm"),
                clean_string(getattr(cert, f"{prefix}issuer"), "issuer"),
                clean_string(getattr(cert, f"{prefix}subject"), "subject"),
                serial_number,
                clean_string(getattr(cert, f"{prefix}thumbprint"), "thumbprint"),
                datetime.strptime(getattr(cert, f"{prefix}valid_from"), "%Y-%m-%d %H:%M:%S"),
                datetime.strptime(getattr(cert, f"{prefix}valid_to"), "%Y-%m-%d %H:%M:%S"),
                analysis_time
            ]
        except Exception as e:
            self.log.error(f"Error preparing certificate data: {str(e)}")
            self.log.error(f"Certificate data that caused error: {cert}")
            raise

    def get_clickhouse_table(self) -> str:
        """Required by PEExtractor abstract base class"""
        return "redb_pe_signatures"  # Return the primary table

    def get_clickhouse_tables(self) -> Dict[str, str]:
        """Additional method for multi-table support"""
        return {
            'signatures': 'redb_pe_signatures',
            'certificates': 'redb_pe_certificates'
        }