M. Lynne Markus

122 papers A 1C 22Journal 61Unranked 34
YearRankTypeTitle / Venue / Authors
2025 C conf
ICIS
Jingyao Li, Marco Marabelli, Silvia Masiero, M. Lynne Markus
2025 C conf
ICIS
Frantz Rowe, Michel Avital, Tilo Böhmann, Andrew Burton-Jones, M. Lynne Markus, Sunil Mithas, Ojelanki K. Ngwenyama, Monideepa Tarafdar
2023 J jnl
J. Assoc. Inf. Syst.
Frantz Rowe, M. Lynne Markus
2023 J jnl
J. Assoc. Inf. Syst.
M. Lynne Markus, Frantz Rowe
2022 J jnl
Electron. Mark.
Frantz Rowe, M. Lynne Markus
2021 J jnl
J. Assoc. Inf. Syst.
M. Lynne Markus, Frantz Rowe
2021 J jnl
Commun. Assoc. Inf. Syst.
M. Lynne Markus
2021 J jnl
Electron. J. Inf. Syst. Dev. Ctries.
Wenxiu (Vince) Nan, Xiaolin (Christina) Zhu, M. Lynne Markus
2020 J jnl
Commun. Assoc. Inf. Syst.
Claudia Loebbecke, Omar A. El Sawy, Atreyi Kankanhalli, M. Lynne Markus, Dov Te'eni
2020 conf
ECIS
M. Lynne Markus, Wenxiu (Vince) Nan
2020 conf
HICSS
M. Lynne Markus, Frantz Rowe
2019 C conf
ICIS
Claudia Loebbecke, Omar El Sawy, Atreyi Kankanhalli, M. Lynne Markus, Dov Te'eni, Stefan Wrobel
2019 J jnl
Commun. Assoc. Inf. Syst.
Dennis F. Galletta, Niels Bjørn-Andersen, Dorothy E. Leidner, M. Lynne Markus, Ephraim R. McLean, Detmar W. Straub, James C. Wetherbe
2019 conf
ICT4D (1)
Wenxiu (Vince) Nan, M. Lynne Markus
2019 J jnl
J. Assoc. Inf. Syst.
Dirk S. Hovorka, Frantz Rowe, M. Lynne Markus, Sirkka Jarvenpaa, E. Burton Swanson, Mary C. Lacity, Andrew Burton-Jones, Viswanath Venkatesh, Rudy Hirschheim
2018 conf
HICSS
Sirkka Jarvenpaa, M. Lynne Markus
2018 J jnl
MIS Q.
M. Lynne Markus, Frantz Rowe
2018 J jnl
Eur. J. Inf. Syst.
Frantz Rowe, M. Lynne Markus
2017 J jnl
J. Strateg. Inf. Syst.
M. Lynne Markus
2017 conf
AMCIS
Marco Marabelli, M. Lynne Markus
2016 J jnl
MIS Q.
Ann Majchrzak, M. Lynne Markus, Jonathan Wareham
2015 C conf
ICIS
Quang Neo Bui, M. Lynne Markus, Susan Newell
2015 J jnl
J. Inf. Technol.
M. Lynne Markus
2015 J jnl
J. Inf. Technol.
M. Lynne Markus
2015 ch.
Handbook on Business Process Management (2)
M. Lynne Markus, Dax D. Jacobson
2014 J jnl
Gov. Inf. Q.
Jane Fedorowicz, Steve Sawyer, Christine B. Williams, M. Lynne Markus, Martin A. Dias, Michael Tyworth, Sonia Gantman, Dax D. Jacobson, Arthur P. Tomasino, Robert Schrier
2014 J jnl
Inf. Syst. Frontiers
M. Lynne Markus, Kevin Mentzer
2014 ch.
Computing Handbook, 3rd ed. (2)
M. Lynne Markus
2014 J jnl
J. Inf. Technol.
M. Lynne Markus
2013 conf
ECIS
M. Lynne Markus, Quang "Neo" Bui, Dax D. Jacobson, Kevin Mentzer, Olivier Lisein
2013 conf
HICSS
M. Lynne Markus, Dax D. Jacobson, Quang Neo Bui, Kevin Mentzer, Olivier Lisein
2013 J jnl
J. Inf. Technol.
Mari-Klara Stein, Robert D. Galliers, M. Lynne Markus
2012 J jnl
J. Manag. Inf. Syst.
M. Lynne Markus, Quang Neo Bui
2012 J jnl
Commun. Assoc. Inf. Syst.
David Gefen, Arik Ragowsky, Ephraim R. McLean, M. Lynne Markus, Suzanne Rivard, Matti Rossi
2012 J jnl
J. Glob. Inf. Manag.
M. Lynne Markus, Siew Kien Sia, Christina Soh
2011 C conf
ICIS
David Gefen, Arik Ragowsky, Ephraim R. McLean, M. Lynne Markus, Suzanne Rivard, Matti Rossi
2011 conf
HICSS
Charles W. Steinfield, M. Lynne Markus, Rolf T. Wigand
2011 conf
DG.O
Jane Fedorowicz, Steve Sawyer, Christine B. Williams, M. Lynne Markus, Michael Tyworth, Dax D. Jacobson, Sonia Gantman, Martin A. Dias, Arthur P. Tomasino
2011 conf
HICSS
M. Lynne Markus, Quang "Neo" Bui
2011 J jnl
J. Manag. Inf. Syst.
Charles W. Steinfield, M. Lynne Markus, Rolf T. Wigand
2010 J jnl
Int. J. Inf. Technol. Manag.
Jane Fedorowicz, Ulric J. Gelinas, Janis L. Gogan, M. Lynne Markus, Catherine Usoff, Mickey Howard, Richard T. Vidgen
2008 J jnl
J. Assoc. Inf. Syst.
M. Lynne Markus, Mark S. Silver
2008 conf
DG.O
Christine B. Williams, M. Lynne Markus, Michael Tyworth, Steve Sawyer, Martin A. Dias, Sonia Vilvovsky, Jane Fedorowicz, Dax D. Jacobson
2007 conf
DG.O
Steve Sawyer, Jane Fedorowicz, Michael Tyworth, M. Lynne Markus, Christine B. Williams
2007 J jnl
Commun. Assoc. Inf. Syst.
Jerold Cederlund, Robert J. Kauffman, Rajiv Kohli, M. Lynne Markus, Nigel P. Melville, Paul A. Pavlou
2007 ed.
ICIQ
Mary Ann Robbert, Robert O'Hare, M. Lynne Markus, Barbara D. Klein
2006 J jnl
Int. J. IT Stand. Stand. Res.
M. Lynne Markus, Ulric J. Gelinas
2006 conf
DG.O
Jane Fedorowicz, M. Lynne Markus, Steve Sawyer, Michael Tyworth, Christine B. Williams
2006 J jnl
MIS Q.
Christina Soh, M. Lynne Markus, Kim Huat Goh
2006 J jnl
MIS Q.
M. Lynne Markus, Charles W. Steinfield, Rolf T. Wigand, Gabe Minton
2006 C conf
ICIS
Sean W. Hansen, Kalle Lyytinen, M. Lynne Markus
2005 conf
AMCIS
Jane Fedorowicz, Ulric J. Gelinas, Janis L. Gogan, Mickey Howard, M. Lynne Markus, Catherine Usoff, Richard T. Vidgen
2005 J jnl
J. Inf. Technol.
Charles W. Steinfield, M. Lynne Markus, Rolf T. Wigand
2005 conf
HICSS
Rolf T. Wigand, Charles W. Steinfield, M. Lynne Markus
2005 J jnl
J. Manag. Inf. Syst.
Rolf T. Wigand, Charles W. Steinfield, M. Lynne Markus
2005 C conf
WEBIST
M. Lynne Markus
2005 conf
ICEIS (1)
M. Lynne Markus
2005 conf
AMCIS
Richard T. Watson, M. Lynne Markus, Michel Avital, Kregg Aytes, John C. Beachboard, Roberto Evaristo, Beena George
2005 J jnl
Commun. Assoc. Inf. Syst.
M. Lynne Markus
2005 J jnl
Electron. Mark.
Rolf T. Wigand, M. Lynne Markus, Charles W. Steinfield
2005 J jnl
Int. J. e Collab.
M. Lynne Markus
2005 conf
HICSS
Ulric J. Gelinas, M. Lynne Markus
2004 conf
PACIS
Ji-Ye Mao, M. Lynne Markus
2004 J jnl
J. Assoc. Inf. Syst.
M. Lynne Markus, Ji-Ye Mao
2004 J jnl
J. Inf. Technol.
M. Lynne Markus
2004 J jnl
Data Base
Anita L. Blanchard, M. Lynne Markus
2003 J jnl
Inf. Syst. E Bus. Manag.
M. Lynne Markus, Ellen Christiaanse
2003 conf
ECIS
M. Lynne Markus, Ellen Christiaanse, Jan Damsgaard, Kalle Lyytinen
2003 conf
HICSS
Ellen Christiaanse, M. Lynne Markus
2003 conf
AMCIS
John Mooney, Joe S. Valacich, Fred Niederman, M. Lynne Markus, Richard T. Watson
2002 J jnl
MIS Q.
M. Lynne Markus, Ann Majchrzak, Les Gasser
2002 C conf
ICIS
Christina Soh, M. Lynne Markus
2002 C conf
ICIS
Ellen Christiaanse, M. Lynne Markus
2002 conf
HICSS
M. Lynne Markus, Probir Banerjee, Louis C. K. Ma
2002 conf
HICSS
Anita L. Blanchard, M. Lynne Markus
2002 J jnl
J. Glob. Inf. Manag.
M. Lynne Markus, Christina Soh
2002 J jnl
Commun. Assoc. Inf. Syst.
Blake Ives, Joseph S. Valacich, Richard T. Watson, Robert W. Zmud, Maryam Alavi, Richard L. Baskerville, Jack J. Baroudi, Cynthia Beath, Thomas Clark, Eric K. Clemons, Gordon B. Davis, Fred D. Davis, Alan R. Dennis, Omar A. El Sawy, Jane Fedorowicz, Robert D. Galliers, Joey F. George, Paul Gray, Rudy Hirschheim, Sirkka Jarvenpaa, Len Jessup, Chris F. Kemerer, John L. King, Benn R. Konsynski, Kenneth L. Kraemer, Jerry N. Luftman, Salvatore T. March, M. Lynne Markus, Richard O. Mason, F. Warren McFarlan, Ephraim R. McLean, Lorne Olfman, Margrethe H. Olson, John F. Rockart, Vallabh Sambamurthy, Peter A. Todd, Michael Vitale, Ron Weber, Andrew B. Whinston
2001 J jnl
Commun. Assoc. Inf. Syst.
Steven Alter, M. Lynne Markus, Judy E. Scott, Iris Vessey
2001 conf
ECIS
Guy G. Gable, M. Lynne Markus, Kenny K. F. Lee, Graeme G. Shanks, Iris Vessey
2001 conf
HICSS
Lars Brehm, Armin Heinzl, M. Lynne Markus
2001 J jnl
J. Manag. Inf. Syst.
M. Lynne Markus
2000 J jnl
Inf. Syst. Frontiers
M. Lynne Markus, David Petrie, Sheryl Axline
2000 J jnl
Commun. Assoc. Inf. Syst.
M. Lynne Markus
2000 C conf
ICIS
Steven Alter, M. Lynne Markus, Judy E. Scott, Phillip Ein-Dor, Iris Vessey
2000 J jnl
J. Inf. Technol.
M. Lynne Markus, Sheryl Axline, David Petrie, Cornelis Tanis
2000 J jnl
Commun. ACM
M. Lynne Markus, Cornelis Tanis, Paul C. van Fenema
2000 conf
ECIS
M. Lynne Markus, Guy G. Gable, Judy E. Scott, Iris Vessey, Klaus-Dieter Gronwald
2000 J jnl
Commun. Assoc. Inf. Syst.
M. Lynne Markus
2000 J jnl
MIS Q.
M. Lynne Markus, Allen S. Lee
2000 conf
Organizational and Social Perspectives on IT
Esben S. Andersen, Jan Damsgaard, Ole Hanseth, John Leslie King, M. Lynne Markus, Eric Monteiro
2000 J jnl
Inf. Syst. Res.
Jonathan W. Palmer, M. Lynne Markus
2000 C conf
ICIS
Allen S. Lee, Michael D. Myers, Guy Paré, Cathy Urquhart, M. Lynne Markus
2000 conf
Organizational and Social Perspectives on IT
M. Lynne Markus
1998 C conf
ICIS
Ton Veth, M. Lynne Markus, August-Wilhelm Scheer, Kuldeep Kumar, Hans Wortmann
1997 C conf
ICIS
Carol V. Brown, M. Lynne Markus, Jack Rockart, Vallabh Sambamurthy, Harvey Shrednick
1997 J jnl
Int. J. Hum. Comput. Stud.
Maha M. El-Shinnawy, M. Lynne Markus
1996 J jnl
MIS Q.
M. Lynne Markus, Robert I. Benjamin
1996 ch.
Computerization and Controversy, 2nd Ed.
M. Lynne Markus
1996 C conf
ICIS
Donna B. Stoddard, Henry C. Lucas, M. Lynne Markus, Will Pape
1996 J jnl
Data Base
M. Lynne Markus
1996 conf
SIGCPR
Paul Gray, M. Lynne Markus, Steve PonTell
1996 conf
SIGCPR
Lara Preiser-Houy, Carole Agres, M. Lynne Markus
1995 C conf
ICIS
Louise L. Soe, M. Lynne Markus, Staffan Hultén, J. Christopher Westland
1995 C conf
ICIS
Christina Soh, M. Lynne Markus
1995 J jnl
MIS Q.
Mark S. Silver, M. Lynne Markus, Cynthia Mathis Beath
1994 C conf
ICIS
Barbara J. Bashein, M. Lynne Markus
1994 conf
SIGCPR
Barbara J. Bashein, M. Lynne Markus, Patricia Riley
1994 J jnl
ACM Trans. Inf. Syst.
M. Lynne Markus
1994 C conf
ICIS
Mark Keil, Gopal K. Kapur, M. Lynne Markus, James A. Willbern
1993 J jnl
J. Strateg. Inf. Syst.
Christina Soh, Boon-Siong Neo, M. Lynne Markus
1993 C conf
ICIS
Madeline Weiss, Cynthia Mathis Beath, M. Lynne Markus, Robert M. Rubin
1993 J jnl
Inf. Soc.
Louise L. Soe, M. Lynne Markus
1992 J jnl
Inf. Soc.
M. Lynne Markus, Tora K. Bikson, Maha M. El-Shinnawy, Louise L. Soe
1992 C conf
ICIS
Maha M. El-Shinnawy, M. Lynne Markus
1992 C conf
ICIS
M. Lynne Markus, John A. Turner
1990 conf
Modelling the Innovation
M. Lynne Markus
1990 A conf
CSCW
M. Lynne Markus, Terry Connolly
1987 J jnl
Commun. ACM
M. Lynne Markus, Niels Bjørn-Andersen
1986 C conf
ICIS
M. Lynne Markus, Niels Bjørn-Andersen
1984 J jnl
MIS Q.
Daniel Robey, M. Lynne Markus
1983 J jnl
Commun. ACM
M. Lynne Markus
1979 conf
MARK
M. Lynne Markus
redb/queries.py
← Index redb/queries.py python
"""
Database query functions for REDB.

Contains all functions that query ClickHouse for sample metadata,
deduplication checks, and catalog lookups.
"""
import os
import ast
import clickhouse_connect
from typing import List, Optional, Dict

from redb import settings
from redb.s3_utils import generate_s3_key_from_hash


def get_supported_formats(magika_filter: Optional[str] = None) -> List[str]:
    """
    Get supported file formats from SUPPORTED_FORMATS env variable or magika_filter override.
    Expected format: SUPPORTED_FORMATS=['pebin', 'elf']

    Args:
        magika_filter: Optional single format to filter by (overrides env var)

    Returns:
        List of supported format strings, defaults to ['pebin'] if not set
    """
    # If magika_filter is provided, use it as the only format
    if magika_filter:
        return [magika_filter]

    formats_str = os.getenv('SUPPORTED_FORMATS', "['pebin']")
    try:
        formats = ast.literal_eval(formats_str)
        if isinstance(formats, list) and all(isinstance(f, str) for f in formats):
            return formats
        else:
            print(f"[WARNING] SUPPORTED_FORMATS must be a list of strings, got: {formats_str}")
            return ['pebin']
    except (ValueError, SyntaxError) as e:
        print(f"[WARNING] Failed to parse SUPPORTED_FORMATS '{formats_str}': {e}")
        return ['pebin']


def get_db_catalog_connection():
    """Create and return a ClickHouse client for catalog queries"""
    return clickhouse_connect.get_client(
        host=os.getenv("DB_HOST"),
        port=int(os.getenv("DB_PORT", "8123")),
        verify=os.getenv("DB_ENFORCE_SSL", "False").lower() == "true",
        username=os.getenv("DB_USER"),
        password=os.getenv("DB_PASSWORD"),
        database=os.getenv("DB_NAME")
    )


def fetch_s3_objects_by_repository(repository: Optional[str], index_prefix: str, decompile: bool, notes: Optional[str] = None, magika_filter: Optional[str] = None, yara_scan: bool = False, force: bool = False) -> List[Dict]:
    """
    Query the ClickHouse repository_upload_sessions table to get samples.
    S3 bucket comes from env var, S3 key is derived from sha256.

    Args:
        repository: Repository name (e.g., "bazaar", "malshare"). If None or "all-repos", queries all repositories.
        index_prefix: Table prefix for checking existing samples
        decompile: Whether we're in decompile mode (affects which table to check for existing)
        notes: Optional filter for notes field
        magika_filter: Optional single filetype to filter by (overrides SUPPORTED_FORMATS)
        yara_scan: Whether we're in YARA-only mode (skips "already processed" check)

    Returns:
        List of dicts with sha256, s3_bucket, s3_key for each sample
    """
    try:
        client = get_db_catalog_connection()
        s3_bucket = os.getenv('S3_BUCKET')

        if not s3_bucket:
            print("[ERROR] S3_BUCKET environment variable is required")
            return []

        # Get supported formats from env or magika_filter override
        supported_formats = get_supported_formats(magika_filter)
        print(f"[INFO] Querying for supported formats: {supported_formats}")

        # Build query - repository filter is optional
        # Join with catalog_samples to get first_seen date
        if repository and repository != "all-repos":
            query = """
                SELECT DISTINCT rus.sha256, rus.filetype_magika, cs.first_seen
                FROM repository_upload_sessions rus
                LEFT JOIN catalog_samples cs ON rus.sha256 = cs.sha256
                WHERE rus.repository = %(repo)s
                  AND rus.filetype_magika IN %(formats)s
            """
            params = {"repo": repository, "formats": supported_formats}
        else:
            # Query all repositories
            query = """
                SELECT DISTINCT rus.sha256, rus.filetype_magika, cs.first_seen
                FROM repository_upload_sessions rus
                LEFT JOIN catalog_samples cs ON rus.sha256 = cs.sha256
                WHERE rus.filetype_magika IN %(formats)s
            """
            params = {"formats": supported_formats}

        if notes:
            query += " AND rus.notes LIKE %(notes)s"
            params["notes"] = f"%{notes}%"

        # Execute query and convert to list of dictionaries
        result = client.query(query, parameters=params)

        # Build rows with s3_bucket and s3_key derived from sha256
        rows = []
        for row in result.result_rows:
            sha256 = row[0]
            # Handle binary string if needed
            if isinstance(sha256, bytes):
                sha256 = sha256.decode('utf-8')

            rows.append({
                'sha256': sha256,
                's3_bucket': s3_bucket,
                's3_key': generate_s3_key_from_hash(sha256),
                'filetype_magika': row[1],
                'first_seen': row[2]  # From catalog_samples (None if not found)
            })

        print(f"[DEBUG] Found {len(rows)} objects in repository_upload_sessions for repository {repository}")

        # Extract SHA256 hashes from the results for bulk checking
        sha256_list = [row.get('sha256') for row in rows if row.get('sha256')]

        if sha256_list and not force:
            # Check which hashes are already in the database
            existing_hashes = is_in_db_bulk(sha256_list, index_prefix, decompile, yara_scan, magika_filter)
            print(f"[INFO] Found {len(existing_hashes)} objects already in database")

            # Filter out rows with existing hashes
            rows = [row for row in rows if row.get('sha256') not in existing_hashes]
            print(f"[INFO] After filtering, {len(rows)} objects remain to be processed")
        elif force:
            print(f"[INFO] Force mode: skipping deduplication check, processing all {len(sha256_list)} objects")

        # Randomize the order of rows before returning
        import random
        random.shuffle(rows)

        return rows
    except Exception as e:
        print(f"[ERROR] Failed to query repository_upload_sessions: {e}")
        return []
    finally:
        if 'client' in locals():
            client.close()


def fetch_s3_objects_by_date_range(
    index_prefix: str,
    decompile: bool,
    start_date: str,
    end_date: str,
    repository: Optional[str] = None,
    notes: Optional[str] = None,
    magika_filter: Optional[str] = None,
    yara_scan: bool = False,
    force: bool = False,
    analyzed: bool = False
) -> List[Dict]:
    """
    Query samples from catalog_samples by first_seen date range, filtered to only include
    samples that exist in repository_upload_sessions (bulk/repo uploads only).

    Args:
        index_prefix: Table prefix for checking existing samples
        decompile: Whether we're in decompile mode
        start_date: Start date (inclusive) in YYYY-MM-DD format
        end_date: End date (exclusive) in YYYY-MM-DD format
        repository: Optional repository filter
        notes: Optional notes filter
        magika_filter: Optional single filetype to filter by (overrides SUPPORTED_FORMATS)
        yara_scan: Whether we're in YARA-only mode (skips "already processed" check)
        analyzed: Filter to only samples already in basic_properties (cross-database join)

    Returns:
        List of dicts with sha256, s3_bucket, s3_key for each sample
    """
    try:
        client = get_db_catalog_connection()
        s3_bucket = os.getenv('S3_BUCKET')

        if not s3_bucket:
            print("[ERROR] S3_BUCKET environment variable is required")
            return []

        # Get supported formats from env or magika_filter override
        supported_formats = get_supported_formats(magika_filter)
        print(f"[INFO] Querying for supported formats: {supported_formats}")

        # Join catalog_samples with repository_upload_sessions to:
        # 1. Filter by first_seen date from catalog_samples
        # 2. Only include samples that exist in repository_upload_sessions (not user uploads)
        # 3. Optionally filter to only already-analyzed samples (in basic_properties)
        analyzed_join = ""
        if analyzed:
            basic_table = f"{index_prefix}_basic_properties"
            analyzed_join = f"INNER JOIN {basic_table} bp ON cs.sha256 = bp.sha256"
            print(f"[INFO] Filtering to already-analyzed samples in {basic_table}")

        query = f"""
            SELECT DISTINCT cs.sha256, rus.filetype_magika, cs.first_seen
            FROM catalog_samples cs
            INNER JOIN repository_upload_sessions rus ON cs.sha256 = rus.sha256
            {analyzed_join}
            WHERE cs.first_seen >= %(start_date)s
              AND cs.first_seen < %(end_date)s
              AND rus.filetype_magika IN %(formats)s
        """
        params = {
            "start_date": start_date,
            "end_date": end_date,
            "formats": supported_formats
        }

        if repository:
            query += " AND rus.repository = %(repo)s"
            params["repo"] = repository

        if notes:
            query += " AND rus.notes LIKE %(notes)s"
            params["notes"] = f"%{notes}%"

        # Execute query
        result = client.query(query, parameters=params)

        # Build rows with s3_bucket and s3_key derived from sha256
        rows = []
        for row in result.result_rows:
            sha256 = row[0]
            # Handle binary string if needed
            if isinstance(sha256, bytes):
                sha256 = sha256.decode('utf-8')

            rows.append({
                'sha256': sha256,
                's3_bucket': s3_bucket,
                's3_key': generate_s3_key_from_hash(sha256),
                'filetype_magika': row[1],
                'first_seen': row[2]  # From catalog_samples
            })

        date_info = f"from {start_date} to {end_date}"
        repo_info = f" for repository {repository}" if repository else ""
        print(f"[DEBUG] Found {len(rows)} objects in catalog_samples {date_info}{repo_info}")

        # Extract SHA256 hashes from the results for bulk checking
        sha256_list = [row.get('sha256') for row in rows if row.get('sha256')]

        if sha256_list and not force:
            # Check which hashes are already in the database
            existing_hashes = is_in_db_bulk(sha256_list, index_prefix, decompile, yara_scan, magika_filter)
            print(f"[INFO] Found {len(existing_hashes)} objects already in database")

            # Filter out rows with existing hashes
            rows = [row for row in rows if row.get('sha256') not in existing_hashes]
            print(f"[INFO] After filtering, {len(rows)} objects remain to be processed")
        elif force:
            print(f"[INFO] Force mode: skipping deduplication check, processing all {len(sha256_list)} objects")

        # Randomize the order of rows before returning
        import random
        random.shuffle(rows)

        return rows
    except Exception as e:
        print(f"[ERROR] Failed to query catalog_samples by date range: {e}")
        return []
    finally:
        if 'client' in locals():
            client.close()


def fetch_analyzed_samples(
    index_prefix: str,
    decompile: bool,
    magika_filter: Optional[str] = None,
    yara_scan: bool = False,
    force: bool = False,
    rerun: bool = False
) -> List[Dict]:
    """
    Query samples from basic_properties that have already been analyzed.
    Useful for reprocessing with decompilation or specific modules.

    Args:
        index_prefix: Table prefix for ClickHouse
        decompile: Whether we're in decompile mode (affects filtering)
        magika_filter: Optional single filetype to filter by (overrides SUPPORTED_FORMATS)
        yara_scan: Whether we're in YARA-only mode (skips decompile filtering)
        force: Skip all deduplication checks when True
        rerun: Query disassembled table directly (only already-disassembled samples)

    Returns:
        List of dicts with sha256, s3_bucket, s3_key for each analyzed sample
    """
    try:
        client = settings.create_clickhouse_client()
        s3_bucket = os.getenv('S3_BUCKET')

        if not s3_bucket:
            print("[ERROR] S3_BUCKET environment variable is required")
            return []

        # Rerun mode: query directly from disassembled_functions_references
        # instead of basic_properties. This targets only samples that already
        # went through binja successfully.
        if rerun:
            disassembled_table = _get_code_dedup_table(magika_filter)
            basic_table = f"{index_prefix}_basic_properties"

            # Join with basic_properties to get filetype_magika and apply format filters
            conditions = []
            params = {}

            if magika_filter:
                conditions.append("bp.filetype_magika = %(magika)s")
                params["magika"] = magika_filter
            else:
                supported_formats = get_supported_formats()
                conditions.append("bp.filetype_magika IN %(formats)s")
                params["formats"] = supported_formats

            query = (
                f"SELECT DISTINCT d.sha256, bp.filetype_magika "
                f"FROM {disassembled_table} d FINAL "
                f"INNER JOIN {basic_table} bp FINAL ON d.sha256 = bp.sha256"
            )
            if conditions:
                query += " WHERE " + " AND ".join(conditions)

            result = client.query(query, parameters=params)

            rows = []
            for row in result.result_rows:
                sha256 = row[0]
                if isinstance(sha256, bytes):
                    sha256 = sha256.decode('utf-8')
                rows.append({
                    'sha256': sha256,
                    's3_bucket': s3_bucket,
                    's3_key': generate_s3_key_from_hash(sha256),
                    'filetype_magika': row[1]
                })

            print(f"[INFO] Rerun mode: found {len(rows)} already-disassembled samples in {disassembled_table}")

            import random
            random.shuffle(rows)
            return rows

        basic_table = f"{index_prefix}_basic_properties"

        # Build query
        conditions = []
        params = {}

        if magika_filter:
            conditions.append("filetype_magika = %(magika)s")
            params["magika"] = magika_filter
        else:
            supported_formats = get_supported_formats()
            conditions.append("filetype_magika IN %(formats)s")
            params["formats"] = supported_formats

        query = f"SELECT DISTINCT sha256, filetype_magika FROM {basic_table} FINAL"
        if conditions:
            query += " WHERE " + " AND ".join(conditions)

        result = client.query(query, parameters=params)

        rows = []
        for row in result.result_rows:
            sha256 = row[0]
            if isinstance(sha256, bytes):
                sha256 = sha256.decode('utf-8')
            rows.append({
                'sha256': sha256,
                's3_bucket': s3_bucket,
                's3_key': generate_s3_key_from_hash(sha256),
                'filetype_magika': row[1]
            })

        print(f"[DEBUG] Found {len(rows)} analyzed samples in {basic_table}")

        # In YARA-only mode, filter out already-scanned samples (unless force)
        if yara_scan and not force:
            sha256_list = [r['sha256'] for r in rows]
            if sha256_list:
                already_scanned = _check_yara_matches_bulk(sha256_list)
                print(f"[INFO] Found {len(already_scanned)} already YARA-scanned samples")
                rows = [r for r in rows if r['sha256'].lower() not in already_scanned]
                print(f"[INFO] After filtering, {len(rows)} samples remain for YARA scanning")
        # In decompile mode, filter out already-disassembled samples (unless force)
        # We check disassembly (not decompilation) because disassembly is the ground truth:
        # disassembly always succeeds, decompilation may not, so a missing decompile
        # entry doesn't mean the sample wasn't analyzed.
        elif decompile and not force:
            sha256_list = [r['sha256'] for r in rows]
            if sha256_list:
                disassembled_table = _get_code_dedup_table(magika_filter)
                batch_size = 3900

                already_disassembled = set()
                for i in range(0, len(sha256_list), batch_size):
                    batch = sha256_list[i:i+batch_size]
                    placeholders = "','".join(batch)
                    check_query = f"SELECT DISTINCT sha256 FROM {disassembled_table} FINAL WHERE sha256 IN ('{placeholders}')"
                    check_result = client.query(check_query)
                    for check_row in check_result.result_rows:
                        hash_value = check_row[0]
                        if isinstance(hash_value, bytes):
                            hash_value = hash_value.decode('utf-8')
                        already_disassembled.add(hash_value)

                print(f"[INFO] Found {len(already_disassembled)} already-disassembled samples")
                rows = [r for r in rows if r['sha256'] not in already_disassembled]
                print(f"[INFO] After filtering, {len(rows)} samples remain for decompilation")
        elif force:
            print(f"[INFO] Force mode: returning all {len(rows)} analyzed samples")

        # Randomize the order of rows before returning
        import random
        random.shuffle(rows)

        return rows
    except Exception as e:
        print(f"[ERROR] Failed to query analyzed samples: {e}")
        return []
    finally:
        if 'client' in locals():
            client.close()


def is_in_db(sha256, index_prefix, client=None):
    """
    Check if a sample with given SHA256 already exists in the database

    Args:
        sha256: File's SHA256 hash
        index_prefix: Table prefix for ClickHouse
        client: Optional ClickHouse client instance

    Returns:
        bool: True if file exists, False otherwise
    """
    table = f"{index_prefix}_basic_properties"
    close_client = False

    try:
        if client is None:
            client = settings.create_clickhouse_client()
            close_client = True

        # No need for FINAL when checking existence with LIMIT 1
        # Any version of the row proves the sample exists
        query = f"SELECT 1 FROM {table} WHERE sha256 = %(sha256)s LIMIT 1"
        result = client.query(query, parameters={"sha256": sha256})

        return len(result.result_rows) > 0
    except Exception as e:
        print(f"[ERROR] Failed to check if file is in DB: {e}")
        return False
    finally:
        if close_client and client:
            client.close()


def _get_code_dedup_table(magika_filter: Optional[str] = None) -> str:
    """
    Return the code-analysis table used for deduplication based on filetype.

    APK samples are disassembled into code_apk_smali_methods_references;
    everything else uses {CLICKHOUSE_CODE_PREFIX}_disassembled_functions_references.
    """
    if magika_filter == "apk":
        return "code_apk_smali_methods_references"
    code_prefix = os.getenv("CLICKHOUSE_CODE_PREFIX", "code_binja")
    return f"{code_prefix}_disassembled_functions_references"


def is_in_code_db(sha256, client=None, filetype=None):
    """
    Check if a sample with given SHA256 has already been disassembled.

    Args:
        sha256: File's SHA256 hash
        client: Optional ClickHouse client instance
        filetype: Magika filetype label (e.g. 'apk') to pick the right code table

    Returns:
        bool: True if file has been disassembled, False otherwise
    """
    table = _get_code_dedup_table(filetype)
    close_client = False

    try:
        if client is None:
            client = settings.create_clickhouse_client()
            close_client = True

        query = f"SELECT 1 FROM {table} WHERE sha256 = %(sha256)s LIMIT 1"
        result = client.query(query, parameters={"sha256": sha256})

        return len(result.result_rows) > 0
    except Exception as e:
        print(f"[ERROR] Failed to check if file is in code DB: {e}")
        return False
    finally:
        if close_client and client:
            client.close()


def _check_yara_matches_bulk(sha256_list):
    """
    Check which samples have already been YARA-scanned by querying yara_matches.

    The yara_matches table uses FixedString(32) binary sha256, so we convert
    hex strings with unhex().

    Args:
        sha256_list: List of hex SHA256 strings to check

    Returns:
        set: Set of hex SHA256 hashes that already have YARA matches
    """
    # unhex('64hexchars') adds 9 chars overhead per entry vs plain '64hexchars'.
    # 3900 works for plain strings (~67 chars each = 261K) but overflows
    # max_query_size (262144) with unhex() wrapping (~73 chars each = 285K).
    # 3500 × 73 = 255K stays safely under the limit.
    batch_size = 3500
    already_scanned = set()

    try:
        client = settings.create_clickhouse_client()

        total_batches = (len(sha256_list) + batch_size - 1) // batch_size
        for batch_num, i in enumerate(range(0, len(sha256_list), batch_size), 1):
            batch = sha256_list[i:i+batch_size]
            unhex_list = ",".join(f"unhex('{h}')" for h in batch)
            query = f"SELECT DISTINCT hex(sha256) FROM yara_matches FINAL WHERE sha256 IN ({unhex_list})"
            result = client.query(query)
            for row in result.result_rows:
                hash_value = row[0]
                if isinstance(hash_value, bytes):
                    hash_value = hash_value.decode('utf-8')
                already_scanned.add(hash_value.lower())

            if batch_num % 100 == 0 or batch_num == total_batches:
                print(f"[INFO] YARA dedup progress: batch {batch_num}/{total_batches}, found {len(already_scanned)} so far")

        print(f"[INFO] YARA dedup: found {len(already_scanned)} already-scanned samples")
        return already_scanned

    except Exception as e:
        raise RuntimeError(f"YARA dedup query failed — aborting to prevent reprocessing all samples: {e}")
    finally:
        if 'client' in locals():
            client.close()


def is_in_db_bulk(sha256_list, index_prefix, decompile, yara_scan=False, magika_filter=None):
    """
    Check which samples from a list of SHA256 hashes should be skipped.

    Args:
        sha256_list: List of SHA256 hashes to check
        index_prefix: Table prefix for ClickHouse
        decompile: Whether we're in decompile mode
        yara_scan: Whether we're in YARA-only mode (checks yara_matches table)
        magika_filter: Magika filetype label (e.g. 'apk') to pick the right code table

    Returns:
        set: Set of SHA256 hashes that should be skipped
    """
    if not sha256_list:
        return set()

    # YARA-only mode: check yara_matches table for already-scanned samples
    if yara_scan:
        return _check_yara_matches_bulk(sha256_list)

    basic_table = f"{index_prefix}_basic_properties"
    batch_size = 3900

    try:
        client = settings.create_clickhouse_client()

        # Step 1: Check basic_properties (required for both modes)
        in_basic_properties = set()
        for i in range(0, len(sha256_list), batch_size):
            batch = sha256_list[i:i+batch_size]
            placeholders = "','".join(batch)
            query = f"SELECT DISTINCT sha256 FROM {basic_table} FINAL WHERE sha256 IN ('{placeholders}')"
            result = client.query(query)
            for row in result.result_rows:
                hash_value = row[0]
                if isinstance(hash_value, bytes):
                    hash_value = hash_value.decode('utf-8')
                in_basic_properties.add(hash_value)

        if not decompile:
            # Analysis mode: skip samples already in basic_properties
            return in_basic_properties

        # Decompile mode: skip samples NOT in basic_properties + already decompiled
        not_in_basic = set(sha256_list) - in_basic_properties

        if not in_basic_properties:
            return set(sha256_list)  # None ready for decompilation

        # Step 2: Check disassembled table for samples that ARE in basic_properties
        # Disassembly is the ground truth for code analysis (it always succeeds,
        # unlike decompilation which may fail).
        disassembled_table = _get_code_dedup_table(magika_filter)

        already_disassembled = set()
        samples_to_check = list(in_basic_properties)
        for i in range(0, len(samples_to_check), batch_size):
            batch = samples_to_check[i:i+batch_size]
            placeholders = "','".join(batch)
            query = f"SELECT DISTINCT sha256 FROM {disassembled_table} FINAL WHERE sha256 IN ('{placeholders}')"
            result = client.query(query)
            for row in result.result_rows:
                hash_value = row[0]
                if isinstance(hash_value, bytes):
                    hash_value = hash_value.decode('utf-8')
                already_disassembled.add(hash_value)

        return not_in_basic | already_disassembled

    except Exception as e:
        print(f"[ERROR] Failed to check hashes in DB: {e}")
        return set()
    finally:
        if 'client' in locals():
            client.close()