Python Network Traffic During Package Build

name: Python Network Traffic During Package Build
id: 03c9c504-2294-44da-8180-beefe1ca8ba8
version: 1
creation_date: '2026-08-21'
modification_date: '2026-08-21'
author: Onur Mustafa Erdogan, Splunk
status: production
type: Anomaly
description: |-
    The following analytic detects a Python process making an outbound network connection during package installation.
    Adversaries can abuse `setup.py` build scripts by leveraging `distutils`/`setuptools` command classes to execute arbitrary code, including network beacons to third-party domains, the moment a malicious Python package is installed.
    This activity is significant because it allows adversaries to establish a foothold or exfiltrate data without any direct interaction from the victim beyond running `pip install`.
    If confirmed malicious, this could indicate a successful software supply chain compromise.
data_source:
    - Sysmon EventID 1 AND Sysmon EventID 3
search: |-
    `sysmon`
    (
        EventID=1
        (
            process="*_in_process.py*"
            OR
            process_name=python.exe
        )
    )
    OR
    (
        EventID=3
        dest_ip!=""
        process_name=python.exe
    )

    | eval dest=if(EventID=3, Computer, dest)

    | stats count min(_time) as firstTime
                  max(_time) as lastTime
                  values(parent_process_id) as parent_process_id
                  values(parent_process_path) as parent_process_path
                  values(parent_process_name) as parent_process_name
                  values(parent_process) as parent_process
                  values(process_path) as process_path
                  values(process_name) as process_name
                  values(process) as process
                  values(dest_ip) as dest_ip
                  values(dest_host) as dest_host

      by dest source process_id

    | search process="* build_wheel*"

    | table firstTime lastTime
            parent_process_id parent_process_path parent_process_name parent_process
            process_id process_path process_name process
            dest_ip dest_host
            dest source

    | `security_content_ctime(firstTime)`
    | `security_content_ctime(lastTime)`
    | `python_network_traffic_during_package_build_filter`
how_to_implement: |-
    The detection is based on data that originates from Sysmon. To implement this search, you must ingest logs
    with process creation (EventID 1) and network connection (EventID 3) events, mapped via the appropriate
    Splunk Technology Add-on. Use the Splunk Common Information Model (CIM) to normalize the field names.
known_false_positives: |-
    Python packages may contact software repositories, mirror sites during build time.
    Investigate the destination and package content to determine legitimacy.
references:
    - https://blog.talosintelligence.com/the-serpents-tongue-luring-the-python-out-of-its-den/
drilldown_searches:
    - name: View the detection results for - "$dest$"
      search: '%original_detection_search% | search  dest = "$dest$"'
      earliest_offset: $info_min_time$
      latest_offset: $info_max_time$
    - name: View risk events for the last 7 days for - "$dest$"
      search: '| from datamodel Risk.All_Risk | search normalized_risk_object IN ("$dest$") | stats count min(_time) as firstTime max(_time) as lastTime values(search_name) as "Search Name" values(risk_message) as "Risk Message" values(analyticstories) as "Analytic Stories" values(annotations._all) as "Annotations" values(annotations.mitre_attack.mitre_tactic) as "ATT&CK Tactics" by normalized_risk_object | `security_content_ctime(firstTime)` | `security_content_ctime(lastTime)`'
      earliest_offset: 7d
      latest_offset: "0"
intermediate_findings:
    entities:
        - field: dest
          type: system
          score: 20
          message: A Python process [$process$] on [$dest$] made an outbound network connection to [$dest_ip$] with hostname [$dest_host$] during package installation.
threat_objects:
    - field: process
      type: process
    - field: dest_ip
      type: ip_address
    - field: dest_host
      type: domain
analytic_story:
    - Malicious Python Package Installation
    - Ingress Tool Transfer
    - Command And Control
    - Compromised Windows Host
asset_type: Endpoint
mitre_attack_id:
    - T1195.002
    - T1059.006
product:
    - Splunk Enterprise
    - Splunk Enterprise Security
    - Splunk Cloud
category: endpoint
security_domain: endpoint
tests:
    - name: True Positive Test
      attack_data:
        - data: https://media.githubusercontent.com/media/splunk/attack_data/master/datasets/attack_techniques/T1195.002/python_network_traffic/python_network_traffic.log
          source: XmlWinEventLog:Microsoft-Windows-Sysmon/Operational
          sourcetype: XmlWinEventLog
      test_type: unit