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NeroSwarm Honeypot

Overview

NeroSwarm Honeypot is a Deception-as-a-Service platform designed to deploy decoy systems across networks. By detecting and monitoring malicious activity at the earliest stages of an attack, NeroSwarm lures adversaries into revealing tactics and techniques before critical assets are reached. This approach significantly reduces false positives and alert fatigue, providing security teams with real-time, high-fidelity insights into internal threats.

  • Vendor: NeroSwarm Honeypot
  • Supported environment: SaaS
  • Detection based on: Alerts
  • Supported feature: Events associated with incidents

Warning

Important note - This format is currently in beta. We highly value your feedback to improve its performance.

Step-by-Step Configuration Procedure

Create an Intake

  1. Navigate to the Intake page in Sekoia.io.
  2. Click Create Intake and select NeroSwarm from the dropdown.
  3. Copy the generated Intake Key (this key is required in the next section).

Configure NeroSwarm to Forward Logs

  1. Log in to the NeroSwarm Honeypot dashboard.
  2. From the Honeypot List, click Logs for the honeypot to integrate.

    NeroSwarm Dashboard

  3. In the Log List, click Log Management.

    NeroSwarm Honeypot Log List

  4. In the Log Management modal:

    1. Select Sekoia.io from the integration options.
    2. Paste the Intake Key obtained earlier.
    3. Click Confirm to save changes.

    NeroSwarm Log Management

    Note: It takes around 2 minutes for the changes to be reflected.

Verify Inbound Events

Once the configuration has propagated (about 2 minutes later), navigate to the Events page in Sekoia.io. Incoming events from NeroSwarm will appear here, ready for investigation and advanced threat correlation.

NeroSwarm Incoming events

Raw Events Samples

In this section, you will find examples of raw logs as generated natively by the source. These examples are provided to help integrators understand the data format before ingestion into Sekoia.io. It is crucial for setting up the correct parsing stages and ensuring that all relevant information is captured.

{
    "time": 1748052015,
    "host": "CiscoolBox",
    "source": "HTTP_GET",
    "sourcetype": "_json",
    "event": {
        "timezone": "+00:00",
        "device": "honeypot",
        "user_agent": {
            "original": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/136.0.0.0 Safari/537.36"
        },
        "client": {
            "ip": "192.168.1.212",
            "port": 56419,
            "geo": {
                "continent": null,
                "country": null,
                "country_iso": null,
                "city": null,
                "postal": null,
                "timezone": null,
                "as_domain": null,
                "as_name": null,
                "asn": null,
                "city_geoname_id": null,
                "city_iso": null,
                "continent_geoname_id": null,
                "country_geoname_id": null,
                "accuracy_radius": null,
                "location": {
                    "lon": null,
                    "lat": null
                }
            }
        },
        "server": {
            "ip": "192.168.1.132",
            "port": 443
        },
        "url": {
            "path": "/login"
        },
        "http": {
            "request": {
                "method": "GET",
                "referrer": null,
                "headers": {
                    "useragent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/136.0.0.0 Safari/537.36",
                    "language": "en-US,en;q=0.7"
                }
            },
            "response": {
                "status_code": "200"
            }
        },
        "tls": {
            "version_protocol": "http/1.1"
        },
        "user": {
            "name": null
        },
        "credential": {
            "compromised": null
        },
        "session": {
            "id": "518b913f3cf61879"
        },
        "language": "en-US,en;q=0.7",
        "logtype": 3000,
        "tracking_id": "eb2ab4dcad5bfa9908be7f29da14aa81d0f84e8a3cf9396deb477171cd7ca60e",
        "template": "openwrt",
        "action": "connection",
        "protocol_name": "TCP",
        "protocol_number": "6",
        "vulnerability": {
            "id": null,
            "description": null
        },
        "cmd": {
            "list": null
        },
        "crawler": {
            "bot_name": null,
            "bot_category": null
        },
        "file": {
            "upload_file": null,
            "mime_type": null,
            "size": null,
            "hash": {
                "sha256": null
            }
        },
        "dns": {
            "type": null,
            "ip": null,
            "nameserver": null,
            "alias": null,
            "mname": null,
            "rname": null,
            "serial": null,
            "refresh": null,
            "retry": null,
            "expire": null,
            "minimum": null,
            "pointer": null,
            "exchange": null,
            "preference": null,
            "text": null
        },
        "ssh": {
            "local_version": null,
            "remote_version": null,
            "incoming_packet_sequence": null,
            "outgoing_packet_sequence": null,
            "keyalg": null,
            "login_attempts": null,
            "auth_method": null
        },
        "sql": {
            "client_encoding": null,
            "database": null,
            "thread_id": null,
            "hash_type": null,
            "salt": null
        },
        "vnc": {
            "client_response": null,
            "client_version": null,
            "encryption_type": null,
            "server_challenge": null
        },
        "rdp": {
            "client": null,
            "cookie": null,
            "mstshash": null
        },
        "ntp": {
            "request_type": null,
            "request_mode": null,
            "request_version": null
        },
        "sip": {
            "headers": {
                "allow": null,
                "call-id": null,
                "contact": null,
                "from": null,
                "cseq": null,
                "max-forwards": null,
                "to": null,
                "via": null,
                "user-agent": null,
                "content-type": null,
                "accept": null
            },
            "error": null
        },
        "snmp": {
            "version": null,
            "community_string": null,
            "pdu_type": null,
            "request_id": null,
            "variable_bindings": null
        },
        "tftp": {
            "filename": null,
            "opcode": null,
            "mode": null
        },
        "git": {
            "repo": null,
            "host": null
        },
        "mitre": {
            "tactic": "Discovery",
            "technique": "File and Directory Discovery",
            "id": "T1083"
        },
        "raw_data": {
            "post_data": null
        },
        "related": {
            "ip": [
                "192.168.1.212",
                "192.168.1.132"
            ],
            "user": [
                null
            ]
        }
    }
}
{
    "time": 1748073000,
    "host": "CiscoolBox",
    "source": "NTP_REQUEST",
    "sourcetype": "_json",
    "event": {
        "timezone": "+00:00",
        "device": "honeypot",
        "client": {
            "ip": "148.170.245.211",
            "port": 33372,
            "geo": {
                "continent": "Europe",
                "country": "Belgium",
                "country_iso": "BE",
                "city": "Brussels",
                "postal": "1000",
                "timezone": "Europe/Brussels",
                "as_domain": "easyhost.be",
                "as_name": "Easyhost BVBA",
                "asn": "AS28747",
                "city_geoname_id": 2800866,
                "city_iso": "BRU",
                "continent_geoname_id": 6255148,
                "country_geoname_id": 2802361,
                "accuracy_radius": 20,
                "location": {
                    "lon": 4.347,
                    "lat": 50.8534
                }
            }
        },
        "server": {
            "ip": "0.0.0.0",
            "port": 123
        },
        "session": {
            "id": "7f08bb08f3c54ba"
        },
        "logtype": 11001,
        "tracking_id": "b29a2f994fdaf479ec46efd1afc4fbd5a6be90a44f337cb05b939a95019a3572",
        "action": "connection",
        "protocol_name": "UDP",
        "protocol_number": "17",
        "ntp": {
            "request_type": "Symmetric Active",
            "request_mode": "1",
            "request_version": "3"
        },
        "mitre": {
            "tactic": "Reconnaissance",
            "technique": "Active Scanning",
            "id": "T1595"
        },
        "related": {
            "ip": [
                "148.170.245.211",
                "0.0.0.0"
            ],
            "user": []
        }
    }
}
{
    "time": 1748073209,
    "host": "CiscoolBox",
    "source": "POSTGRES_LOGIN_ATTEMPT",
    "sourcetype": "_json",
    "event": {
        "timezone": "+00:00",
        "device": "honeypot",
        "client": {
            "ip": "8.98.145.113",
            "port": 55086,
            "geo": {
                "continent": "North America",
                "country": "United States",
                "country_iso": "US",
                "timezone": "America/Chicago",
                "as_domain": "amazon.com",
                "as_name": "Amazon.com, Inc.",
                "asn": "AS14618",
                "continent_geoname_id": 6255149,
                "country_geoname_id": 6252001,
                "accuracy_radius": 1000,
                "location": {
                    "lon": -97.822,
                    "lat": 37.751
                }
            }
        },
        "server": {
            "ip": "192.168.1.132",
            "port": 5432
        },
        "user": {
            "name": "postgres"
        },
        "credential": {
            "username": "postgres",
            "password": "postgres",
            "compromised": true
        },
        "session": {
            "id": "b6f6512185e4064d"
        },
        "logtype": 20001,
        "tracking_id": "b29a2f994fdaf479ec46efd1afc4fbd5a6be90a44f337cb05b939a95019a3572",
        "action": "login",
        "status": "success",
        "protocol_name": "TCP",
        "protocol_number": "6",
        "sql": {
            "client_encoding": "UTF8",
            "database": "postgres"
        },
        "mitre": {
            "tactic": "Persistence, Initial Access",
            "technique": "Valid Accounts",
            "id": "T1078"
        },
        "related": {
            "ip": [
                "8.98.145.113",
                "192.168.1.132"
            ],
            "user": [
                "postgres"
            ]
        }
    }
}
{
    "time": 1748075181,
    "host": "CiscoolBox",
    "source": "RDP_LOGIN_ATTEMPT",
    "sourcetype": "_json",
    "event": {
        "timezone": "+00:00",
        "device": "honeypot",
        "client": {
            "ip": "152.111.92.207",
            "port": 60892,
            "geo": {
                "continent": "Asia",
                "country": "South Korea",
                "country_iso": "KR",
                "timezone": "Asia/Seoul",
                "as_domain": "uplus.co.kr",
                "as_name": "LG DACOM Corporation",
                "asn": "AS3786",
                "continent_geoname_id": 6255147,
                "country_geoname_id": 1835841,
                "accuracy_radius": 200,
                "location": {
                    "lon": 126.9741,
                    "lat": 37.5112
                }
            }
        },
        "server": {
            "ip": "192.168.1.132",
            "port": 3389
        },
        "user": {
            "name": "admin"
        },
        "credential": {
            "username": "admin",
            "password": "windows123",
            "compromised": false
        },
        "session": {
            "id": "5a385f4d044f7c0f"
        },
        "logtype": 14003,
        "tracking_id": "b29a2f994fdaf479ec46efd1afc4fbd5a6be90a44f337cb05b939a95019a3572",
        "domain": "prod",
        "action": "login",
        "status": "failed",
        "protocol_name": "TCP",
        "protocol_number": "6",
        "rdp": {
            "client": "remina"
        },
        "mitre": {
            "tactic": "Credential Access",
            "technique": "Brute Force",
            "id": "T1110"
        },
        "related": {
            "ip": [
                "152.111.92.207",
                "192.168.1.132"
            ],
            "user": [
                "admin"
            ]
        }
    }
}
{
    "time": 1748070903,
    "host": "CiscoolBox",
    "source": "SSH_LOGIN_ATTEMPT",
    "sourcetype": "_json",
    "event": {
        "timezone": "+00:00",
        "device": "honeypot",
        "client": {
            "ip": "158.94.46.176",
            "port": 41958,
            "geo": {
                "continent": "Asia",
                "country": "Malaysia",
                "country_iso": "MY",
                "city": "Klang",
                "postal": "41700",
                "timezone": "Asia/Kuala_Lumpur",
                "as_domain": "tm.com.my",
                "as_name": "TM TECHNOLOGY SERVICES SDN. BHD.",
                "asn": "AS4788",
                "city_geoname_id": 1732905,
                "city_iso": "10",
                "continent_geoname_id": 6255147,
                "country_geoname_id": 1733045,
                "accuracy_radius": 20,
                "location": {
                    "lon": 101.4432,
                    "lat": 3.0477
                }
            }
        },
        "server": {
            "ip": "192.168.1.132",
            "port": 22
        },
        "user": {
            "name": "root"
        },
        "credential": {
            "username": "root",
            "password": "root",
            "compromised": true
        },
        "session": {
            "id": "929b8e7f24f61cf8"
        },
        "logtype": 4002,
        "tracking_id": "b29a2f994fdaf479ec46efd1afc4fbd5a6be90a44f337cb05b939a95019a3572",
        "action": "login",
        "protocol_name": "TCP",
        "protocol_number": "6",
        "ssh": {
            "local_version": "SSH-2.0-OpenSSH_8.9p1 Ubuntu-3ubuntu0.1",
            "remote_version": "SSH-2.0-OpenSSH_9.6p1 Ubuntu-3ubuntu13.11",
            "incoming_packet_sequence": 8,
            "outgoing_packet_sequence": 8,
            "keyalg": "ssh-rsa",
            "login_attempts": 1,
            "auth_method": "password"
        },
        "mitre": {
            "tactic": "Persistence, Initial Access",
            "technique": "Valid Accounts",
            "id": "T1078"
        },
        "related": {
            "ip": [
                "158.94.46.176",
                "192.168.1.132"
            ],
            "user": [
                "root"
            ]
        }
    }
}
{
    "time": 1748074463,
    "host": "CiscoolBox",
    "source": "TFTP_READ_ATTEMPT",
    "sourcetype": "_json",
    "event": {
        "timezone": "+00:00",
        "device": "honeypot",
        "client": {
            "ip": "22.163.115.179",
            "port": 49037,
            "geo": {
                "continent": "Europe",
                "country": "Germany",
                "country_iso": "DE",
                "city": "Duisburg",
                "postal": "47167",
                "timezone": "Europe/Berlin",
                "as_domain": "continentale.de",
                "as_name": "Continentale Krankenversicherung a.G.",
                "asn": "AS56919",
                "city_geoname_id": 2934691,
                "city_iso": "NW",
                "continent_geoname_id": 6255148,
                "country_geoname_id": 2921044,
                "accuracy_radius": 100,
                "location": {
                    "lon": 6.8017,
                    "lat": 51.5117
                }
            }
        },
        "server": {
            "ip": "0.0.0.0",
            "port": 69
        },
        "session": {
            "id": "bb9fc65c3645ceeb"
        },
        "logtype": 10002,
        "tracking_id": "b29a2f994fdaf479ec46efd1afc4fbd5a6be90a44f337cb05b939a95019a3572",
        "action": "connection",
        "protocol_name": "UDP",
        "protocol_number": "17",
        "tftp": {
            "filename": "bootrom.ld",
            "opcode": "READ",
            "mode": "octet"
        },
        "mitre": {
            "tactic": "Exfiltration",
            "technique": "Exfiltration Over Alternative Protocol",
            "id": "T1048"
        },
        "related": {
            "ip": [
                "22.163.115.179",
                "0.0.0.0"
            ],
            "user": []
        }
    }
}
{
    "time": 1748072722,
    "host": "CiscoolBox",
    "source": "VNC_LOGIN_ATTEMPT",
    "sourcetype": "_json",
    "event": {
        "timezone": "+00:00",
        "device": "honeypot",
        "client": {
            "ip": "192.168.1.123",
            "port": 53678
        },
        "server": {
            "ip": "192.168.1.132",
            "port": 5900
        },
        "credential": {
            "password": "12345678"
        },
        "session": {
            "id": "be64fd6f5563f951"
        },
        "logtype": 12002,
        "tracking_id": "b29a2f994fdaf479ec46efd1afc4fbd5a6be90a44f337cb05b939a95019a3572",
        "action": "login",
        "status": "failed",
        "protocol_name": "TCP",
        "protocol_number": "6",
        "vnc": {
            "client_response": "0835cbd4461cb5d2d4792da86cfc590d",
            "client_version": "RFB 003.008",
            "encryption_type": "DES",
            "server_challenge": "fe5e3254598eb0182e7d9e553377f7dc"
        },
        "mitre": {
            "tactic": "Credential Access",
            "technique": "Brute Force",
            "id": "T1110"
        },
        "related": {
            "ip": [
                "192.168.1.123",
                "192.168.1.132"
            ],
            "user": []
        }
    }
}

Detection section

The following section provides information for those who wish to learn more about the detection capabilities enabled by collecting this intake. It includes details about the built-in rule catalog, event categories, and ECS fields extracted from raw events. This is essential for users aiming to create custom detection rules, perform hunting activities, or pivot in the events page.

The following Sekoia.io built-in rules match the intake NeroSwarm Honeypot [BETA]. This documentation is updated automatically and is based solely on the fields used by the intake which are checked against our rules. This means that some rules will be listed but might not be relevant with the intake.

SEKOIA.IO x NeroSwarm Honeypot [BETA] on ATT&CK Navigator

Account Added To A Security Enabled Group

Detection in order to investigate who has added a specific Domain User in Domain Admins or Group Policy Creator Owners (Security event 4728)

  • Effort: master
Account Removed From A Security Enabled Group

Detection in order to investigate who has removed a specific Domain User in Domain Admins or Group Policy Creator Owners (Security event 4729)

  • Effort: master
Backup Catalog Deleted

The rule detects when the Backup Catalog has been deleted. It means the administrators will not be able to access any backups that were created earlier to perform recoveries. This is often being done using the wbadmin.exe tool.

  • Effort: intermediate
Computer Account Deleted

Detects computer account deletion.

  • Effort: master
Correlation Admin Files Checked On Network Share

Detects requests to multiple admin files on a network share. This could be an attacker performing reconnaissance steps on the system.

  • Effort: advanced
Covenant Default HTTP Beaconing

Detects potential Covenant communications through the user-agent and specific urls

  • Effort: intermediate
Cryptomining

Detection of domain names potentially related to cryptomining activities.

  • Effort: master
DHCP Server Error Failed Loading the CallOut DLL

This rule detects a DHCP server error in which a specified Callout DLL (in registry) could not be loaded.

  • Effort: intermediate
DHCP Server Loaded the CallOut DLL

This rule detects a DHCP server in which a specified Callout DLL (in registry) was loaded. This would indicate a succesful attack against DHCP service allowing to disrupt the service or alter the integrity of the responses.

  • Effort: intermediate
DNS Server Error Failed Loading The ServerLevelPluginDLL

This rule detects a DNS server error in which a specified plugin DLL (in registry) could not be loaded. This requires the dedicated Windows event provider Microsoft-Windows-DNS-Server-Service.

  • Effort: master
Discord Suspicious Download

Discord is a messaging application. It allows users to create their own communities to share messages and attachments. Those attachments have little to no overview and can be downloaded by almost anyone, which has been abused by attackers to host malicious payloads.

  • Effort: advanced
Domain Trust Created Or Removed

A trust was created or removed to a domain. An attacker could perform that in order to do lateral movement easily between domains or shutdown the ability of two domains to communicate.

  • Effort: advanced
Dynamic DNS Contacted

Detect communication with dynamic dns domain. This kind of domain is often used by attackers. This rule can trigger false positive in non-controlled environment because dynamic dns is not always malicious.

  • Effort: master
Exfiltration Domain

Detects traffic toward a domain flagged as a possible exfiltration vector.

  • Effort: master
Internet Scanner

Detects known scanner IP addresses. Alert is only raised when the scan hits an opened port, on TCP or UDP. This could be a very noisy rule, so be careful to check your detection perimeter before activation.

  • Effort: master
Internet Scanner Target

Detects known scanner IP addresses. Alert is only raised when the scan hits an opened port, on TCP or UDP and group by target address. This could be a very noisy rule, so be careful to check your detection perimeter before activation.

  • Effort: master
Koadic MSHTML Command

Detects Koadic payload using MSHTML module

  • Effort: intermediate
Microsoft Defender Antivirus History Deleted

Windows Defender history has been deleted. Could be an attempt by an attacker to remove its traces.

  • Effort: master
Microsoft Defender Antivirus Tampering Detected

Detection of Windows Defender Tampering, from definitions' deletion to deactivation of parts or all of Defender.

  • Effort: advanced
Microsoft Defender Antivirus Threat Detected

Detection of a windows defender alert indicating the presence of potential malware

  • Effort: advanced
Nimbo-C2 User Agent

Nimbo-C2 Uses an unusual User-Agent format in its implants.

  • Effort: intermediate
Password Change On Directory Service Restore Mode (DSRM) Account

The Directory Service Restore Mode (DSRM) account is a local administrator account on Domain Controllers. Attackers may change the password to gain persistence.

  • Effort: intermediate
Possible Replay Attack

This event can be a sign of Kerberos replay attack or, among other things, network device configuration or routing problems.

  • Effort: master
Potential Azure AD Phishing Page (Adversary-in-the-Middle)

Detects an HTTP request to an URL typical of the Azure AD authentication flow, but towards a domain that is not one the legitimate Microsoft domains used for Azure AD authentication.

  • Effort: intermediate
Potential Bazar Loader User-Agents

Detects potential Bazar loader communications through the user-agent

  • Effort: elementary
Potential Lemon Duck User-Agent

Detects LemonDuck user agent. The format used two sets of alphabetical characters separated by dashes, for example "User-Agent: Lemon-Duck-[A-Z]-[A-Z]".

  • Effort: elementary
Potential LokiBot User-Agent

Detects potential LokiBot communications through the user-agent

  • Effort: intermediate
Process Trace Alteration

PTrace syscall provides a means by which one process ("tracer") may observe and control the execution of another process ("tracee") and examine and change the tracee's memory and registers. Attacker might want to abuse ptrace functionnality to analyse memory process. It requires to be admin or set ptrace_scope to 0 to allow all user to trace any process.

  • Effort: advanced
Remote Access Tool Domain

Detects traffic toward a domain flagged as a Remote Administration Tool (RAT).

  • Effort: master
Remote Monitoring and Management Software - AnyDesk

Detect artifacts related to the installation or execution of the Remote Monitoring and Management tool AnyDesk.

  • Effort: master
Remote Monitoring and Management Software - Atera

Detect artifacts related to the installation or execution of the Remote Monitoring and Management tool Atera.

  • Effort: master
SEKOIA.IO Intelligence Feed

Detect threats based on indicators of compromise (IOCs) collected by SEKOIA's Threat and Detection Research team.

  • Effort: elementary
Sekoia.io EICAR Detection

Detects observables in Sekoia.io CTI tagged as EICAR, which are fake samples meant to test detection.

  • Effort: master
Suspicious PROCEXP152.sys File Created In Tmp

Detects the creation of the PROCEXP152.sys file in the application-data local temporary folder. This driver is used by Sysinternals Process Explorer but also by KDU (https://github.com/hfiref0x/KDU) or Ghost-In-The-Logs (https://github.com/bats3c/Ghost-In-The-Logs), which uses KDU. Note - Clever attackers may easily bypass this detection by just renaming the driver filename. Therefore just Medium-level and don't rely on it.

  • Effort: advanced
TOR Usage

Detects TOR usage, based on the IP address and the destination port (filtered on NTP). TOR is short for The Onion Router, and it gets its name from how it works. TOR intercepts the network traffic from one or more apps on user’s computer, usually the user web browser, and shuffles it through a number of randomly-chosen computers before passing it on to its destination. This disguises user location, and makes it harder for servers to pick him/her out on repeat visits, or to tie together separate visits to different sites, this making tracking and surveillance more difficult. Before a network packet starts its journey, user’s computer chooses a random list of relays and repeatedly encrypts the data in multiple layers, like an onion. Each relay knows only enough to strip off the outermost layer of encryption, before passing what’s left on to the next relay in the list.

  • Effort: master
TOR Usage Generic Rule

Detects TOR usage globally, whether the IP is a destination or source. TOR is short for The Onion Router, and it gets its name from how it works. TOR intercepts the network traffic from one or more apps on user’s computer, usually the user web browser, and shuffles it through a number of randomly-chosen computers before passing it on to its destination. This disguises user location, and makes it harder for servers to pick him/her out on repeat visits, or to tie together separate visits to different sites, this making tracking and surveillance more difficult. Before a network packet starts its journey, user’s computer chooses a random list of relays and repeatedly encrypts the data in multiple layers, like an onion. Each relay knows only enough to strip off the outermost layer of encryption, before passing what’s left on to the next relay in the list.

  • Effort: master
User Account Created

Detects user creation on windows servers, which shouldn't happen in an Active Directory environment. Apply this on your windows server logs and not on your DC logs. One default account defaultuser0 is excluded as only used during Windows set-up. This detection use Security Event ID 4720.

  • Effort: master
User Account Deleted

Detects local user deletion

  • Effort: master

Event Categories

The following table lists the data source offered by this integration.

Data Source Description
Network intrusion detection system None

In details, the following table denotes the type of events produced by this integration.

Name Values
Kind Alert
Category ``
Type ``

Transformed Events Samples after Ingestion

This section demonstrates how the raw logs will be transformed by our parsers. It shows the extracted fields that will be available for use in the built-in detection rules and hunting activities in the events page. Understanding these transformations is essential for analysts to create effective detection mechanisms with custom detection rules and to leverage the full potential of the collected data.

{
    "message": "{\"time\": 1748052015, \"host\": \"CiscoolBox\", \"source\": \"HTTP_GET\", \"sourcetype\": \"_json\", \"event\": {\"timezone\": \"+00:00\", \"device\": \"honeypot\", \"user_agent\": {\"original\": \"Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/136.0.0.0 Safari/537.36\"}, \"client\": {\"ip\": \"192.168.1.212\", \"port\": 56419, \"geo\": {\"continent\": null, \"country\": null, \"country_iso\": null, \"city\": null, \"postal\": null, \"timezone\": null, \"as_domain\": null, \"as_name\": null, \"asn\": null, \"city_geoname_id\": null, \"city_iso\": null, \"continent_geoname_id\": null, \"country_geoname_id\": null, \"accuracy_radius\": null, \"location\": {\"lon\": null, \"lat\": null}}}, \"server\": {\"ip\": \"192.168.1.132\", \"port\": 443}, \"url\": {\"path\": \"/login\"}, \"http\": {\"request\": {\"method\": \"GET\", \"referrer\": null, \"headers\": {\"useragent\": \"Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/136.0.0.0 Safari/537.36\", \"language\": \"en-US,en;q=0.7\"}}, \"response\": {\"status_code\": \"200\"}}, \"tls\": {\"version_protocol\": \"http/1.1\"}, \"user\": {\"name\": null}, \"credential\": {\"compromised\": null}, \"session\": {\"id\": \"518b913f3cf61879\"}, \"language\": \"en-US,en;q=0.7\", \"logtype\": 3000, \"tracking_id\": \"eb2ab4dcad5bfa9908be7f29da14aa81d0f84e8a3cf9396deb477171cd7ca60e\", \"template\": \"openwrt\", \"action\": \"connection\", \"protocol_name\": \"TCP\", \"protocol_number\": \"6\", \"vulnerability\": {\"id\": null, \"description\": null}, \"cmd\": {\"list\": null}, \"crawler\": {\"bot_name\": null, \"bot_category\": null}, \"file\": {\"upload_file\": null, \"mime_type\": null, \"size\": null, \"hash\": {\"sha256\": null}}, \"dns\": {\"type\": null, \"ip\": null, \"nameserver\": null, \"alias\": null, \"mname\": null, \"rname\": null, \"serial\": null, \"refresh\": null, \"retry\": null, \"expire\": null, \"minimum\": null, \"pointer\": null, \"exchange\": null, \"preference\": null, \"text\": null}, \"ssh\": {\"local_version\": null, \"remote_version\": null, \"incoming_packet_sequence\": null, \"outgoing_packet_sequence\": null, \"keyalg\": null, \"login_attempts\": null, \"auth_method\": null}, \"sql\": {\"client_encoding\": null, \"database\": null, \"thread_id\": null, \"hash_type\": null, \"salt\": null}, \"vnc\": {\"client_response\": null, \"client_version\": null, \"encryption_type\": null, \"server_challenge\": null}, \"rdp\": {\"client\": null, \"cookie\": null, \"mstshash\": null}, \"ntp\": {\"request_type\": null, \"request_mode\": null, \"request_version\": null}, \"sip\": {\"headers\": {\"allow\": null, \"call-id\": null, \"contact\": null, \"from\": null, \"cseq\": null, \"max-forwards\": null, \"to\": null, \"via\": null, \"user-agent\": null, \"content-type\": null, \"accept\": null}, \"error\": null}, \"snmp\": {\"version\": null, \"community_string\": null, \"pdu_type\": null, \"request_id\": null, \"variable_bindings\": null}, \"tftp\": {\"filename\": null, \"opcode\": null, \"mode\": null}, \"git\": {\"repo\": null, \"host\": null}, \"mitre\": {\"tactic\": \"Discovery\", \"technique\": \"File and Directory Discovery\", \"id\": \"T1083\"}, \"raw_data\": {\"post_data\": null}, \"related\": {\"ip\": [\"192.168.1.212\", \"192.168.1.132\"], \"user\": [null]}}}",
    "event": {
        "action": "connection",
        "category": [
            "network"
        ],
        "code": "3000",
        "kind": "Alert",
        "provider": "HTTP_GET",
        "type": [
            "info"
        ]
    },
    "@timestamp": "2025-05-24T02:00:15Z",
    "destination": {
        "address": "192.168.1.132",
        "ip": "192.168.1.132",
        "port": 443
    },
    "host": {
        "name": "CiscoolBox"
    },
    "http": {
        "request": {
            "method": "GET"
        },
        "response": {
            "status_code": 200
        }
    },
    "neroswarm": {
        "cmd": "{\"list\":null}",
        "session": {
            "id": "518b913f3cf61879"
        },
        "source": {
            "geo": {
                "accuracy_radius": 0,
                "asn": 0
            }
        },
        "template": "openwrt",
        "tracking_id": "eb2ab4dcad5bfa9908be7f29da14aa81d0f84e8a3cf9396deb477171cd7ca60e"
    },
    "network": {
        "iana_number": "6",
        "protocol": "HTTP",
        "transport": "TCP"
    },
    "observer": {
        "product": "NeroPot",
        "vendor": "NeroSwarm"
    },
    "related": {
        "ip": [
            "192.168.1.132",
            "192.168.1.212"
        ]
    },
    "source": {
        "address": "192.168.1.212",
        "ip": "192.168.1.212",
        "port": 56419
    },
    "threat": {
        "tactic": {
            "name": "Discovery"
        },
        "technique": {
            "id": "T1083",
            "name": "File and Directory Discovery"
        }
    },
    "tls": {
        "version": "http/1.1"
    },
    "url": {
        "path": "/login"
    },
    "user_agent": {
        "device": {
            "name": "Other"
        },
        "name": "Chrome",
        "original": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/136.0.0.0 Safari/537.36",
        "os": {
            "name": "Windows",
            "version": "10"
        },
        "version": "136.0.0"
    }
}
{
    "message": "{\"time\": 1748073000, \"host\": \"CiscoolBox\", \"source\": \"NTP_REQUEST\", \"sourcetype\": \"_json\", \"event\": {\"timezone\": \"+00:00\", \"device\": \"honeypot\", \"client\": {\"ip\": \"148.170.245.211\", \"port\": 33372, \"geo\": {\"continent\": \"Europe\", \"country\": \"Belgium\", \"country_iso\": \"BE\", \"city\": \"Brussels\", \"postal\": \"1000\", \"timezone\": \"Europe/Brussels\", \"as_domain\": \"easyhost.be\", \"as_name\": \"Easyhost BVBA\", \"asn\": \"AS28747\", \"city_geoname_id\": 2800866, \"city_iso\": \"BRU\", \"continent_geoname_id\": 6255148, \"country_geoname_id\": 2802361, \"accuracy_radius\": 20, \"location\": {\"lon\": 4.347, \"lat\": 50.8534}}}, \"server\": {\"ip\": \"0.0.0.0\", \"port\": 123}, \"session\": {\"id\": \"7f08bb08f3c54ba\"}, \"logtype\": 11001, \"tracking_id\": \"b29a2f994fdaf479ec46efd1afc4fbd5a6be90a44f337cb05b939a95019a3572\", \"action\": \"connection\", \"protocol_name\": \"UDP\", \"protocol_number\": \"17\", \"ntp\": {\"request_type\": \"Symmetric Active\", \"request_mode\": \"1\", \"request_version\": \"3\"}, \"mitre\": {\"tactic\": \"Reconnaissance\", \"technique\": \"Active Scanning\", \"id\": \"T1595\"}, \"related\": {\"ip\": [\"148.170.245.211\", \"0.0.0.0\"], \"user\": []}}}",
    "event": {
        "action": "connection",
        "category": [
            "network"
        ],
        "code": "11001",
        "kind": "Alert",
        "provider": "NTP_REQUEST",
        "type": [
            "info"
        ]
    },
    "@timestamp": "2025-05-24T07:50:00Z",
    "destination": {
        "address": "0.0.0.0",
        "ip": "0.0.0.0",
        "port": 123
    },
    "host": {
        "name": "CiscoolBox"
    },
    "neroswarm": {
        "ntp": {
            "request_mode": "1",
            "request_type": "Symmetric Active",
            "request_version": "3"
        },
        "session": {
            "id": "7f08bb08f3c54ba"
        },
        "source": {
            "geo": {
                "accuracy_radius": 20,
                "as_domain": "easyhost.be",
                "as_name": "Easyhost BVBA",
                "asn": 0,
                "city_geoname_id": "2800866",
                "continent_geoname_id": "6255148",
                "country_geoname_id": "2802361"
            }
        },
        "tracking_id": "b29a2f994fdaf479ec46efd1afc4fbd5a6be90a44f337cb05b939a95019a3572"
    },
    "network": {
        "iana_number": "17",
        "protocol": "NTP",
        "transport": "UDP"
    },
    "observer": {
        "product": "NeroPot",
        "vendor": "NeroSwarm"
    },
    "related": {
        "ip": [
            "0.0.0.0",
            "148.170.245.211"
        ]
    },
    "source": {
        "address": "148.170.245.211",
        "geo": {
            "city_name": "Brussels",
            "continent_name": "Europe",
            "country_iso_code": "BE",
            "country_name": "Belgium",
            "location": {
                "lat": 50.8534,
                "lon": 4.347
            },
            "timezone": "Europe/Brussels"
        },
        "ip": "148.170.245.211",
        "port": 33372
    },
    "threat": {
        "tactic": {
            "name": "Reconnaissance"
        },
        "technique": {
            "id": "T1595",
            "name": "Active Scanning"
        }
    }
}
{
    "message": "{\"time\": 1748073209, \"host\": \"CiscoolBox\", \"source\": \"POSTGRES_LOGIN_ATTEMPT\", \"sourcetype\": \"_json\", \"event\": {\"timezone\": \"+00:00\", \"device\": \"honeypot\", \"client\": {\"ip\": \"8.98.145.113\", \"port\": 55086, \"geo\": {\"continent\": \"North America\", \"country\": \"United States\", \"country_iso\": \"US\", \"timezone\": \"America/Chicago\", \"as_domain\": \"amazon.com\", \"as_name\": \"Amazon.com, Inc.\", \"asn\": \"AS14618\", \"continent_geoname_id\": 6255149, \"country_geoname_id\": 6252001, \"accuracy_radius\": 1000, \"location\": {\"lon\": -97.822, \"lat\": 37.751}}}, \"server\": {\"ip\": \"192.168.1.132\", \"port\": 5432}, \"user\": {\"name\": \"postgres\"}, \"credential\": {\"username\": \"postgres\", \"password\": \"postgres\", \"compromised\": true}, \"session\": {\"id\": \"b6f6512185e4064d\"}, \"logtype\": 20001, \"tracking_id\": \"b29a2f994fdaf479ec46efd1afc4fbd5a6be90a44f337cb05b939a95019a3572\", \"action\": \"login\", \"status\": \"success\", \"protocol_name\": \"TCP\", \"protocol_number\": \"6\", \"sql\": {\"client_encoding\": \"UTF8\", \"database\": \"postgres\"}, \"mitre\": {\"tactic\": \"Persistence, Initial Access\", \"technique\": \"Valid Accounts\", \"id\": \"T1078\"}, \"related\": {\"ip\": [\"8.98.145.113\", \"192.168.1.132\"], \"user\": [\"postgres\"]}}}",
    "event": {
        "action": "login",
        "category": [
            "authentication"
        ],
        "code": "20001",
        "kind": "Alert",
        "provider": "POSTGRES_LOGIN_ATTEMPT",
        "type": [
            "info"
        ]
    },
    "@timestamp": "2025-05-24T07:53:29Z",
    "destination": {
        "address": "192.168.1.132",
        "ip": "192.168.1.132",
        "port": 5432
    },
    "host": {
        "name": "CiscoolBox"
    },
    "neroswarm": {
        "credential": {
            "compromised": "true",
            "password": "postgres",
            "username": "postgres"
        },
        "session": {
            "id": "b6f6512185e4064d"
        },
        "source": {
            "geo": {
                "accuracy_radius": 1000,
                "as_domain": "amazon.com",
                "as_name": "Amazon.com, Inc.",
                "asn": 0,
                "continent_geoname_id": "6255149",
                "country_geoname_id": "6252001"
            }
        },
        "sql": {
            "client_encoding": "UTF8",
            "database": "postgres"
        },
        "tracking_id": "b29a2f994fdaf479ec46efd1afc4fbd5a6be90a44f337cb05b939a95019a3572"
    },
    "network": {
        "iana_number": "6",
        "protocol": "POSTGRES",
        "transport": "TCP"
    },
    "observer": {
        "product": "NeroPot",
        "vendor": "NeroSwarm"
    },
    "related": {
        "ip": [
            "192.168.1.132",
            "8.98.145.113"
        ],
        "user": [
            "postgres"
        ]
    },
    "source": {
        "address": "8.98.145.113",
        "geo": {
            "continent_name": "North America",
            "country_iso_code": "US",
            "country_name": "United States",
            "location": {
                "lat": 37.751,
                "lon": -97.822
            },
            "timezone": "America/Chicago"
        },
        "ip": "8.98.145.113",
        "port": 55086
    },
    "threat": {
        "tactic": {
            "name": "Persistence, Initial Access"
        },
        "technique": {
            "id": "T1078",
            "name": "Valid Accounts"
        }
    },
    "user": {
        "name": "postgres"
    }
}
{
    "message": "{\"time\": 1748075181, \"host\": \"CiscoolBox\", \"source\": \"RDP_LOGIN_ATTEMPT\", \"sourcetype\": \"_json\", \"event\": {\"timezone\": \"+00:00\", \"device\": \"honeypot\", \"client\": {\"ip\": \"152.111.92.207\", \"port\": 60892, \"geo\": {\"continent\": \"Asia\", \"country\": \"South Korea\", \"country_iso\": \"KR\", \"timezone\": \"Asia/Seoul\", \"as_domain\": \"uplus.co.kr\", \"as_name\": \"LG DACOM Corporation\", \"asn\": \"AS3786\", \"continent_geoname_id\": 6255147, \"country_geoname_id\": 1835841, \"accuracy_radius\": 200, \"location\": {\"lon\": 126.9741, \"lat\": 37.5112}}}, \"server\": {\"ip\": \"192.168.1.132\", \"port\": 3389}, \"user\": {\"name\": \"admin\"}, \"credential\": {\"username\": \"admin\", \"password\": \"windows123\", \"compromised\": false}, \"session\": {\"id\": \"5a385f4d044f7c0f\"}, \"logtype\": 14003, \"tracking_id\": \"b29a2f994fdaf479ec46efd1afc4fbd5a6be90a44f337cb05b939a95019a3572\", \"domain\": \"prod\", \"action\": \"login\", \"status\": \"failed\", \"protocol_name\": \"TCP\", \"protocol_number\": \"6\", \"rdp\": {\"client\": \"remina\"}, \"mitre\": {\"tactic\": \"Credential Access\", \"technique\": \"Brute Force\", \"id\": \"T1110\"}, \"related\": {\"ip\": [\"152.111.92.207\", \"192.168.1.132\"], \"user\": [\"admin\"]}}}",
    "event": {
        "action": "login",
        "category": [
            "authentication"
        ],
        "code": "14003",
        "kind": "Alert",
        "provider": "RDP_LOGIN_ATTEMPT",
        "type": [
            "info"
        ]
    },
    "@timestamp": "2025-05-24T08:26:21Z",
    "destination": {
        "address": "192.168.1.132",
        "ip": "192.168.1.132",
        "port": 3389
    },
    "host": {
        "name": "CiscoolBox"
    },
    "neroswarm": {
        "credential": {
            "compromised": "false",
            "password": "windows123",
            "username": "admin"
        },
        "rdp": {
            "client": "remina"
        },
        "session": {
            "id": "5a385f4d044f7c0f"
        },
        "source": {
            "geo": {
                "accuracy_radius": 200,
                "as_domain": "uplus.co.kr",
                "as_name": "LG DACOM Corporation",
                "asn": 0,
                "continent_geoname_id": "6255147",
                "country_geoname_id": "1835841"
            }
        },
        "tracking_id": "b29a2f994fdaf479ec46efd1afc4fbd5a6be90a44f337cb05b939a95019a3572"
    },
    "network": {
        "iana_number": "6",
        "protocol": "RDP",
        "transport": "TCP"
    },
    "observer": {
        "product": "NeroPot",
        "vendor": "NeroSwarm"
    },
    "related": {
        "ip": [
            "152.111.92.207",
            "192.168.1.132"
        ],
        "user": [
            "admin"
        ]
    },
    "source": {
        "address": "152.111.92.207",
        "geo": {
            "continent_name": "Asia",
            "country_iso_code": "KR",
            "country_name": "South Korea",
            "location": {
                "lat": 37.5112,
                "lon": 126.9741
            },
            "timezone": "Asia/Seoul"
        },
        "ip": "152.111.92.207",
        "port": 60892
    },
    "threat": {
        "tactic": {
            "name": "Credential Access"
        },
        "technique": {
            "id": "T1110",
            "name": "Brute Force"
        }
    },
    "user": {
        "name": "admin"
    }
}
{
    "message": "{\"time\": 1748070903, \"host\": \"CiscoolBox\", \"source\": \"SSH_LOGIN_ATTEMPT\", \"sourcetype\": \"_json\", \"event\": {\"timezone\": \"+00:00\", \"device\": \"honeypot\", \"client\": {\"ip\": \"158.94.46.176\", \"port\": 41958, \"geo\": {\"continent\": \"Asia\", \"country\": \"Malaysia\", \"country_iso\": \"MY\", \"city\": \"Klang\", \"postal\": \"41700\", \"timezone\": \"Asia/Kuala_Lumpur\", \"as_domain\": \"tm.com.my\", \"as_name\": \"TM TECHNOLOGY SERVICES SDN. BHD.\", \"asn\": \"AS4788\", \"city_geoname_id\": 1732905, \"city_iso\": \"10\", \"continent_geoname_id\": 6255147, \"country_geoname_id\": 1733045, \"accuracy_radius\": 20, \"location\": {\"lon\": 101.4432, \"lat\": 3.0477}}}, \"server\": {\"ip\": \"192.168.1.132\", \"port\": 22}, \"user\": {\"name\": \"root\"}, \"credential\": {\"username\": \"root\", \"password\": \"root\", \"compromised\": true}, \"session\": {\"id\": \"929b8e7f24f61cf8\"}, \"logtype\": 4002, \"tracking_id\": \"b29a2f994fdaf479ec46efd1afc4fbd5a6be90a44f337cb05b939a95019a3572\", \"action\": \"login\", \"protocol_name\": \"TCP\", \"protocol_number\": \"6\", \"ssh\": {\"local_version\": \"SSH-2.0-OpenSSH_8.9p1 Ubuntu-3ubuntu0.1\", \"remote_version\": \"SSH-2.0-OpenSSH_9.6p1 Ubuntu-3ubuntu13.11\", \"incoming_packet_sequence\": 8, \"outgoing_packet_sequence\": 8, \"keyalg\": \"ssh-rsa\", \"login_attempts\": 1, \"auth_method\": \"password\"}, \"mitre\": {\"tactic\": \"Persistence, Initial Access\", \"technique\": \"Valid Accounts\", \"id\": \"T1078\"}, \"related\": {\"ip\": [\"158.94.46.176\", \"192.168.1.132\"], \"user\": [\"root\"]}}}",
    "event": {
        "action": "login",
        "category": [
            "authentication"
        ],
        "code": "4002",
        "kind": "Alert",
        "provider": "SSH_LOGIN_ATTEMPT",
        "type": [
            "info"
        ]
    },
    "@timestamp": "2025-05-24T07:15:03Z",
    "destination": {
        "address": "192.168.1.132",
        "ip": "192.168.1.132",
        "port": 22
    },
    "host": {
        "name": "CiscoolBox"
    },
    "neroswarm": {
        "credential": {
            "compromised": "true",
            "password": "root",
            "username": "root"
        },
        "session": {
            "id": "929b8e7f24f61cf8"
        },
        "source": {
            "geo": {
                "accuracy_radius": 20,
                "as_domain": "tm.com.my",
                "as_name": "TM TECHNOLOGY SERVICES SDN. BHD.",
                "asn": 0,
                "city_geoname_id": "1732905",
                "continent_geoname_id": "6255147",
                "country_geoname_id": "1733045"
            }
        },
        "ssh": {
            "auth_method": "password",
            "incoming_packet_sequence": "8",
            "keyalg": "ssh-rsa",
            "local_version": "SSH-2.0-OpenSSH_8.9p1 Ubuntu-3ubuntu0.1",
            "login_attempts": "1",
            "outgoing_packet_sequence": "8",
            "remote_version": "SSH-2.0-OpenSSH_9.6p1 Ubuntu-3ubuntu13.11"
        },
        "tracking_id": "b29a2f994fdaf479ec46efd1afc4fbd5a6be90a44f337cb05b939a95019a3572"
    },
    "network": {
        "iana_number": "6",
        "protocol": "SSH",
        "transport": "TCP"
    },
    "observer": {
        "product": "NeroPot",
        "vendor": "NeroSwarm"
    },
    "related": {
        "ip": [
            "158.94.46.176",
            "192.168.1.132"
        ],
        "user": [
            "root"
        ]
    },
    "source": {
        "address": "158.94.46.176",
        "geo": {
            "city_name": "Klang",
            "continent_name": "Asia",
            "country_iso_code": "MY",
            "country_name": "Malaysia",
            "location": {
                "lat": 3.0477,
                "lon": 101.4432
            },
            "timezone": "Asia/Kuala_Lumpur"
        },
        "ip": "158.94.46.176",
        "port": 41958
    },
    "threat": {
        "tactic": {
            "name": "Persistence, Initial Access"
        },
        "technique": {
            "id": "T1078",
            "name": "Valid Accounts"
        }
    },
    "user": {
        "name": "root"
    }
}
{
    "message": "{\"time\": 1748074463, \"host\": \"CiscoolBox\", \"source\": \"TFTP_READ_ATTEMPT\", \"sourcetype\": \"_json\", \"event\": {\"timezone\": \"+00:00\", \"device\": \"honeypot\", \"client\": {\"ip\": \"22.163.115.179\", \"port\": 49037, \"geo\": {\"continent\": \"Europe\", \"country\": \"Germany\", \"country_iso\": \"DE\", \"city\": \"Duisburg\", \"postal\": \"47167\", \"timezone\": \"Europe/Berlin\", \"as_domain\": \"continentale.de\", \"as_name\": \"Continentale Krankenversicherung a.G.\", \"asn\": \"AS56919\", \"city_geoname_id\": 2934691, \"city_iso\": \"NW\", \"continent_geoname_id\": 6255148, \"country_geoname_id\": 2921044, \"accuracy_radius\": 100, \"location\": {\"lon\": 6.8017, \"lat\": 51.5117}}}, \"server\": {\"ip\": \"0.0.0.0\", \"port\": 69}, \"session\": {\"id\": \"bb9fc65c3645ceeb\"}, \"logtype\": 10002, \"tracking_id\": \"b29a2f994fdaf479ec46efd1afc4fbd5a6be90a44f337cb05b939a95019a3572\", \"action\": \"connection\", \"protocol_name\": \"UDP\", \"protocol_number\": \"17\", \"tftp\": {\"filename\": \"bootrom.ld\", \"opcode\": \"READ\", \"mode\": \"octet\"}, \"mitre\": {\"tactic\": \"Exfiltration\", \"technique\": \"Exfiltration Over Alternative Protocol\", \"id\": \"T1048\"}, \"related\": {\"ip\": [\"22.163.115.179\", \"0.0.0.0\"], \"user\": []}}}",
    "event": {
        "action": "connection",
        "category": [
            "network"
        ],
        "code": "10002",
        "kind": "Alert",
        "provider": "TFTP_READ_ATTEMPT",
        "type": [
            "info"
        ]
    },
    "@timestamp": "2025-05-24T08:14:23Z",
    "destination": {
        "address": "0.0.0.0",
        "ip": "0.0.0.0",
        "port": 69
    },
    "host": {
        "name": "CiscoolBox"
    },
    "neroswarm": {
        "session": {
            "id": "bb9fc65c3645ceeb"
        },
        "source": {
            "geo": {
                "accuracy_radius": 100,
                "as_domain": "continentale.de",
                "as_name": "Continentale Krankenversicherung a.G.",
                "asn": 0,
                "city_geoname_id": "2934691",
                "continent_geoname_id": "6255148",
                "country_geoname_id": "2921044"
            }
        },
        "tftp": {
            "filename": "bootrom.ld",
            "mode": "octet",
            "opcode": "READ"
        },
        "tracking_id": "b29a2f994fdaf479ec46efd1afc4fbd5a6be90a44f337cb05b939a95019a3572"
    },
    "network": {
        "iana_number": "17",
        "protocol": "TFTP",
        "transport": "UDP"
    },
    "observer": {
        "product": "NeroPot",
        "vendor": "NeroSwarm"
    },
    "related": {
        "ip": [
            "0.0.0.0",
            "22.163.115.179"
        ]
    },
    "source": {
        "address": "22.163.115.179",
        "geo": {
            "city_name": "Duisburg",
            "continent_name": "Europe",
            "country_iso_code": "DE",
            "country_name": "Germany",
            "location": {
                "lat": 51.5117,
                "lon": 6.8017
            },
            "timezone": "Europe/Berlin"
        },
        "ip": "22.163.115.179",
        "port": 49037
    },
    "threat": {
        "tactic": {
            "name": "Exfiltration"
        },
        "technique": {
            "id": "T1048",
            "name": "Exfiltration Over Alternative Protocol"
        }
    }
}
{
    "message": "{\"time\": 1748072722, \"host\": \"CiscoolBox\", \"source\": \"VNC_LOGIN_ATTEMPT\", \"sourcetype\": \"_json\", \"event\": {\"timezone\": \"+00:00\", \"device\": \"honeypot\", \"client\": {\"ip\": \"192.168.1.123\", \"port\": 53678}, \"server\": {\"ip\": \"192.168.1.132\", \"port\": 5900}, \"credential\": {\"password\": \"12345678\"}, \"session\": {\"id\": \"be64fd6f5563f951\"}, \"logtype\": 12002, \"tracking_id\": \"b29a2f994fdaf479ec46efd1afc4fbd5a6be90a44f337cb05b939a95019a3572\", \"action\": \"login\", \"status\": \"failed\", \"protocol_name\": \"TCP\", \"protocol_number\": \"6\", \"vnc\": {\"client_response\": \"0835cbd4461cb5d2d4792da86cfc590d\", \"client_version\": \"RFB 003.008\", \"encryption_type\": \"DES\", \"server_challenge\": \"fe5e3254598eb0182e7d9e553377f7dc\"}, \"mitre\": {\"tactic\": \"Credential Access\", \"technique\": \"Brute Force\", \"id\": \"T1110\"}, \"related\": {\"ip\": [\"192.168.1.123\", \"192.168.1.132\"], \"user\": []}}}",
    "event": {
        "action": "login",
        "category": [
            "authentication"
        ],
        "code": "12002",
        "kind": "Alert",
        "provider": "VNC_LOGIN_ATTEMPT",
        "type": [
            "info"
        ]
    },
    "@timestamp": "2025-05-24T07:45:22Z",
    "destination": {
        "address": "192.168.1.132",
        "ip": "192.168.1.132",
        "port": 5900
    },
    "host": {
        "name": "CiscoolBox"
    },
    "neroswarm": {
        "credential": {
            "password": "12345678"
        },
        "session": {
            "id": "be64fd6f5563f951"
        },
        "tracking_id": "b29a2f994fdaf479ec46efd1afc4fbd5a6be90a44f337cb05b939a95019a3572",
        "vnc": {
            "client_response": "0835cbd4461cb5d2d4792da86cfc590d",
            "client_version": "RFB 003.008",
            "encryption_type": "DES",
            "server_challenge": "fe5e3254598eb0182e7d9e553377f7dc"
        }
    },
    "network": {
        "iana_number": "6",
        "protocol": "VNC",
        "transport": "TCP"
    },
    "observer": {
        "product": "NeroPot",
        "vendor": "NeroSwarm"
    },
    "related": {
        "ip": [
            "192.168.1.123",
            "192.168.1.132"
        ]
    },
    "source": {
        "address": "192.168.1.123",
        "ip": "192.168.1.123",
        "port": 53678
    },
    "threat": {
        "tactic": {
            "name": "Credential Access"
        },
        "technique": {
            "id": "T1110",
            "name": "Brute Force"
        }
    }
}

Extracted Fields

The following table lists the fields that are extracted, normalized under the ECS format, analyzed and indexed by the parser. It should be noted that infered fields are not listed.

Name Type Description
@timestamp date Date/time when the event originated.
destination.ip ip IP address of the destination.
destination.port long Port of the destination.
event.action keyword The action captured by the event.
event.code keyword Identification code for this event.
event.kind keyword The kind of the event. The highest categorization field in the hierarchy.
event.provider keyword Source of the event.
file.hash.sha256 keyword SHA256 hash.
file.mime_type keyword Media type of file, document, or arrangement of bytes.
file.path keyword Full path to the file, including the file name.
file.size long File size in bytes.
host.name keyword Name of the host.
http.request.method keyword HTTP request method.
http.request.referrer keyword Referrer for this HTTP request.
http.response.status_code long HTTP response status code.
neroswarm.cmd keyword Shell Session Commands
neroswarm.crawler.bot_category keyword Crawler Identification Bot Category
neroswarm.crawler.bot_name keyword Crawler Identification Bot Name
neroswarm.credential.compromised keyword Credential Access Compromised
neroswarm.credential.password keyword Credential Access Password
neroswarm.credential.username keyword Credential Access Username
neroswarm.dns.alias keyword DNS Alias
neroswarm.dns.exchange keyword DNS Exchange
neroswarm.dns.expire keyword DNS Expire
neroswarm.dns.ip keyword DNS IP
neroswarm.dns.minimum keyword DNS Minimum
neroswarm.dns.mname keyword DNS Mname
neroswarm.dns.nameserver keyword DNS Nameserver
neroswarm.dns.pointer keyword DNS Pointer
neroswarm.dns.preference keyword DNS Preference
neroswarm.dns.refresh keyword DNS Refresh
neroswarm.dns.retry keyword DNS Retry
neroswarm.dns.rname keyword DNS Rname
neroswarm.dns.serial keyword DNS Serial
neroswarm.dns.text keyword DNS Text
neroswarm.dns.type keyword DNS Type
neroswarm.ntp.request_mode keyword NTP Request Mode
neroswarm.ntp.request_type keyword NTP Request Type
neroswarm.ntp.request_version keyword NTP Request Version
neroswarm.rdp.client keyword RDP Client
neroswarm.rdp.cookie keyword RDP Cookie
neroswarm.rdp.mstshash keyword RDP Mstshash
neroswarm.session.id keyword Service Tracking ID
neroswarm.sip.error keyword SIP Error
neroswarm.sip.headers.accept keyword SIP Headers Accept
neroswarm.sip.headers.allow keyword SIP Headers Allow
neroswarm.sip.headers.call-id keyword SIP Headers Call-ID
neroswarm.sip.headers.contact keyword SIP Headers Contact
neroswarm.sip.headers.content-type keyword SIP Headers Content-Type
neroswarm.sip.headers.cseq keyword SIP Headers CSeq
neroswarm.sip.headers.from keyword SIP Headers From
neroswarm.sip.headers.max-forwards keyword SIP Headers Max-Forwards
neroswarm.sip.headers.to keyword SIP Headers To
neroswarm.sip.headers.user-agent keyword SIP Headers User-Agent
neroswarm.sip.headers.via keyword SIP Headers Via
neroswarm.snmp.community_string keyword SNMP Community String
neroswarm.snmp.pdu_type keyword SNMP PDU Type
neroswarm.snmp.request_id keyword SNMP Request ID
neroswarm.snmp.variable_bindings keyword SNMP Variable Bindings
neroswarm.snmp.version keyword SNMP Version
neroswarm.source.geo.accuracy_radius integer GeoIP AS Info Accuracy Radius
neroswarm.source.geo.as_domain keyword GeoIP AS Info AS Domain
neroswarm.source.geo.as_name keyword GeoIP AS Info AS Name
neroswarm.source.geo.asn integer GeoIP AS Info ASN
neroswarm.source.geo.city_geoname_id keyword GeoIP AS Info City Geoname ID
neroswarm.source.geo.continent_geoname_id keyword GeoIP AS Info Continent Geoname ID
neroswarm.source.geo.country_geoname_id keyword GeoIP AS Info Country Geoname ID
neroswarm.sql.client_encoding keyword SQL Client Encoding
neroswarm.sql.database keyword SQL Database
neroswarm.sql.hash_type keyword SQL Hash Type
neroswarm.sql.salt keyword SQL Salt
neroswarm.sql.thread_id keyword SQL Thread ID
neroswarm.ssh.auth_method keyword SSH Auth Method
neroswarm.ssh.incoming_packet_sequence keyword SSH Incoming Packet Sequence
neroswarm.ssh.keyalg keyword SSH Keyalg
neroswarm.ssh.local_version keyword SSH Local Version
neroswarm.ssh.login_attempts keyword SSH Login Attempts
neroswarm.ssh.outgoing_packet_sequence keyword SSH Outgoing Packet Sequence
neroswarm.ssh.remote_version keyword SSH Remote Version
neroswarm.template keyword AI Template
neroswarm.tftp.filename keyword TFTP Filename
neroswarm.tftp.mode keyword TFTP Mode
neroswarm.tftp.opcode keyword TFTP Opcode
neroswarm.tracking_id keyword Threat Tracking ID
neroswarm.vnc.client_response keyword VNC Client Response
neroswarm.vnc.client_version keyword VNC Client Version
neroswarm.vnc.encryption_type keyword VNC Encryption Type
neroswarm.vnc.server_challenge keyword VNC Server Challenge
neroswarm.vulnerability.description text CWE Vulnerability Description
neroswarm.vulnerability.id keyword CWE Vulnerability ID
network.iana_number keyword IANA Protocol Number.
network.protocol keyword Application protocol name.
network.transport keyword Protocol Name corresponding to the field iana_number.
observer.product keyword The product name of the observer.
observer.vendor keyword Vendor name of the observer.
source.geo.city_name keyword City name.
source.geo.continent_code keyword Continent code.
source.geo.continent_name keyword Name of the continent.
source.geo.country_iso_code keyword Country ISO code.
source.geo.country_name keyword Country name.
source.geo.location geo_point Longitude and latitude.
source.geo.timezone keyword Time zone.
source.ip ip IP address of the source.
source.port long Port of the source.
threat.tactic.name keyword Threat tactic.
threat.technique.id keyword Threat technique id.
threat.technique.name keyword Threat technique name.
tls.version keyword Numeric part of the version parsed from the original string.
url.path wildcard Path of the request, such as "/search".
user.name keyword Short name or login of the user.
user_agent.original keyword Unparsed user_agent string.

For more information on the Intake Format, please find the code of the Parser, Smart Descriptions, and Supported Events here.