event_id stringlengths 36 36 | timestamp timestamp[s]date 2020-07-12 21:38:20 2030-07-10 06:49:21 | event_type stringclasses 8 values | source stringclasses 20 values | severity stringclasses 6 values | raw_log stringlengths 91 282 | advanced_metadata dict | src_ip stringlengths 8 15 ⌀ | dst_ip stringlengths 3 15 ⌀ | alert_type stringclasses 17 values | signature_id stringlengths 8 8 ⌀ | category stringclasses 5 values | additional_info stringlengths 18 148 | description stringlengths 45 225 | action stringclasses 55 values | bytes int64 105 1,000k ⌀ | protocol stringclasses 10 values | user stringlengths 3 22 ⌀ | object stringlengths 1 32 ⌀ | process_id int64 100 10k ⌀ | parent_process stringclasses 4 values | behavioral_analytics dict | device_type stringclasses 5 values | device_id stringlengths 12 12 ⌀ | firmware_version stringclasses 100 values | src_port int64 1 65.5k ⌀ | dst_port int64 1 65.5k ⌀ | duration int64 1 3.6k ⌀ | method stringclasses 7 values | mac_address stringlengths 17 17 ⌀ | model_id stringlengths 14 14 ⌀ | input_hash stringlengths 32 64 ⌀ | output_hash stringlengths 32 64 ⌀ | cloud_service stringclasses 5 values | resource_id stringlengths 12 12 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
9fe08fc7-a477-4f74-98a2-bcda5aa63996 | 2025-03-24T17:30:23 | firewall | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|info| desc=Firewall deny NTP traffic from 102.92.182.145:9132 to 133.193.235.56:94 Associated Threat Actor: APT38 | {
"geo_location": "Singapore",
"device_hash": "62f8abff4931bb09f4922ed155fb426745146aa1",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; ckb-IQ) AppleWebKit/533.44.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B117 Safari/6533.44.6",
"session_id": "bccc8bfd-4c7e-4dbc-b202-b659823b2670",
"risk_score": 29.91,
"confidence": 0.74
} | 102.92.182.145 | 133.193.235.56 | null | null | null | Associated Threat Actor: APT38 | Firewall deny NTP traffic from 102.92.182.145:9132 to 133.193.235.56:94 Associated Threat Actor: APT38 | deny | 25,915 | NTP | null | null | null | null | null | null | null | null | 9,132 | 94 | 2,183 | null | null | null | null | null | null | null |
6cb3997a-dd64-4b44-86fa-4d9f6b6a728f | 2025-02-28T15:01:27 | endpoint | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|high| desc=Endpoint powershell_exec /the/campaign.mp3 by moralesmelissa No additional info | {
"geo_location": "British Virgin Islands",
"device_hash": "01a43a8477eae3a9762511f43b1309c534e69d2a50a7fbb3d1dd9d360920f491",
"user_agent": "Opera/9.20.(X11; Linux x86_64; bho-IN) Presto/2.9.170 Version/10.00",
"session_id": "69eeaefe-9c46-47f7-bf73-0d8397eec593",
"risk_score": 27.06,
"confidence": 0.18
} | null | null | null | null | null | No additional info | Endpoint powershell_exec /the/campaign.mp3 by moralesmelissa No additional info | powershell_exec | null | null | moralesmelissa | /the/campaign.mp3 | 3,005 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0af4a3bd-2da6-41ef-a75f-1f437f5319ae | 2025-02-19T20:08:38 | firewall | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|high| desc=Firewall drop RDP traffic from 161.35.238.86:986 to 189.32.248.205:952 Unconventional IOC: GPU memory artifacts | {
"geo_location": "Russia",
"device_hash": "df1926c977b7800fca243d46c6f4327f6f5bdc11",
"user_agent": "Mozilla/5.0 (Windows NT 4.0; an-ES; rv:1.9.0.20) Gecko/3062-10-29 14:27:38 Firefox/3.8",
"session_id": "7c6d07b3-518c-4089-9767-4a3c9303a2f8",
"risk_score": 24.68,
"confidence": 0.28
} | 161.35.238.86 | 189.32.248.205 | null | null | null | Unconventional IOC: GPU memory artifacts | Firewall drop RDP traffic from 161.35.238.86:986 to 189.32.248.205:952 Unconventional IOC: GPU memory artifacts | drop | 807,319 | RDP | null | null | null | null | null | null | null | null | 986 | 952 | 11 | null | null | null | null | null | null | null |
c1303738-2338-4823-ae6a-bb4c25c29105 | 2029-10-06T01:01:36 | cloud | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|info| desc=Cloud lambda_execution in AWS by onealsydney No additional info noise=UmVhbCBvcGVuLg== | {
"geo_location": "Japan",
"device_hash": "9beafc00725f22c4b74a04546eae0d02",
"user_agent": "Mozilla/5.0 (Linux; Android 5.0) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/26.0.830.0 Safari/535.0",
"session_id": "bcad646b-9bdc-4519-927b-efdbec3bc246",
"risk_score": 58.16,
"confidence": 0.39
} | null | null | null | null | null | No additional info | Cloud lambda_execution in AWS by onealsydney No additional info | lambda_execution | null | null | onealsydney | null | null | null | {
"baseline_deviation": 2.51,
"entropy": 3.2,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | AWS | res-79c9d8cb |
fedca483-7382-4d21-acc2-22ed3e8618f9 | 2025-01-13T07:19:00 | ids_alert | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ids_alert|critical| desc=Microsoft Sentinel Alert: Container Escape detected from 95.169.31.247 targeting 46.64.202.94 No additional info | {
"geo_location": "Belarus",
"device_hash": "37477758ff52ebe9b6fcb6b393c805a32fcef354ee04451517ac9ae26199db30",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_9_0 rv:5.0; sw-KE) AppleWebKit/535.32.4 (KHTML, like Gecko) Version/4.0.5 Safari/535.32.4",
"session_id": "25415f67-9a02-415b-87ea-d0a724c1a0de",
"risk_score": 18.57,
"confidence": 0.05
} | 95.169.31.247 | 46.64.202.94 | Container Escape | SIG-3142 | Exploit | No additional info | Microsoft Sentinel Alert: Container Escape detected from 95.169.31.247 targeting 46.64.202.94 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5438e4a3-8a45-45de-9fd1-b94e9d5cb474 | 2025-01-19T23:57:07 | iot | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|critical| desc=IoT device Thermostat unusual_activity No additional info noise=app | {
"geo_location": "Indonesia",
"device_hash": "7882f8975862e68ea66c7b8e4b7889a263122b1d",
"user_agent": "Opera/8.51.(X11; Linux x86_64; ss-ZA) Presto/2.9.162 Version/10.00",
"session_id": "73128410-aa6d-492c-8c0a-a38ea55be1df",
"risk_score": 65.11,
"confidence": 0.15
} | null | null | null | null | null | No additional info | IoT device Thermostat unusual_activity No additional info | unusual_activity | null | null | null | null | null | null | null | Thermostat | iot-86da06dc | 4.0 | null | null | null | null | null | null | null | null | null | null |
2a2f36d7-3f2b-4270-b650-bb57fdfc625d | 2025-07-01T00:12:36 | ids_alert | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|low| desc=LogRhythm Alert: ICS Attack detected from 153.213.135.155 targeting 180.118.76.79 Associated Threat Actor: BlueNoroff | {
"geo_location": "Saint Vincent and the Grenadines",
"device_hash": "6f7ca8540a35a615366994a2cce199ac",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Trident/5.1)",
"session_id": "fa177bfc-1f2b-4413-a886-7b9c7f8ce403",
"risk_score": 78.86,
"confidence": 0.23
} | 153.213.135.155 | 180.118.76.79 | ICS Attack | SIG-3175 | Evasion | Associated Threat Actor: BlueNoroff | LogRhythm Alert: ICS Attack detected from 153.213.135.155 targeting 180.118.76.79 Associated Threat Actor: BlueNoroff | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
52bd2ab2-edae-40a3-9305-52674d51f745 | 2025-01-23T13:03:41 | ai | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ai|high| desc=AI system membership_inference by holly56 No additional info | {
"geo_location": "Saint Helena",
"device_hash": "55270ace1dc81ffbeadb78a81121800cdbfe0b9f1d16928ebf722752b9c54164",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98) AppleWebKit/532.33.2 (KHTML, like Gecko) Version/5.1 Safari/532.33.2",
"session_id": "52d5403b-32dc-4245-ad36-3e17c4b28202",
"risk_score": 35.8,
"confidence": 0.82
} | null | null | null | null | null | No additional info | AI system membership_inference by holly56 No additional info | membership_inference | null | null | holly56 | null | null | null | null | null | null | null | null | null | null | null | null | model-24bb09b1 | 63f49ce5fd12976b60c5b0c01f56489e418e016d2aa62f47ee051d2bce4d5fde | ee4a601e8e27469ae9be034a93db5ee8e8e8ac27 | null | null |
a6e9e19b-7421-4a93-a45e-03d3c765e11e | 2025-07-09T12:15:09 | endpoint | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint scheduled_task /consumer/explain.webm by mccartyjessica MITRE Technique: T1053.005 | {
"geo_location": "Hong Kong",
"device_hash": "f269f5314448c5f72c6d8b0c82a67c90",
"user_agent": "Mozilla/5.0 (Linux; Android 4.2.1) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/49.0.840.0 Safari/535.2",
"session_id": "413039b0-6d8d-45d3-bf78-df83a0169eef",
"risk_score": 41.95,
"confidence": 0.43
} | null | null | null | null | null | MITRE Technique: T1053.005 | Endpoint scheduled_task /consumer/explain.webm by mccartyjessica MITRE Technique: T1053.005 | scheduled_task | null | null | mccartyjessica | /consumer/explain.webm | 8,255 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
78dfeb48-d5d8-4966-af78-9a40f3f0be6c | 2025-04-14T09:17:15 | iot | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|critical| desc=IoT device HVAC side_channel No additional info | {
"geo_location": "Lebanon",
"device_hash": "a2ffd7173ba5733203df6fdde8c9fc9d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.2; Trident/3.0)",
"session_id": "8513f746-5d76-4320-a603-a8d36ab02d22",
"risk_score": 35.98,
"confidence": 0.42
} | null | null | null | null | null | No additional info | IoT device HVAC side_channel No additional info | side_channel | null | null | null | null | null | null | null | HVAC | iot-7afbb747 | 10.5 | null | null | null | null | null | null | null | null | null | null |
ea989878-5949-4481-b19f-9eef431237f3 | 2025-05-25T10:12:02 | ids_alert | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|high| desc=Suricata Alert: XSS detected from 191.133.150.13 targeting 87.106.235.34 No additional info | {
"geo_location": "Solomon Islands",
"device_hash": "182c4746799c9d21db84e6d0a939a2969067bd41",
"user_agent": "Opera/8.59.(X11; Linux x86_64; ug-CN) Presto/2.9.179 Version/10.00",
"session_id": "1c91ff2a-d74b-42b4-9667-d8315ca5911d",
"risk_score": 23.58,
"confidence": 0.03
} | 191.133.150.13 | 87.106.235.34 | XSS | SIG-2617 | Exploit | No additional info | Suricata Alert: XSS detected from 191.133.150.13 targeting 87.106.235.34 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ea7d269b-c30c-4f67-a3c9-67cebec2cdd7 | 2025-05-10T12:41:23 | network | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|info| desc=Network protocol_anomaly from 10.192.133.84 to 171.87.133.131 Associated Threat Actor: Leafminer | Unconventional IOC: UEFI variable tampering | {
"geo_location": "Japan",
"device_hash": "81d70b4c468c4448b789a94a0897a4a3",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; af-ZA) AppleWebKit/533.22.6 (KHTML, like Gecko) Version/4.0.5 Mobile/8B115 Safari/6533.22.6",
"session_id": "3010c4c4-924c-4219-ae49-c34e2801fbad",
"risk_score": 22.53,
"confidence": 0.04
} | 10.192.133.84 | 171.87.133.131 | null | null | null | Associated Threat Actor: Leafminer | Unconventional IOC: UEFI variable tampering | Network protocol_anomaly from 10.192.133.84 to 171.87.133.131 Associated Threat Actor: Leafminer | Unconventional IOC: UEFI variable tampering | protocol_anomaly | 400,286 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f3b14c54-9dcc-4716-8de5-0e71f37fa009 | 2025-05-14T14:12:36 | ids_alert | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|critical| desc=Wazuh Alert: AI Model Poisoning detected from 186.53.230.32 targeting 163.72.225.57 No additional info | {
"geo_location": "Papua New Guinea",
"device_hash": "369b5d2b137a25f2ee3f17e973cbfd5f14f1f985",
"user_agent": "Opera/8.67.(X11; Linux i686; hne-IN) Presto/2.9.172 Version/11.00",
"session_id": "5b6aeb4e-9650-4064-9c36-9a9615cb1619",
"risk_score": 2.05,
"confidence": 0.2
} | 186.53.230.32 | 163.72.225.57 | AI Model Poisoning | SIG-3798 | Recon | No additional info | Wazuh Alert: AI Model Poisoning detected from 186.53.230.32 targeting 163.72.225.57 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
78a6882f-346c-4126-8431-1c2129754856 | 2025-04-28T07:44:55 | endpoint | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|low| desc=Endpoint powershell_exec business by esims MITRE Technique: T1053.005 | {
"geo_location": "Vanuatu",
"device_hash": "6345911bbb8e8f0c64723444c4e39b65b0009c01",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.5.20) Gecko/4870-11-12 04:18:27 Firefox/3.8",
"session_id": "b055e8df-f999-4cb3-a2ce-4fc33639d20b",
"risk_score": 30.32,
"confidence": 0.59
} | null | null | null | null | null | MITRE Technique: T1053.005 | Endpoint powershell_exec business by esims MITRE Technique: T1053.005 | powershell_exec | null | null | esims | business | 7,121 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6abb9b40-2345-48cb-a767-4872a854ce78 | 2025-02-05T23:44:10 | ids_alert | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ids_alert|critical| desc=Vectra AI Alert: MFA Bypass detected from 18.117.85.18 targeting 147.80.176.11 No additional info | {
"geo_location": "Eritrea",
"device_hash": "5a4e17bb5ae2a12f0f93efb3cab358b114f0de91",
"user_agent": "Opera/8.82.(Windows 98; am-ET) Presto/2.9.164 Version/12.00",
"session_id": "e7d90089-ea85-412f-aa36-a722f132942e",
"risk_score": 42.48,
"confidence": 0.57
} | 18.117.85.18 | 147.80.176.11 | MFA Bypass | SIG-5496 | Malware | No additional info | Vectra AI Alert: MFA Bypass detected from 18.117.85.18 targeting 147.80.176.11 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a8554ffd-2c52-4de1-8cb5-a16a0e05022d | 2025-01-25T05:41:09 | firewall | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|info| desc=Firewall deny RDP traffic from 122.222.244.53:395 to 10.67.243.195:60 No additional info | {
"geo_location": "Ukraine",
"device_hash": "7f06950553ad1c08dae027ea06f58580159a4b3e",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_9_9; rv:1.9.6.20) Gecko/3012-12-13 16:41:07 Firefox/3.8",
"session_id": "6fb93a17-fe1d-4455-8fe7-06fb90f7dc49",
"risk_score": 61.88,
"confidence": 0.99
} | 122.222.244.53 | 10.67.243.195 | null | null | null | No additional info | Firewall deny RDP traffic from 122.222.244.53:395 to 10.67.243.195:60 No additional info | deny | 892,391 | RDP | null | null | null | null | null | null | null | null | 395 | 60 | 3,410 | null | null | null | null | null | null | null |
2f4dae98-8dc0-4dcb-9da1-c28245cfabf7 | 2025-04-14T15:18:34 | cloud | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|low| desc=Cloud api_abuse in AWS by chungdonald No additional info noise=6FCE321A | {
"geo_location": "Papua New Guinea",
"device_hash": "1874822495143449771c94d798165a707a210ef7931a30101a46deb473e544a2",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_5_5) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/20.0.839.0 Safari/534.0",
"session_id": "5c27f780-2baa-4d06-9d65-5d0e91944a8d",
"risk_score": 80.69,
"confidence": 0.9
} | null | null | null | null | null | No additional info | Cloud api_abuse in AWS by chungdonald No additional info | api_abuse | null | null | chungdonald | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-5f78c59c |
62d8fdbf-fd77-4d2b-baaf-7af2fec272a3 | 2022-02-25T02:34:23 | cloud | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|high| desc=Cloud storage_access in Alibaba by joshuabarber No additional info | {
"geo_location": "Swaziland",
"device_hash": "4dd0f9cbf9fd5515f8cf372ea5f6893ecef6fe3d",
"user_agent": "Mozilla/5.0 (Windows 98; Win 9x 4.90) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/22.0.844.0 Safari/531.0",
"session_id": "eb868fc9-5955-4849-aa4e-009c430b9f1e",
"risk_score": 27.91,
"confidence": 0.01
} | null | null | null | null | null | No additional info | Cloud storage_access in Alibaba by joshuabarber No additional info | storage_access | null | null | joshuabarber | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-6d2f4e27 |
4d616f00-443a-4840-9114-942ca43572a5 | 2025-03-03T06:03:50 | firewall | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|low| desc=Firewall drop HTTP traffic from 217.213.246.114:158 to 48.252.197.175:82 MITRE Technique: T1078.004 noise=F9AB9512 | {
"geo_location": "Mali",
"device_hash": "9db5af5be12b3799f6872116e5cae9c7",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 16_7_6 like Mac OS X) AppleWebKit/533.2 (KHTML, like Gecko) FxiOS/12.8a6201.0 Mobile/31R733 Safari/533.2",
"session_id": "80080062-6196-4e66-b7a8-30b5e1af7495",
"risk_score": 47.57,
"confidence": 0.83
} | 217.213.246.114 | 48.252.197.175 | null | null | null | MITRE Technique: T1078.004 | Firewall drop HTTP traffic from 217.213.246.114:158 to 48.252.197.175:82 MITRE Technique: T1078.004 | drop | 433,720 | HTTP | null | null | null | null | {
"baseline_deviation": 1.53,
"entropy": 4.26,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 158 | 82 | 2,698 | null | null | null | null | null | null | null |
00625bb3-cc10-4e72-8bd0-3b1d556c2872 | 2025-01-28T04:41:02 | iot | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|high| desc=IoT device Sensor battery_drain MITRE Technique: T1078.004 noise=D9DC70E8 | {
"geo_location": "Saint Helena",
"device_hash": "5cb3222327aac04b978a43a30df849dac7283ee3",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/533.27.5 (KHTML, like Gecko) Version/5.0 Safari/533.27.5",
"session_id": "9f261f44-45ab-41ec-b001-1e32319a1eb8",
"risk_score": 35.1,
"confidence": 0.26
} | null | null | null | null | null | MITRE Technique: T1078.004 | IoT device Sensor battery_drain MITRE Technique: T1078.004 | battery_drain | null | null | null | null | null | null | null | Sensor | iot-45e48e46 | 8.3 | null | null | null | null | null | null | null | null | null | null |
b0e431fc-6e34-4cc0-babc-8710124235e4 | 2025-06-26T02:54:26 | iot | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|critical| desc=IoT device HVAC sensor_spoofing No additional info | {
"geo_location": "Rwanda",
"device_hash": "8336683f07f1198e1f16887cf218ac96de97eabc",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.0) AppleWebKit/535.23.6 (KHTML, like Gecko) Version/4.0.5 Safari/535.23.6",
"session_id": "b006c192-83f1-418b-8170-9377dcff1bf7",
"risk_score": 52.13,
"confidence": 0.45
} | null | null | null | null | null | No additional info | IoT device HVAC sensor_spoofing No additional info | sensor_spoofing | null | null | null | null | null | null | null | HVAC | iot-ac54cfc0 | 4.4 | null | null | null | null | null | null | null | null | null | null |
d68acbe1-c97e-4cf4-a738-d65cc7e33c01 | 2025-02-13T04:18:49 | auth | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|medium| desc=Auth failed for rodney15 via password from 215.199.96.173 Unconventional IOC: Bios timestamp anomalies | {
"geo_location": "Antarctica (the territory South of 60 deg S)",
"device_hash": "ce80fbbabf99d3a2e174bb43add54296f87e9ff0941201b2d05d757e54e8c7f4",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_11_9 rv:6.0; zh-TW) AppleWebKit/534.24.3 (KHTML, like Gecko) Version/5.0.4 Safari/534.24.3",
"session_id": "fc7d8c04-d4ab-4467-99cb-aa543b9f4f2d",
"risk_score": 24.47,
"confidence": 0.75
} | 215.199.96.173 | null | null | null | null | Unconventional IOC: Bios timestamp anomalies | Auth failed for rodney15 via password from 215.199.96.173 Unconventional IOC: Bios timestamp anomalies | failed | null | null | rodney15 | null | null | null | null | null | null | null | null | null | null | password | 6f:79:b2:56:70:df | null | null | null | null | null |
9b2bff67-55c7-45c2-97a2-a8c9b0be32a4 | 2025-01-23T05:52:33 | auth | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|high| desc=Auth timeout for monicapeters via MFA from 146.93.14.25 MITRE Technique: T1543.003 noise=U2F5Lg== | {
"geo_location": "Solomon Islands",
"device_hash": "650fa5c28fe2c205fa3644642aafc6eb3e2f7760ba0874ac8fe1df981667e625",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows CE; Trident/5.1)",
"session_id": "cc11afd7-b3a9-4efa-9bd4-ff2c27edbec4",
"risk_score": 57.01,
"confidence": 0.85
} | 146.93.14.25 | null | null | null | null | MITRE Technique: T1543.003 | Auth timeout for monicapeters via MFA from 146.93.14.25 MITRE Technique: T1543.003 | timeout | null | null | monicapeters | null | null | null | {
"baseline_deviation": 2.05,
"entropy": 5.03,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | MFA | e9:bd:21:9e:c4:67 | null | null | null | null | null |
77374e7a-90c6-4108-9c09-20464c218877 | 2025-02-03T20:14:12 | cloud | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud lambda_execution in OCI by miamcmillan MITRE Technique: T1486 | {
"geo_location": "South Africa",
"device_hash": "a88c52cc8688a710df7cd7a43e5e7ed3e1a9ff35",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows CE; Trident/5.1)",
"session_id": "e6c06f80-c918-4efa-bc6b-59a9d662374b",
"risk_score": 50.25,
"confidence": 0.93
} | null | null | null | null | null | MITRE Technique: T1486 | Cloud lambda_execution in OCI by miamcmillan MITRE Technique: T1486 | lambda_execution | null | null | miamcmillan | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-a12dafc4 |
c43e1655-051f-4382-9df6-5f72df9f15e3 | 2025-03-09T06:47:09 | auth | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|medium| desc=Auth success for ghood via OAuth from 10.54.221.91 No additional info | {
"geo_location": "Ghana",
"device_hash": "7105a21f92ee8663192c2a55c2569d6e873d3b08bee7dc87e221e36dff85c649",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 4.0) AppleWebKit/533.34.4 (KHTML, like Gecko) Version/5.0 Safari/533.34.4",
"session_id": "d6a074b4-688f-4ca6-85b8-3ba165921880",
"risk_score": 36.36,
"confidence": 0.15
} | 10.54.221.91 | null | null | null | null | No additional info | Auth success for ghood via OAuth from 10.54.221.91 No additional info | success | null | null | ghood | null | null | null | null | null | null | null | null | null | null | OAuth | de:17:f8:5c:75:a9 | null | null | null | null | null |
9077d8af-74f5-4121-a635-fddcc4f0a1a6 | 2025-03-26T10:18:41 | firewall | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|low| desc=Firewall drop SSH traffic from 9.239.141.90:61160 to 8.116.121.128:20640 Unconventional IOC: UEFI variable tampering noise=allow|hot|take | {
"geo_location": "Gabon",
"device_hash": "35fe00d73f0523fb2e910465d38d7a55",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 10.0; Trident/4.0)",
"session_id": "59a059b3-f586-4f97-a4a6-a08ad88f30b3",
"risk_score": 65.69,
"confidence": 0.92
} | 9.239.141.90 | 8.116.121.128 | null | null | null | Unconventional IOC: UEFI variable tampering | Firewall drop SSH traffic from 9.239.141.90:61160 to 8.116.121.128:20640 Unconventional IOC: UEFI variable tampering | drop | 407,201 | SSH | null | null | null | null | null | null | null | null | 61,160 | 20,640 | 2,851 | null | null | null | null | null | null | null |
c874bef4-3bfd-4686-bdca-e648b1b830ca | 2025-02-08T18:37:12 | ids_alert | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|medium| desc=Suricata Alert: Cloud API Abuse detected from 104.41.85.169 targeting N/A MITRE Technique: T1059.005 | {
"geo_location": "Nepal",
"device_hash": "851afc7eaaa6d0a0b681de6c996261ca37f04381",
"user_agent": "Opera/9.95.(X11; Linux i686; hi-IN) Presto/2.9.175 Version/12.00",
"session_id": "425e4a33-bd83-4dfb-813b-63a4773f483b",
"risk_score": 61.95,
"confidence": 0.27
} | 104.41.85.169 | N/A | Cloud API Abuse | SIG-5309 | Policy | MITRE Technique: T1059.005 | Suricata Alert: Cloud API Abuse detected from 104.41.85.169 targeting N/A MITRE Technique: T1059.005 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
97b52148-6263-4560-9795-8a68a8e18f97 | 2025-02-10T20:40:13 | auth | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|high| desc=Auth bypass for burnsjessica via passwordless from 10.1.55.114 No additional info noise=653DCC58 | {
"geo_location": "Greenland",
"device_hash": "b45d22f0ab39d68a2e41454769d6095b430f94f1",
"user_agent": "Mozilla/5.0 (Android 4.0.1; Mobile; rv:65.0) Gecko/65.0 Firefox/65.0",
"session_id": "40381493-ded3-4ba3-9392-5713893d2aa8",
"risk_score": 50.5,
"confidence": 0.76
} | 10.1.55.114 | null | null | null | null | No additional info | Auth bypass for burnsjessica via passwordless from 10.1.55.114 No additional info | bypass | null | null | burnsjessica | null | null | null | null | null | null | null | null | null | null | passwordless | 01:75:01:8f:f6:31 | null | null | null | null | null |
d7957506-1f98-422f-8251-24715b1cfce0 | 2025-06-22T13:34:02 | iot | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|high| desc=IoT device Thermostat protocol_violation No additional info | {
"geo_location": "Cook Islands",
"device_hash": "3903627a242c814666e9063021246f9db5ccab4e6817fecc98173a1f964e2c53",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.0; Trident/4.0)",
"session_id": "e9905b82-3eb8-4d01-9517-7abe0d9217b8",
"risk_score": 48.25,
"confidence": 0.21
} | null | null | null | null | null | No additional info | IoT device Thermostat protocol_violation No additional info | protocol_violation | null | null | null | null | null | null | null | Thermostat | iot-21f16dc5 | 1.1 | null | null | null | null | null | null | null | null | null | null |
01d8e0c9-014d-4222-bc9b-22e3850e7ffb | 2025-04-10T13:14:06 | endpoint | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint process_start least by aimee90 No additional info noise=wp-content/categories/explore | {
"geo_location": "Bhutan",
"device_hash": "fd1c649350214630e45f7eb8144d95c050b588d1",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98; Win 9x 4.90) AppleWebKit/532.37.6 (KHTML, like Gecko) Version/4.0.5 Safari/532.37.6",
"session_id": "8eda03c9-bfb5-4493-969e-1b57fd69efa1",
"risk_score": 6,
"confidence": 0.56
} | null | null | null | null | null | No additional info | Endpoint process_start least by aimee90 No additional info | process_start | null | null | aimee90 | least | 5,014 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b8c264e2-ae21-42bc-811f-6232ab79c428 | 2025-04-21T10:46:36 | cloud | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|high| desc=Cloud permission_escalation in GCP by nancy30 MITRE Technique: T1059.005 | {
"geo_location": "Bolivia",
"device_hash": "5de436f8527435f6ed499c52b8447168",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 14_8_1 like Mac OS X) AppleWebKit/535.2 (KHTML, like Gecko) FxiOS/15.5d7290.0 Mobile/05F690 Safari/535.2",
"session_id": "9c29ccfc-df03-4f23-ad2e-68afd82e5412",
"risk_score": 36.35,
"confidence": 0.64
} | null | null | null | null | null | MITRE Technique: T1059.005 | Cloud permission_escalation in GCP by nancy30 MITRE Technique: T1059.005 | permission_escalation | null | null | nancy30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-226231fa |
93d45ff4-fad9-490b-8016-55b51578f2d2 | 2025-02-19T18:03:13 | endpoint | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint memory_injection /answer/number.wav by rogersjeanne MITRE Technique: T1071.001 | {
"geo_location": "Bhutan",
"device_hash": "3f339027f1234e5e4db58308b6b4705b",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_8_6) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/47.0.877.0 Safari/533.0",
"session_id": "26fc0d76-f90e-4ec8-9d68-82ec457b55c0",
"risk_score": 78.99,
"confidence": 0.04
} | null | null | null | null | null | MITRE Technique: T1071.001 | Endpoint memory_injection /answer/number.wav by rogersjeanne MITRE Technique: T1071.001 | memory_injection | null | null | rogersjeanne | /answer/number.wav | 5,305 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5ebb3849-e25e-4386-a8d1-f85ce38ffbe1 | 2025-04-04T23:18:02 | ai | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|info| desc=AI system api_abuse by thomaslaurie MITRE Technique: T1059.005 | {
"geo_location": "Palestinian Territory",
"device_hash": "b84563cbadfd44c199ff2d057a789676e7ea35beea8b10a63350252e15c229f4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.0; Trident/3.0)",
"session_id": "7daca1e0-df37-459b-8cb2-118d6fb1964e",
"risk_score": 65.63,
"confidence": 0.55
} | null | null | null | null | null | MITRE Technique: T1059.005 | AI system api_abuse by thomaslaurie MITRE Technique: T1059.005 | api_abuse | null | null | thomaslaurie | null | null | null | null | null | null | null | null | null | null | null | null | model-afc7e317 | 20cabd4285c837a9b56522c93a877b5f37fbc621 | e57ae263833e35d77f776d06feafb40837d49fe0d53062560d9cbcbfdfcdffe4 | null | null |
478a7c51-5dda-487b-ade7-75b65c8d7aea | 2025-06-05T00:30:34 | ai | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|critical| desc=AI system fine_tuning by jesse91 No additional info | {
"geo_location": "Honduras",
"device_hash": "688392e68801ff3a963409426e2a8328dd0a49b6",
"user_agent": "Mozilla/5.0 (Android 7.0; Mobile; rv:37.0) Gecko/37.0 Firefox/37.0",
"session_id": "7d390e54-f02a-40a8-a74b-9102765709b1",
"risk_score": 41.02,
"confidence": 0.71
} | null | null | null | null | null | No additional info | AI system fine_tuning by jesse91 No additional info | fine_tuning | null | null | jesse91 | null | null | null | null | null | null | null | null | null | null | null | null | model-1ac1df2f | 0d14859aa12439e5801cc676d02983aa308df477 | af8f198b1f7513b3a65efdd8b5d614d87a8469b8 | null | null |
c695cc86-6c47-48b9-a5a7-c38477a61be6 | 2026-10-06T14:31:49 | auth | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|auth|info| desc=Auth challenge for iwilson via key from 10.22.197.87 MITRE Technique: T1071.001 | {
"geo_location": "Belgium",
"device_hash": "8eeebb2932a69c0fab245f5d9520cee4f92dd1fd",
"user_agent": "Opera/8.34.(Windows NT 4.0; an-ES) Presto/2.9.165 Version/10.00",
"session_id": "6f38f12c-0af1-4edd-8df1-06268404d757",
"risk_score": 42.27,
"confidence": 0.4
} | 10.22.197.87 | null | null | null | null | MITRE Technique: T1071.001 | Auth challenge for iwilson via key from 10.22.197.87 MITRE Technique: T1071.001 | challenge | null | null | iwilson | null | null | null | null | null | null | null | null | null | null | key | 10:53:26:0e:21:20 | null | null | null | null | null |
49c359a7-e98f-4f5f-aba0-9a415982d18a | 2025-05-24T17:54:33 | network | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|info| desc=Network data_exfiltration from 151.13.139.1 to 70.249.10.243 MITRE Technique: T1059.005 | {
"geo_location": "Ireland",
"device_hash": "37a25882537158451875ae008a99cecb07a063f6",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 6_1_6 like Mac OS X) AppleWebKit/535.0 (KHTML, like Gecko) CriOS/55.0.829.0 Mobile/75N248 Safari/535.0",
"session_id": "76c147cc-1a28-4f41-817c-1e2278ae0e35",
"risk_score": 27.98,
"confidence": 0.93
} | 151.13.139.1 | 70.249.10.243 | null | null | null | MITRE Technique: T1059.005 | Network data_exfiltration from 151.13.139.1 to 70.249.10.243 MITRE Technique: T1059.005 | data_exfiltration | 271,061 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
390c461c-5584-4f2a-bb6b-5f0c461a94b0 | 2025-02-28T15:17:52 | iot | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|critical| desc=IoT device Camera unusual_activity No additional info noise=final|several|sense | {
"geo_location": "Paraguay",
"device_hash": "fbfaad6c5f874940c610c4845a8623aded5ecd42",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.1) AppleWebKit/534.38.3 (KHTML, like Gecko) Version/5.0 Safari/534.38.3",
"session_id": "5f8020ff-4544-4d9e-af8d-66343b863ec4",
"risk_score": 18.72,
"confidence": 0.4
} | null | null | null | null | null | No additional info | IoT device Camera unusual_activity No additional info | unusual_activity | null | null | null | null | null | null | null | Camera | iot-41d749a5 | 6.0 | null | null | null | null | null | null | null | null | null | null |
cf7451c3-ec06-42fe-bcdc-cad983a00086 | 2025-04-23T20:31:07 | ai | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|critical| desc=AI system model_inversion by laura32 Associated Threat Actor: Sandworm Team noise=TWlsaXRhcnku | {
"geo_location": "Mali",
"device_hash": "bbd0e07c4e02f14adcfc46f5a7e248457469e1f239330070367733657269cebd",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.0; Trident/4.0)",
"session_id": "5ee6cf4e-b514-43c6-ba8d-bb27462dbeaa",
"risk_score": 53.22,
"confidence": 0.84
} | null | null | null | null | null | Associated Threat Actor: Sandworm Team | AI system model_inversion by laura32 Associated Threat Actor: Sandworm Team | model_inversion | null | null | laura32 | null | null | null | null | null | null | null | null | null | null | null | null | model-cce2d2a7 | 96f31a3e33beb269904b333592251a1c | 7ca2f0e4c44875c74ea2ff041520255cf2c17bb97734caa0b6a08ce4041e3d91 | null | null |
8f48aec8-ae01-4205-ba83-2b557b9c811f | 2025-05-24T17:06:47 | auth | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|high| desc=Auth success for vandrews via password from 193.82.155.85 MITRE Technique: T1486 | Associated Threat Actor: Sandworm Team noise=U3RhbmQu | {
"geo_location": "Ethiopia",
"device_hash": "4c1bb7cae09e57297904344a23062a9f52801a16bafeee63978aa29d5f12eff3",
"user_agent": "Opera/9.68.(Windows NT 6.1; my-MM) Presto/2.9.163 Version/11.00",
"session_id": "8d405365-847d-48e0-9cda-43c9bc922460",
"risk_score": 5.45,
"confidence": 0.47
} | 193.82.155.85 | null | null | null | null | MITRE Technique: T1486 | Associated Threat Actor: Sandworm Team | Auth success for vandrews via password from 193.82.155.85 MITRE Technique: T1486 | Associated Threat Actor: Sandworm Team | success | null | null | vandrews | null | null | null | null | null | null | null | null | null | null | password | 9c:f4:d2:9c:05:58 | null | null | null | null | null |
c65fb351-c044-4e2c-83c5-f36f679495b3 | 2025-03-01T04:18:15 | firewall | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|critical| desc=Firewall drop SMB traffic from 10.239.128.29:1000 to 207.159.126.115:51433 No additional info | {
"geo_location": "Australia",
"device_hash": "3925fd7ed4995453a9a34daca1bbd3e375b9ab45",
"user_agent": "Mozilla/5.0 (Android 10; Mobile; rv:49.0) Gecko/49.0 Firefox/49.0",
"session_id": "3feb7cf6-7021-44d3-b030-c0fd4a53eebb",
"risk_score": 20.53,
"confidence": 0.7
} | 10.239.128.29 | 207.159.126.115 | null | null | null | No additional info | Firewall drop SMB traffic from 10.239.128.29:1000 to 207.159.126.115:51433 No additional info | drop | 292,394 | SMB | null | null | null | null | null | null | null | null | 1,000 | 51,433 | 1,021 | null | null | null | null | null | null | null |
d00af053-5ec3-4f3b-8aba-d86211840f62 | 2025-05-22T19:43:02 | ai | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|critical| desc=AI system model_access by qgriffith No additional info | {
"geo_location": "Russia",
"device_hash": "198a587ec1d22d6aec1b65650ace42af4fd54f8c",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_9; rv:1.9.6.20) Gecko/8604-10-15 04:10:20 Firefox/9.0",
"session_id": "bf2c8e98-0e5e-414d-bed8-78d30b3d0357",
"risk_score": 61.77,
"confidence": 0.65
} | null | null | null | null | null | No additional info | AI system model_access by qgriffith No additional info | model_access | null | null | qgriffith | null | null | null | null | null | null | null | null | null | null | null | null | model-acc9e7ae | 300c6a90514f15d3d75b596d3a5156607c0495be6049780b2696cbc6d8c4e405 | d891b6eb12921274df3d9e52fdb17719 | null | null |
49a02fbc-88af-445c-b1bb-0a7d97055257 | 2025-06-08T10:58:01 | cloud | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|medium| desc=Cloud api_abuse in GCP by hsanchez Associated Threat Actor: TA505 | {
"geo_location": "Malaysia",
"device_hash": "62ba7233211920cc1897fba6c46cbc620fd0af88",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.1; Trident/3.1)",
"session_id": "ff7241a0-e5b2-4040-b88b-98310b803482",
"risk_score": 29.13,
"confidence": 0.98
} | null | null | null | null | null | Associated Threat Actor: TA505 | Cloud api_abuse in GCP by hsanchez Associated Threat Actor: TA505 | api_abuse | null | null | hsanchez | null | null | null | {
"baseline_deviation": 2.23,
"entropy": 4.23,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | GCP | res-601b43ea |
8bd66aa6-9579-4a47-b938-959b7d99f345 | 2025-02-24T02:29:08 | iot | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|info| desc=IoT device Camera protocol_violation MITRE Technique: T1204.002 | {
"geo_location": "Antigua and Barbuda",
"device_hash": "02347ad045ac028d03ba6d8252d9e25744a4222ff764abe6c94441a10d6273db",
"user_agent": "Mozilla/5.0 (Linux; Android 7.1.2) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/44.0.806.0 Safari/532.1",
"session_id": "d1178d6f-0081-4845-9efa-52534af10ef2",
"risk_score": 24.35,
"confidence": 0.39
} | null | null | null | null | null | MITRE Technique: T1204.002 | IoT device Camera protocol_violation MITRE Technique: T1204.002 | protocol_violation | null | null | null | null | null | null | null | Camera | iot-d2aeabba | 4.3 | null | null | null | null | null | null | null | null | null | null |
d292077c-e360-4af8-ad47-ec558cfcdbe7 | 2025-02-27T11:59:59 | endpoint | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|high| desc=Endpoint memory_injection pretty by dlambert No additional info | {
"geo_location": "El Salvador",
"device_hash": "add60333eaaf79ed13278b107e8c24681e70deb87a5ac835a224a76ce41ea818",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 10_3_3 like Mac OS X) AppleWebKit/535.2 (KHTML, like Gecko) FxiOS/11.8d8464.0 Mobile/03T599 Safari/535.2",
"session_id": "4fabf243-a8ea-4112-bd31-7f86349ec5e9",
"risk_score": 53.65,
"confidence": 0.44
} | null | null | null | null | null | No additional info | Endpoint memory_injection pretty by dlambert No additional info | memory_injection | null | null | dlambert | pretty | 8,580 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c96c4409-9983-4c3a-ab4d-9161804da3b8 | 2025-01-28T14:38:08 | network | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|network|medium| desc=Network protocol_anomaly from 193.114.76.92 to 17.61.22.166 No additional info noise=04A63B11 | {
"geo_location": "Venezuela",
"device_hash": "cab149e0c1b0f5329d5dbb37c5862b13",
"user_agent": "Opera/8.22.(Windows CE; fy-DE) Presto/2.9.172 Version/10.00",
"session_id": "5e3cf817-7c73-47ab-82b5-d5f4adb5dea1",
"risk_score": 7.59,
"confidence": 0.23
} | 193.114.76.92 | 17.61.22.166 | null | null | null | No additional info | Network protocol_anomaly from 193.114.76.92 to 17.61.22.166 No additional info | protocol_anomaly | 762,599 | UDP | null | null | null | null | {
"baseline_deviation": 1.65,
"entropy": 6.55,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
888d8e6b-1ffd-4268-b046-6e411dc63087 | 2025-03-20T00:56:47 | network | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|network|low| desc=Network covert_channel from 101.3.194.65 to 199.23.31.103 MITRE Technique: T1566.001 | {
"geo_location": "Holy See (Vatican City State)",
"device_hash": "33cc086c15cd93416b9aab75e3b25969",
"user_agent": "Opera/9.85.(Windows NT 6.1; ss-ZA) Presto/2.9.182 Version/10.00",
"session_id": "510f4303-13be-4784-8829-621a51b5cb19",
"risk_score": 56.12,
"confidence": 0.23
} | 101.3.194.65 | 199.23.31.103 | null | null | null | MITRE Technique: T1566.001 | Network covert_channel from 101.3.194.65 to 199.23.31.103 MITRE Technique: T1566.001 | covert_channel | 86,697 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6b4d5dbc-7e9d-4177-9439-a028886ee4f2 | 2025-04-21T04:08:30 | network | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|info| desc=Network disconnection from 50.146.149.173 to 59.101.101.179 No additional info | {
"geo_location": "Guadeloupe",
"device_hash": "211bef57ca6c1f584adc531c1c51631da1a8eb4e",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; ss-ZA) AppleWebKit/532.32.3 (KHTML, like Gecko) Version/4.0.5 Mobile/8B115 Safari/6532.32.3",
"session_id": "8394eb1a-30bf-4e1e-bf91-98a5715c7bbe",
"risk_score": 88.74,
"confidence": 0.41
} | 50.146.149.173 | 59.101.101.179 | null | null | null | No additional info | Network disconnection from 50.146.149.173 to 59.101.101.179 No additional info | disconnection | 593,776 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
14fee572-3f32-4876-ac51-4aabc7ac9a31 | 2025-06-10T01:25:52 | ids_alert | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ids_alert|low| desc=Palo Alto Cortex Alert: Cloud API Abuse detected from 75.187.238.1 targeting N/A No additional info noise=7E23BC1B | {
"geo_location": "Mongolia",
"device_hash": "9dbcd996d441c55ad7c92991a322d0ba25afd3c5ccf5f90da391c1e551f2c3b3",
"user_agent": "Mozilla/5.0 (Windows 98; Win 9x 4.90; hsb-DE; rv:1.9.0.20) Gecko/8650-11-09 01:06:43 Firefox/3.6.17",
"session_id": "3b410a53-caa8-440d-9e63-6433a420b731",
"risk_score": 51.61,
"confidence": 0.48
} | 75.187.238.1 | N/A | Cloud API Abuse | SIG-3950 | Policy | No additional info | Palo Alto Cortex Alert: Cloud API Abuse detected from 75.187.238.1 targeting N/A No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b7da49f8-76f2-40c3-b285-fd3310938c84 | 2025-01-14T22:40:50 | ai | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ai|medium| desc=AI system model_access by carl11 No additional info | {
"geo_location": "China",
"device_hash": "7b2556e1aa13e1c01a3fd761693c87e5",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Win 9x 4.90; Trident/4.1)",
"session_id": "c09ec372-9aa0-4802-b1c3-ef6812a6dc52",
"risk_score": 46.92,
"confidence": 0.49
} | null | null | null | null | null | No additional info | AI system model_access by carl11 No additional info | model_access | null | null | carl11 | null | null | null | null | null | null | null | null | null | null | null | null | model-44644cbe | d3a9139fbea52321883e2065e90c606922dc379b | 8100c1107c583677a2cb44125052633a | null | null |
4fa7d7b1-da9b-4d59-bbd3-0cdd37b8ad47 | 2025-06-13T14:54:20 | cloud | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|medium| desc=Cloud config_change in OCI by kelly95 No additional info noise=become|cultural|store | {
"geo_location": "Montserrat",
"device_hash": "18595d78a3ceae7cbaa54680e4633273",
"user_agent": "Opera/9.83.(X11; Linux i686; ta-IN) Presto/2.9.182 Version/11.00",
"session_id": "86b501cd-ab3e-4455-be1e-5f272e0fbe4b",
"risk_score": 37.79,
"confidence": 0.81
} | null | null | null | null | null | No additional info | Cloud config_change in OCI by kelly95 No additional info | config_change | null | null | kelly95 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-78078948 |
8cb2b5d8-41e3-45b0-9ac7-ed397874eda7 | 2025-06-16T00:42:19 | firewall | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall inspect HTTP traffic from 4.134.202.213:322 to 99.154.166.123:246 No additional info | {
"geo_location": "France",
"device_hash": "1c685dbb70e7c86b8ca314717cc98a3c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.1; Trident/4.1)",
"session_id": "be306b2a-1266-48a0-a760-9c72e0b61669",
"risk_score": 64.74,
"confidence": 0.5
} | 4.134.202.213 | 99.154.166.123 | null | null | null | No additional info | Firewall inspect HTTP traffic from 4.134.202.213:322 to 99.154.166.123:246 No additional info | inspect | 762,577 | HTTP | null | null | null | null | null | null | null | null | 322 | 246 | 2,553 | null | null | null | null | null | null | null |
db845af2-40d6-4165-b9b0-8ae4de9355c6 | 2025-06-20T11:40:20 | endpoint | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|high| desc=Endpoint registry_change see by cdaniel No additional info | {
"geo_location": "Madagascar",
"device_hash": "bbbf3ab1c04a4f7b1c913c9fbc67dbaf40605f13",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; tt-RU) AppleWebKit/532.39.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B111 Safari/6532.39.7",
"session_id": "610cd65e-8c5a-48a7-b000-f0288cf8515a",
"risk_score": 55.8,
"confidence": 0.36
} | null | null | null | null | null | No additional info | Endpoint registry_change see by cdaniel No additional info | registry_change | null | null | cdaniel | see | 9,029 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9ccfbf21-2ef2-4475-8787-98ed9bdbda55 | 2025-02-15T19:02:24 | ids_alert | Darktrace v6.0.0 | emergency | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|emergency| desc=Darktrace Alert: SQL Injection detected from 10.183.97.230 targeting 6.75.248.225 MITRE Technique: T1071.001 | {
"geo_location": "Holy See (Vatican City State)",
"device_hash": "63a7213d4dc1864f6ec1a8a255ab3960273854b3c2bab39c2b144d0f6922e449",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 4.0; Trident/5.0)",
"session_id": "5c520d9e-1a45-407b-b3a6-f36449e2325e",
"risk_score": 43,
"confidence": 0.04
} | 10.183.97.230 | 6.75.248.225 | SQL Injection | SIG-6119 | Evasion | MITRE Technique: T1071.001 | Darktrace Alert: SQL Injection detected from 10.183.97.230 targeting 6.75.248.225 MITRE Technique: T1071.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0295cc83-80dc-4003-b272-a4faaff2bd92 | 2025-01-16T14:06:58 | ai | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|info| desc=AI system adversarial_input by joshuaruiz Unconventional IOC: Thermal sensor anomalies | {
"geo_location": "Korea",
"device_hash": "1f107880ee25dd716e85649b8baec2fd007d8914",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows CE; Trident/3.0)",
"session_id": "41e1eea7-aa28-4b49-91e9-a78d628bbf3f",
"risk_score": 63.23,
"confidence": 0.84
} | null | null | null | null | null | Unconventional IOC: Thermal sensor anomalies | AI system adversarial_input by joshuaruiz Unconventional IOC: Thermal sensor anomalies | adversarial_input | null | null | joshuaruiz | null | null | null | {
"baseline_deviation": 1.68,
"entropy": 3.52,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | model-549fc112 | c34223b1886c1866209b390efa72a39343437d9b | 779a3c93f6f940b829d64c640b5699a95c6cdff7 | null | null |
e6eaf58e-776d-41eb-9a32-7a7d581c9e22 | 2025-04-12T23:56:21 | ai | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|info| desc=AI system adversarial_input by vaughanmichael No additional info | {
"geo_location": "Palestinian Territory",
"device_hash": "67325169e0df6ac4aa55341cd67d4120686ed6a9",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; wo-SN) AppleWebKit/533.35.4 (KHTML, like Gecko) Version/3.0.5 Mobile/8B119 Safari/6533.35.4",
"session_id": "f5ae27d6-c16a-46d6-9334-77b62fc7349d",
"risk_score": 30.25,
"confidence": 0.05
} | null | null | null | null | null | No additional info | AI system adversarial_input by vaughanmichael No additional info | adversarial_input | null | null | vaughanmichael | null | null | null | null | null | null | null | null | null | null | null | null | model-1c620014 | c6586b8ac7d579601984cc51353ebb77 | 771367b3fac3a78f54786175069d18e35cfa2bba | null | null |
f0226975-79b6-4274-8b25-379d45a5dacc | 2025-04-30T07:54:12 | auth | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|info| desc=Auth success for coreywebster via passwordless from 177.221.132.187 Credential stuffing pattern detected noise=categories | {
"geo_location": "Svalbard & Jan Mayen Islands",
"device_hash": "f4e079c4306991ea5768e4b85223799d72ec4bea4619d80592962d01749abd02",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_5_5 rv:5.0; be-BY) AppleWebKit/534.23.5 (KHTML, like Gecko) Version/4.0.5 Safari/534.23.5",
"session_id": "a90dacd4-9740-4665-a1f2-9e1ceeadf73d",
"risk_score": 42.36,
"confidence": 0.22
} | 177.221.132.187 | null | null | null | null | Credential stuffing pattern detected | Auth success for coreywebster via passwordless from 177.221.132.187 Credential stuffing pattern detected | success | null | null | coreywebster | null | null | null | null | null | null | null | null | null | null | passwordless | 2a:6a:ee:07:a1:b6 | null | null | null | null | null |
69909352-7e08-4fa4-b20c-89ccf99d4527 | 2025-05-15T17:38:01 | ids_alert | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|medium| desc=ArcSight Alert: Cloud API Abuse detected from 44.239.20.87 targeting 99.198.94.83 No additional info noise=explore/list | {
"geo_location": "Iraq",
"device_hash": "a271d69fa697a8f166de80ca90681eed",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_4 like Mac OS X) AppleWebKit/531.2 (KHTML, like Gecko) FxiOS/18.5e6080.0 Mobile/29T856 Safari/531.2",
"session_id": "7a27ab71-643a-4e40-a367-3dfb4b09e04a",
"risk_score": 42.11,
"confidence": 0.54
} | 44.239.20.87 | 99.198.94.83 | Cloud API Abuse | SIG-1185 | Evasion | No additional info | ArcSight Alert: Cloud API Abuse detected from 44.239.20.87 targeting 99.198.94.83 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
292f2225-eb4b-48f2-9616-2facc60614ef | 2025-04-23T12:52:53 | network | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|low| desc=Network latency_spike from 124.154.97.41 to 146.65.143.177 No additional info noise=AF1B2A84 | {
"geo_location": "Venezuela",
"device_hash": "f6e1484052457c9b6dfe8ada834b59625fe7b87a",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_5_4 rv:3.0; the-NP) AppleWebKit/535.48.4 (KHTML, like Gecko) Version/4.0 Safari/535.48.4",
"session_id": "e46f0dbf-2b92-4867-b548-eee7322f5f8e",
"risk_score": 59.23,
"confidence": 0.7
} | 124.154.97.41 | 146.65.143.177 | null | null | null | No additional info | Network latency_spike from 124.154.97.41 to 146.65.143.177 No additional info | latency_spike | 167,520 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0fa51375-c65b-4ed8-9bba-26de2c590bc8 | 2025-05-24T08:05:56 | network | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|low| desc=Network disconnection from 216.104.28.247 to 3.96.107.245 MITRE Technique: T1218.011 | {
"geo_location": "Madagascar",
"device_hash": "37b7073ad431355fb40ef3f1a835c375",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows CE; Trident/4.1)",
"session_id": "192b3fe7-91f1-46e8-b3c2-8df7aee2317f",
"risk_score": 55.57,
"confidence": 0.64
} | 216.104.28.247 | 3.96.107.245 | null | null | null | MITRE Technique: T1218.011 | Network disconnection from 216.104.28.247 to 3.96.107.245 MITRE Technique: T1218.011 | disconnection | 953,989 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0052ec30-f957-404b-b3ca-623e86851268 | 2025-01-27T23:11:54 | auth | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|high| desc=Auth success for meganlester via password from 179.144.172.63 No additional info noise=A9EA9D5A | {
"geo_location": "Turkey",
"device_hash": "2036655b181b7012d4be0f32286ac0f2",
"user_agent": "Mozilla/5.0 (Windows NT 6.2; af-ZA; rv:1.9.2.20) Gecko/8455-10-12 05:38:03 Firefox/3.8",
"session_id": "98a3320a-65f9-4567-a5b0-0bcf79e3aef8",
"risk_score": 28.8,
"confidence": 0.25
} | 179.144.172.63 | null | null | null | null | No additional info | Auth success for meganlester via password from 179.144.172.63 No additional info | success | null | null | meganlester | null | null | null | null | null | null | null | null | null | null | password | 1a:ab:d3:5e:4b:84 | null | null | null | null | null |
00bb246e-91c1-42a9-aad0-68ea030d2450 | 2025-01-12T12:07:52 | endpoint | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|high| desc=Endpoint service_install west by johnny63 MITRE Technique: T1486 noise=choose|former|thus | {
"geo_location": "Tuvalu",
"device_hash": "dc7c82371a85d560fe8c579e820df264e496b472aedc349d2bfbce55b3c367da",
"user_agent": "Mozilla/5.0 (Windows NT 4.0; kk-KZ; rv:1.9.1.20) Gecko/3427-12-19 00:05:44 Firefox/3.8",
"session_id": "d5ccd21d-d351-464b-a485-09b8c5780f33",
"risk_score": 85.4,
"confidence": 0
} | null | null | null | null | null | MITRE Technique: T1486 | Endpoint service_install west by johnny63 MITRE Technique: T1486 | service_install | null | null | johnny63 | west | 2,504 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4336acd8-d41d-4dc0-8a6c-9e5b514ae731 | 2025-01-13T02:56:56 | auth | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|info| desc=Auth success for xhall via MFA from 10.205.172.162 No additional info noise=garden|exactly|be | {
"geo_location": "Gambia",
"device_hash": "c5f2c216d7df592b2a651ec20118275eef7e57511de29605f8fcf2ad7dc5b3f8",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; ks-IN) AppleWebKit/534.33.5 (KHTML, like Gecko) Version/4.0.5 Mobile/8B115 Safari/6534.33.5",
"session_id": "ccdb7562-0fd1-4201-8ba1-a9857aeca2da",
"risk_score": 17.25,
"confidence": 0.24
} | 10.205.172.162 | null | null | null | null | No additional info | Auth success for xhall via MFA from 10.205.172.162 No additional info | success | null | null | xhall | null | null | null | null | null | null | null | null | null | null | MFA | 6b:b7:36:86:28:d9 | null | null | null | null | null |
eae3e8ab-8a4f-47cb-b176-7c6c4e437002 | 2023-04-10T02:50:17 | cloud | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|medium| desc=Cloud crypto_mining in OCI by toni87 MITRE Technique: T1574.002 | {
"geo_location": "French Southern Territories",
"device_hash": "b8d2adfa82f88fe6951223e9d5a30d708d25ba5b",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 4_3_5 like Mac OS X) AppleWebKit/531.1 (KHTML, like Gecko) FxiOS/14.4r9372.0 Mobile/20V647 Safari/531.1",
"session_id": "2c6cf5e9-b240-4da0-be55-4c1a617c7216",
"risk_score": 32.68,
"confidence": 0.45
} | null | null | null | null | null | MITRE Technique: T1574.002 | Cloud crypto_mining in OCI by toni87 MITRE Technique: T1574.002 | crypto_mining | null | null | toni87 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-f4ae1632 |
a1ead428-02b3-4c2a-b269-0eadbcbed8b8 | 2025-04-04T21:24:21 | firewall | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|high| desc=Firewall drop ICMP traffic from 84.72.112.145:642 to 160.180.169.207:44530 No additional info | {
"geo_location": "Germany",
"device_hash": "c5a456fa2877b0e38dbd5e1e964e3de616dbc92a277ed08314ee05aaa954d9c9",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; tt-RU) AppleWebKit/532.5.4 (KHTML, like Gecko) Version/3.0.5 Mobile/8B113 Safari/6532.5.4",
"session_id": "073ca171-090f-423f-9319-ac09732c754b",
"risk_score": 56.77,
"confidence": 0.04
} | 84.72.112.145 | 160.180.169.207 | null | null | null | No additional info | Firewall drop ICMP traffic from 84.72.112.145:642 to 160.180.169.207:44530 No additional info | drop | 825,390 | ICMP | null | null | null | null | null | null | null | null | 642 | 44,530 | 1,822 | null | null | null | null | null | null | null |
40b965e4-8505-4389-85d8-1af219dd738a | 2025-05-12T09:57:38 | endpoint | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|high| desc=Endpoint persistence_mechanism indicate by santosnathan MITRE Technique: T1078.004 | {
"geo_location": "Jamaica",
"device_hash": "4aea48c9c7c0437952ec0615741e7b39",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.1; Trident/4.1)",
"session_id": "c02ce50d-f1ca-4c96-b797-a4f9d275efe2",
"risk_score": 22.78,
"confidence": 0.7
} | null | null | null | null | null | MITRE Technique: T1078.004 | Endpoint persistence_mechanism indicate by santosnathan MITRE Technique: T1078.004 | persistence_mechanism | null | null | santosnathan | indicate | 644 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a0fc280c-b7b4-4a82-bce0-f10b12232576 | 2025-02-12T14:49:34 | network | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|medium| desc=Network bandwidth_usage from 171.88.1.135 to 132.10.62.151 No additional info | {
"geo_location": "Solomon Islands",
"device_hash": "ebb0ebfd9e8ef8dee7b18bd2632e645a4c6e1f90",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/52.0.887.0 Safari/531.0",
"session_id": "88325d16-a206-40cb-9920-adb2f3c0edad",
"risk_score": 59.78,
"confidence": 0.47
} | 171.88.1.135 | 132.10.62.151 | null | null | null | No additional info | Network bandwidth_usage from 171.88.1.135 to 132.10.62.151 No additional info | bandwidth_usage | 40,278 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2b4c0085-9596-4faa-b805-71cc2bad0550 | 2025-04-26T09:58:17 | endpoint | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|info| desc=Endpoint persistence_mechanism through by wilsonkatherine No additional info noise=her|change|long | {
"geo_location": "Turks and Caicos Islands",
"device_hash": "cffc9ae0dea61242d6b6b907a87d8cfe",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.1; Trident/3.1)",
"session_id": "071ca0a5-2a2d-4e26-9c43-e85970087a3e",
"risk_score": 7.74,
"confidence": 0.25
} | null | null | null | null | null | No additional info | Endpoint persistence_mechanism through by wilsonkatherine No additional info | persistence_mechanism | null | null | wilsonkatherine | through | 3,623 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d16d1934-a1af-4d90-86c4-65e0f4abe395 | 2025-01-25T08:48:54 | cloud | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|critical| desc=Cloud api_abuse in GCP by justin03 No additional info noise=7029C657 | {
"geo_location": "Timor-Leste",
"device_hash": "1e8f6e4eb668584e905cc3699494604c8a2fad52",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 11.0; Trident/5.1)",
"session_id": "ba664a0d-60c3-4a51-b090-37e71794f5ee",
"risk_score": 42.91,
"confidence": 0.82
} | null | null | null | null | null | No additional info | Cloud api_abuse in GCP by justin03 No additional info | api_abuse | null | null | justin03 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-e4f27a61 |
c9f6abfd-3918-42a1-b175-b6d3930a9465 | 2025-05-13T05:12:30 | ids_alert | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|medium| desc=Zeek Alert: MFA Bypass detected from 79.122.219.22 targeting N/A MITRE Technique: T1204.002 noise=bad|international|offer | {
"geo_location": "Austria",
"device_hash": "623dac07bcea94fb59808c1db54de33953254f3772ee7b96435181dcd30be39a",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_11_5) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/45.0.816.0 Safari/536.0",
"session_id": "0a91f8b7-8f7e-44b9-a874-0f1fae9be260",
"risk_score": 30.66,
"confidence": 0.92
} | 79.122.219.22 | N/A | MFA Bypass | SIG-2775 | Policy | MITRE Technique: T1204.002 | Zeek Alert: MFA Bypass detected from 79.122.219.22 targeting N/A MITRE Technique: T1204.002 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
389c886c-045d-49f9-8a28-be0041243438 | 2025-01-23T12:45:39 | ids_alert | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|critical| desc=Wazuh Alert: Container Escape detected from 185.48.65.62 targeting N/A No additional info noise=RG93biB0aGUu | {
"geo_location": "Iran",
"device_hash": "419c994fe311473bca9defaacb29c39b",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_11_6 rv:2.0; pap-AN) AppleWebKit/531.25.7 (KHTML, like Gecko) Version/4.0.1 Safari/531.25.7",
"session_id": "7c7e9cbb-7230-4972-a119-a0700d6846cb",
"risk_score": 58.3,
"confidence": 0.41
} | 185.48.65.62 | N/A | Container Escape | SIG-6072 | Malware | No additional info | Wazuh Alert: Container Escape detected from 185.48.65.62 targeting N/A No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
61428be4-c5a4-4e61-b592-cbca0056c10e | 2025-02-18T04:54:18 | auth | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|low| desc=Auth timeout for sara99 via MFA from 41.148.157.165 No additional info | {
"geo_location": "Monaco",
"device_hash": "0e1cb12a1c978c7e1a8093f2dd98ef93",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_5_6) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/55.0.848.0 Safari/533.1",
"session_id": "0318e415-7f24-4926-911d-a5cebe42ca08",
"risk_score": 30.83,
"confidence": 0.86
} | 41.148.157.165 | null | null | null | null | No additional info | Auth timeout for sara99 via MFA from 41.148.157.165 No additional info | timeout | null | null | sara99 | null | null | null | null | null | null | null | null | null | null | MFA | 1c:12:db:0f:9b:ba | null | null | null | null | null |
3cbed03e-dbef-4e54-9e88-7943e08910a9 | 2025-05-27T17:00:57 | network | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|high| desc=Network connection from 179.155.4.117 to 31.59.211.15 No additional info | {
"geo_location": "Bosnia and Herzegovina",
"device_hash": "bce24875b9aba6e83f368ad42db18718",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 10.0; Trident/4.0)",
"session_id": "2bfb8417-49c9-4455-bfa0-27b734910011",
"risk_score": 64.18,
"confidence": 0.09
} | 179.155.4.117 | 31.59.211.15 | null | null | null | No additional info | Network connection from 179.155.4.117 to 31.59.211.15 No additional info | connection | 81,181 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8f86aec1-f149-4905-b9aa-b4d0399c2087 | 2025-05-26T20:26:02 | cloud | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|critical| desc=Cloud crypto_mining in Azure by watkinschristopher MITRE Technique: T1071.001 | {
"geo_location": "Samoa",
"device_hash": "74fa4d69597d04f52776024936b6cf2126cad725",
"user_agent": "Opera/8.52.(Windows NT 10.0; kn-IN) Presto/2.9.168 Version/10.00",
"session_id": "17049ce6-dc91-4a1c-8ba7-b6b736371f33",
"risk_score": 84.33,
"confidence": 0.21
} | null | null | null | null | null | MITRE Technique: T1071.001 | Cloud crypto_mining in Azure by watkinschristopher MITRE Technique: T1071.001 | crypto_mining | null | null | watkinschristopher | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-3eb38796 |
a25841c0-c014-4ee5-87cb-10873dc42750 | 2025-05-16T18:54:19 | cloud | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|low| desc=Cloud container_escape in Alibaba by hansenrobert No additional info | {
"geo_location": "Bhutan",
"device_hash": "3b4c391c768c98b5743c0581004541bbdabb323fcc6516e09deddda76c1da4bf",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_8_5) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/46.0.877.0 Safari/532.1",
"session_id": "22e7fc49-566b-4b32-8baa-398b9d39c42c",
"risk_score": 34.47,
"confidence": 0.08
} | null | null | null | null | null | No additional info | Cloud container_escape in Alibaba by hansenrobert No additional info | container_escape | null | null | hansenrobert | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-ebe687b8 |
edd68d2a-d127-4d0d-ac47-fed506b10298 | 2025-05-09T05:27:56 | iot | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|medium| desc=IoT device Sensor protocol_violation No additional info | {
"geo_location": "Haiti",
"device_hash": "63902734478fc41a39c1f881c9ec101f4fc2ac92",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_8 rv:3.0; sc-IT) AppleWebKit/535.3.5 (KHTML, like Gecko) Version/5.0 Safari/535.3.5",
"session_id": "68e96cb2-fb5b-43b1-826d-fabb2d2a01af",
"risk_score": 57.19,
"confidence": 0.59
} | null | null | null | null | null | No additional info | IoT device Sensor protocol_violation No additional info | protocol_violation | null | null | null | null | null | null | null | Sensor | iot-694d24be | 3.5 | null | null | null | null | null | null | null | null | null | null |
315d071b-518f-48ed-873e-76368840dd87 | 2025-01-13T07:36:29 | endpoint | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint file_access /decision/we.jpg by crystalcohen MITRE Technique: T1134.001 | {
"geo_location": "Martinique",
"device_hash": "76785939ce06a03a30b387cdf097ded8",
"user_agent": "Mozilla/5.0 (Linux; Android 2.3) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/30.0.895.0 Safari/531.0",
"session_id": "f1546e7d-c5c8-440c-ac3b-9f0d66a35cf9",
"risk_score": 28.8,
"confidence": 0.74
} | null | null | null | null | null | MITRE Technique: T1134.001 | Endpoint file_access /decision/we.jpg by crystalcohen MITRE Technique: T1134.001 | file_access | null | null | crystalcohen | /decision/we.jpg | 3,069 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
57c2902f-8ab8-4d4e-9b2d-51653eac6f18 | 2025-02-25T21:55:22 | auth | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|high| desc=Auth locked for clarkblake via SAML from 200.33.58.66 No additional info noise=actually|size|fish | {
"geo_location": "Holy See (Vatican City State)",
"device_hash": "d845079bee83f938e071325692e73f8a",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_6_6 rv:6.0; xh-ZA) AppleWebKit/531.13.7 (KHTML, like Gecko) Version/4.1 Safari/531.13.7",
"session_id": "06727f9e-a93a-4108-b937-33f8c849c817",
"risk_score": 0,
"confidence": 0.18
} | 200.33.58.66 | null | null | null | null | No additional info | Auth locked for clarkblake via SAML from 200.33.58.66 No additional info | locked | null | null | clarkblake | null | null | null | null | null | null | null | null | null | null | SAML | 84:32:c9:1a:0f:79 | null | null | null | null | null |
99f79a77-a8ba-4113-a8c5-e8fbd77a9ca6 | 2025-04-16T04:44:25 | cloud | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|high| desc=Cloud config_change in GCP by mcarter No additional info | {
"geo_location": "Guam",
"device_hash": "921ce11506ac7be21932b59d729d5799d87474c735152fc348dfaa8b9b2066d7",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_7 rv:4.0; se-NO) AppleWebKit/533.6.3 (KHTML, like Gecko) Version/4.0 Safari/533.6.3",
"session_id": "c95bd45b-251b-401e-a3ae-2093b6d9f797",
"risk_score": 63.91,
"confidence": 0.62
} | null | null | null | null | null | No additional info | Cloud config_change in GCP by mcarter No additional info | config_change | null | null | mcarter | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-293e1ada |
38ce93bb-1e19-4abb-ada7-2d97e885b919 | 2025-07-09T15:26:01 | firewall | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall inspect ICMP traffic from 172.27.192.97:681 to 196.165.28.33:698 No additional info | {
"geo_location": "Wallis and Futuna",
"device_hash": "e02aa4e19a57288cd84c5dde21678844bb58374b",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_12_3 rv:3.0; fi-FI) AppleWebKit/532.8.1 (KHTML, like Gecko) Version/4.0.3 Safari/532.8.1",
"session_id": "c73379cc-595b-48c4-bdf4-f498f113d149",
"risk_score": 11.94,
"confidence": 0.22
} | 172.27.192.97 | 196.165.28.33 | null | null | null | No additional info | Firewall inspect ICMP traffic from 172.27.192.97:681 to 196.165.28.33:698 No additional info | inspect | 24,019 | ICMP | null | null | null | null | null | null | null | null | 681 | 698 | 2,750 | null | null | null | null | null | null | null |
49bbd483-10cc-44a0-ba91-1bd4b0149cc4 | 2025-02-15T00:15:52 | cloud | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|cloud|info| desc=Cloud instance_creation in Alibaba by lucaspeter No additional info noise=T3BlbiBtZWV0Lg== | {
"geo_location": "Samoa",
"device_hash": "8501e939f0cf82baacfd76a21447aa71",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Trident/4.1)",
"session_id": "fa6bab04-682b-4726-9588-d9cd0e094173",
"risk_score": 38.59,
"confidence": 0.13
} | null | null | null | null | null | No additional info | Cloud instance_creation in Alibaba by lucaspeter No additional info | instance_creation | null | null | lucaspeter | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-16d2b4b9 |
9d5efe95-4369-48b2-a0b0-f37a8c02721f | 2025-07-01T22:34:10 | firewall | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|low| desc=Firewall deny SSH traffic from 28.95.108.116:53381 to 55.185.181.115:304 No additional info | {
"geo_location": "United Kingdom",
"device_hash": "05c283c46dc54b21f08707114ab3ddbc3e8a7bab",
"user_agent": "Opera/8.29.(Windows 98; sc-IT) Presto/2.9.168 Version/10.00",
"session_id": "cfa2d8a7-c25f-49ab-9009-c2e0726250e9",
"risk_score": 59.54,
"confidence": 0.92
} | 28.95.108.116 | 55.185.181.115 | null | null | null | No additional info | Firewall deny SSH traffic from 28.95.108.116:53381 to 55.185.181.115:304 No additional info | deny | 786,230 | SSH | null | null | null | null | null | null | null | null | 53,381 | 304 | 189 | null | null | null | null | null | null | null |
3eb37fbd-a0c3-49c8-8a97-3e633a2fbed9 | 2025-05-25T00:21:50 | ai | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|high| desc=AI system membership_inference by krichardson MITRE Technique: T1218.011 | Associated Threat Actor: Inception Framework | {
"geo_location": "French Guiana",
"device_hash": "18ea26352866e836cefa4e602e954d9943e2b9a7deac42bba85bf97f9ca03b0b",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/40.0.812.0 Safari/536.0",
"session_id": "6ad220ef-a845-45b4-b306-350843324097",
"risk_score": 51.85,
"confidence": 0.61
} | null | null | null | null | null | MITRE Technique: T1218.011 | Associated Threat Actor: Inception Framework | AI system membership_inference by krichardson MITRE Technique: T1218.011 | Associated Threat Actor: Inception Framework | membership_inference | null | null | krichardson | null | null | null | null | null | null | null | null | null | null | null | null | model-2347d477 | 067352d13d7c1bb74c2d2f3cd70e798fba6fd15f | 6da4aef656799bdb2df6d5d90e46a073ebde5ea4 | null | null |
fbfebbfd-7ba9-49a7-866a-70f8f3774ddf | 2025-01-30T22:18:19 | cloud | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|critical| desc=Cloud shadow_it in AWS by morrisonjenna No additional info | {
"geo_location": "United States Minor Outlying Islands",
"device_hash": "aba73c4c707734dce7af8ebb48d3af54",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Win 9x 4.90; Trident/3.1)",
"session_id": "24d241e7-266b-45f2-90d0-5c4eef661e6d",
"risk_score": 38.17,
"confidence": 0.88
} | null | null | null | null | null | No additional info | Cloud shadow_it in AWS by morrisonjenna No additional info | shadow_it | null | null | morrisonjenna | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-5f27321a |
73d2be08-d40f-4773-b255-38b53bb31c0e | 2025-02-05T04:38:57 | cloud | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud config_change in OCI by vancebrian MITRE Technique: T1110.003 noise=0FD4760C | {
"geo_location": "China",
"device_hash": "cb363579e0207f6fa790e05993b9b95d9d6ddec3",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_11_5 rv:3.0; fil-PH) AppleWebKit/532.42.1 (KHTML, like Gecko) Version/5.0.2 Safari/532.42.1",
"session_id": "6c5d3e25-0c25-4ee4-b419-f27405011fcf",
"risk_score": 25.08,
"confidence": 0.7
} | null | null | null | null | null | MITRE Technique: T1110.003 | Cloud config_change in OCI by vancebrian MITRE Technique: T1110.003 | config_change | null | null | vancebrian | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-885f3fc5 |
1e030cc1-4624-4bec-a899-7bd346cc5f2e | 2025-04-23T15:49:10 | ai | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|high| desc=AI system fine_tuning by shelby13 No additional info noise=05F72CBB | {
"geo_location": "Malawi",
"device_hash": "3096391f95bbe7688e7e802b3749a3b0",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 2_2_1 like Mac OS X) AppleWebKit/531.1 (KHTML, like Gecko) FxiOS/16.1x6700.0 Mobile/10J661 Safari/531.1",
"session_id": "03cff612-a395-490d-9de2-364b82fbb089",
"risk_score": 61.31,
"confidence": 0.99
} | null | null | null | null | null | No additional info | AI system fine_tuning by shelby13 No additional info | fine_tuning | null | null | shelby13 | null | null | null | null | null | null | null | null | null | null | null | null | model-b40fdfda | 0270260927ccd3d7b7da15925b840eb900dac788fa6f02692ff12333bba99332 | 313d5d27c81ccd6df6ecc8efd26d629f | null | null |
4af7f35f-c2ed-4ad1-bc0e-f1aa2cc3d41a | 2025-07-03T22:32:58 | firewall | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|low| desc=Firewall log-only NTP traffic from 20.139.180.246:28594 to 97.51.79.37:749 MITRE Technique: T1071.001 noise=writer|mean|form | {
"geo_location": "Nepal",
"device_hash": "d565283af514401adc60fd498782366360a2139cb36d8f9ed17c8fceebbd3865",
"user_agent": "Opera/8.60.(Windows NT 6.2; ps-AF) Presto/2.9.189 Version/10.00",
"session_id": "3573afd2-4302-46df-b77e-ebc96ac4d6cf",
"risk_score": 31.21,
"confidence": 0.28
} | 20.139.180.246 | 97.51.79.37 | null | null | null | MITRE Technique: T1071.001 | Firewall log-only NTP traffic from 20.139.180.246:28594 to 97.51.79.37:749 MITRE Technique: T1071.001 | log-only | 537,078 | NTP | null | null | null | null | null | null | null | null | 28,594 | 749 | 3,342 | null | null | null | null | null | null | null |
8d3d4d4c-df6b-4d51-84da-e9e27283e34a | 2025-02-17T14:37:12 | ai | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|info| desc=AI system prompt_injection by gmccoy MITRE Technique: T1078.004 | {
"geo_location": "Lebanon",
"device_hash": "6c3113e4c453bf5e5fd8188efc0bc8cab952ea5eeb4b94a1fb5c34faab0d7c0c",
"user_agent": "Mozilla/5.0 (Windows CE) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/53.0.887.0 Safari/533.1",
"session_id": "393345e8-4838-4bc9-97cf-680d7e653457",
"risk_score": 64.39,
"confidence": 0.76
} | null | null | null | null | null | MITRE Technique: T1078.004 | AI system prompt_injection by gmccoy MITRE Technique: T1078.004 | prompt_injection | null | null | gmccoy | null | null | null | null | null | null | null | null | null | null | null | null | model-dbbf62d2 | bade01c4b28ae256f579419d41f49aebe159ddb57090779ad260bcd73d49a640 | d7b82d8c1dc735e1255b078d4d0d09008e0d1ea0da423792f8401e36b84913a2 | null | null |
788145a6-2a1f-4628-a006-02332c8f6e73 | 2025-03-29T23:57:39 | iot | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|high| desc=IoT device HVAC protocol_violation No additional info | {
"geo_location": "Nauru",
"device_hash": "da509e7af3c7731b3f625198c4e7457512b1c4273059ab65a825b947d9d0865e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.2; Trident/4.0)",
"session_id": "f55ee7f0-9ce6-46e3-96cc-b57a87c703fb",
"risk_score": 54.91,
"confidence": 0.17
} | null | null | null | null | null | No additional info | IoT device HVAC protocol_violation No additional info | protocol_violation | null | null | null | null | null | null | null | HVAC | iot-8368040d | 4.4 | null | null | null | null | null | null | null | null | null | null |
a2f91840-5925-4345-8a88-5e58d9e80f86 | 2025-05-21T01:04:59 | endpoint | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint service_install put by lisa96 No additional info | {
"geo_location": "Turkmenistan",
"device_hash": "8d3ce00e7b25280b49be94ab25ced86cd4944c88",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98; Win 9x 4.90) AppleWebKit/532.28.4 (KHTML, like Gecko) Version/4.0 Safari/532.28.4",
"session_id": "9b16588d-1f79-417c-8e47-da38b3f417fc",
"risk_score": 74.49,
"confidence": 0.16
} | null | null | null | null | null | No additional info | Endpoint service_install put by lisa96 No additional info | service_install | null | null | lisa96 | put | 9,053 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6cc83589-f0c8-4fca-80e8-7dd8bf1f6a98 | 2025-05-13T07:43:11 | ai | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|low| desc=AI system model_access by richardmorris No additional info noise=027FD23E | {
"geo_location": "Jamaica",
"device_hash": "bc7726d322345e5c8d08645a9e8a8c2933118f8c4dfcbc0f1123ebde543e2c8f",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; ss-ZA) AppleWebKit/531.3.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B119 Safari/6531.3.6",
"session_id": "3f64615f-d30f-4704-9e26-9c328af539c7",
"risk_score": 60.71,
"confidence": 0.23
} | null | null | null | null | null | No additional info | AI system model_access by richardmorris No additional info | model_access | null | null | richardmorris | null | null | null | null | null | null | null | null | null | null | null | null | model-24010064 | f15cd72d5f41d7b4e8d4bb14a8e02cea59d0082f | ec37a84de7498401bce48d5659b1dd8a2f4ca175 | null | null |
8ea1608f-514f-44e2-aee8-5bc3b39910c7 | 2021-09-29T16:44:34 | ai | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|low| desc=AI system adversarial_input by ocoleman MITRE Technique: T1218.011 | {
"geo_location": "Honduras",
"device_hash": "24e8028b3d104fcad214ed8e8402ba49a21bdecd",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_7_8; rv:1.9.5.20) Gecko/7594-01-23 14:32:59 Firefox/3.8",
"session_id": "dbeaa0eb-dc33-46f7-b567-3149d3586526",
"risk_score": 56.37,
"confidence": 0.69
} | null | null | null | null | null | MITRE Technique: T1218.011 | AI system adversarial_input by ocoleman MITRE Technique: T1218.011 | adversarial_input | null | null | ocoleman | null | null | null | null | null | null | null | null | null | null | null | null | model-3b027d33 | abe388ca4d645120bcba8ef2ec48020819bd9ce5e734f286957999baf58c75cd | 688ee30dd77c3e02bda293876c109bfdafd5901e | null | null |
142ed5de-c517-4f90-a7b5-57fa5ae06771 | 2025-06-23T00:47:33 | ai | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ai|critical| desc=AI system api_abuse by bfranklin MITRE Technique: T1071.001 | {
"geo_location": "Saint Martin",
"device_hash": "eeb406698c7b25c5b9802f9d4d25033810471b252587cbcbec4a1cb0f59d6d33",
"user_agent": "Mozilla/5.0 (Windows 98; Win 9x 4.90; pt-PT; rv:1.9.1.20) Gecko/7563-01-21 03:16:09 Firefox/10.0",
"session_id": "06174228-e23f-4899-983f-b8e27b859c64",
"risk_score": 29.49,
"confidence": 0.79
} | null | null | null | null | null | MITRE Technique: T1071.001 | AI system api_abuse by bfranklin MITRE Technique: T1071.001 | api_abuse | null | null | bfranklin | null | null | null | null | null | null | null | null | null | null | null | null | model-7c349b36 | 78f8910603f66ec3c6c3ea94c6051428 | 9d9ea2b9eebcba5b22f16f2f2caba18e8a36f32fba64334fe18dc2e1707bae50 | null | null |
c3fd1607-0b56-46bc-aa1d-3ee2371a7499 | 2021-09-26T11:45:57 | iot | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|critical| desc=IoT device Sensor side_channel MITRE Technique: T1190 | {
"geo_location": "Samoa",
"device_hash": "8273744818fb40f57d4b503862ec7b3d257f0fb2",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 10.0) AppleWebKit/532.33.4 (KHTML, like Gecko) Version/5.0 Safari/532.33.4",
"session_id": "157ef5ee-28ad-43bd-bb87-348efc010539",
"risk_score": 52.24,
"confidence": 0.3
} | null | null | null | null | null | MITRE Technique: T1190 | IoT device Sensor side_channel MITRE Technique: T1190 | side_channel | null | null | null | null | null | null | null | Sensor | iot-311d91dd | 4.3 | null | null | null | null | null | null | null | null | null | null |
8d10548e-013c-4a5c-97db-34fb0e5fb5c4 | 2025-03-22T16:39:20 | firewall | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|high| desc=Firewall allow HTTP traffic from 207.114.61.105:53 to 118.35.100.108:512 No additional info | {
"geo_location": "Spain",
"device_hash": "ccc44000f225f3cfcf35378ce1675275bc25bdbbf1e5e0c38ddbd148c364462d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.1; Trident/4.1)",
"session_id": "82782743-35e3-4e5b-8660-fee3318dc0cf",
"risk_score": 86.82,
"confidence": 0.86
} | 207.114.61.105 | 118.35.100.108 | null | null | null | No additional info | Firewall allow HTTP traffic from 207.114.61.105:53 to 118.35.100.108:512 No additional info | allow | 172,199 | HTTP | null | null | null | null | {
"baseline_deviation": 1.02,
"entropy": 7.01,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 53 | 512 | 2,235 | null | null | null | null | null | null | null |
a4b968de-d194-4726-98bc-27f4a94fa3ad | 2025-05-13T04:17:29 | endpoint | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint file_access /they/not.webm by jbarton MITRE Technique: T1218.011 | Associated Threat Actor: Kimsuky | Fileless execution detected | {
"geo_location": "Liechtenstein",
"device_hash": "14297f064d027d72f6b56f924a99d51883bfd1930b2699449e2c91252c950bdd",
"user_agent": "Opera/8.46.(Windows NT 10.0; ka-GE) Presto/2.9.160 Version/10.00",
"session_id": "bc678ae1-839d-4838-a11a-22c27aa52f02",
"risk_score": 50.33,
"confidence": 0.08
} | null | null | null | null | null | MITRE Technique: T1218.011 | Associated Threat Actor: Kimsuky | Fileless execution detected | Endpoint file_access /they/not.webm by jbarton MITRE Technique: T1218.011 | Associated Threat Actor: Kimsuky | Fileless execution detected | file_access | null | null | jbarton | /they/not.webm | 5,669 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
97b40b99-014c-41d1-a363-fbc70fd41ce1 | 2025-03-19T08:09:39 | network | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|network|medium| desc=Network protocol_anomaly from 146.169.235.37 to 99.209.70.55 No additional info | {
"geo_location": "Greece",
"device_hash": "2c93aca668800b075dcd7c4d0a9f206889ec27fd",
"user_agent": "Mozilla/5.0 (Android 5.0; Mobile; rv:44.0) Gecko/44.0 Firefox/44.0",
"session_id": "c7de9411-30df-4e44-bdfe-f432923b9317",
"risk_score": 50.36,
"confidence": 0.64
} | 146.169.235.37 | 99.209.70.55 | null | null | null | No additional info | Network protocol_anomaly from 146.169.235.37 to 99.209.70.55 No additional info | protocol_anomaly | 497,118 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
962a52e3-a579-4174-8b7f-ae42fa1541b8 | 2025-01-19T18:45:11 | firewall | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|low| desc=Firewall deny DNS traffic from 6.197.135.21:810 to 31.141.67.165:704 MITRE Technique: T1566.001 | {
"geo_location": "Hong Kong",
"device_hash": "acb588919da6b9a9aac87a4f54be8ef6",
"user_agent": "Opera/8.36.(X11; Linux i686; sw-KE) Presto/2.9.180 Version/10.00",
"session_id": "fe02e681-c715-456e-8087-712fc60c176e",
"risk_score": 38.43,
"confidence": 0.15
} | 6.197.135.21 | 31.141.67.165 | null | null | null | MITRE Technique: T1566.001 | Firewall deny DNS traffic from 6.197.135.21:810 to 31.141.67.165:704 MITRE Technique: T1566.001 | deny | 180,930 | DNS | null | null | null | null | null | null | null | null | 810 | 704 | 2,986 | null | null | null | null | null | null | null |
111a0111-6ac3-4fc5-8335-22c6f456a63d | 2025-05-17T16:21:37 | network | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|network|medium| desc=Network connection from 102.208.45.54 to 9.179.192.156 DGA domain detected noise=former|serve|budget | {
"geo_location": "Colombia",
"device_hash": "6bc8ae86142e98fbedfcd0d46f3edfe8ad0f40c0",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 95; Trident/4.0)",
"session_id": "4d14e4d4-d676-45ca-a54a-52e23d775d49",
"risk_score": 32.53,
"confidence": 0.95
} | 102.208.45.54 | 9.179.192.156 | null | null | null | DGA domain detected | Network connection from 102.208.45.54 to 9.179.192.156 DGA domain detected | connection | 483,699 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b1271f69-2177-4eeb-ada3-8f03e9dc8ddf | 2025-04-29T11:54:49 | ids_alert | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|critical| desc=QRadar Alert: Cloud API Abuse detected from 10.99.63.221 targeting 131.38.242.243 No additional info noise=UGVyc29uLg== | {
"geo_location": "Latvia",
"device_hash": "dea4c74e7e5e076ea4a0b7de6fe17455",
"user_agent": "Opera/8.53.(Windows NT 6.2; am-ET) Presto/2.9.180 Version/12.00",
"session_id": "dbcd8d75-101a-460b-ba42-118bb432f4e4",
"risk_score": 50.58,
"confidence": 0.29
} | 10.99.63.221 | 131.38.242.243 | Cloud API Abuse | SIG-1361 | Exploit | No additional info | QRadar Alert: Cloud API Abuse detected from 10.99.63.221 targeting 131.38.242.243 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
147441b4-d73f-45b8-b72a-1488890dca29 | 2025-05-06T00:34:18 | iot | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|high| desc=IoT device Sensor protocol_violation No additional info | {
"geo_location": "Venezuela",
"device_hash": "9dd21b699c25d45aae96be6ff5e74ecf",
"user_agent": "Mozilla/5.0 (Android 5.1; Mobile; rv:17.0) Gecko/17.0 Firefox/17.0",
"session_id": "1b990312-0515-4299-bd6c-32b1bcde6a88",
"risk_score": 65.13,
"confidence": 0.71
} | null | null | null | null | null | No additional info | IoT device Sensor protocol_violation No additional info | protocol_violation | null | null | null | null | null | null | null | Sensor | iot-70005a52 | 2.0 | null | null | null | null | null | null | null | null | null | null |
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