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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1573e052-b016-4215-a746-ef2db718a419 | 2025-05-24T13:22:19 | cloud | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|medium| desc=Cloud permission_escalation in AWS by cassandra27 No additional info | {
"geo_location": "Tonga",
"device_hash": "ba2348872297628f18c07a351e852231f0723298",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.2; Trident/4.1)",
"session_id": "45515d62-c0f3-4943-b650-68022b8e24e4",
"risk_score": 49.43,
"confidence": 0.03
} | null | null | null | null | null | No additional info | Cloud permission_escalation in AWS by cassandra27 No additional info | permission_escalation | null | null | cassandra27 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-785999b6 |
6d1310ab-6d7c-440e-a678-6912becfd790 | 2025-01-28T23:17:52 | cloud | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|medium| desc=Cloud config_change in AWS by kbecker Cross-tenant access detected | {
"geo_location": "Malta",
"device_hash": "d14cbbdde5e1c30c0a77afdeefb23870ef69bf73",
"user_agent": "Opera/8.14.(Windows NT 11.0; ia-FR) Presto/2.9.177 Version/11.00",
"session_id": "ecefed73-0205-4878-b4e3-4bb848ecdad6",
"risk_score": 26.79,
"confidence": 0.96
} | null | null | null | null | null | Cross-tenant access detected | Cloud config_change in AWS by kbecker Cross-tenant access detected | config_change | null | null | kbecker | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-0bff5687 |
e383ee8f-bc8a-479c-ba28-4014146e4f1c | 2025-04-08T10:16:50 | network | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|critical| desc=Network covert_channel from 49.44.92.69 to 10.244.31.141 No additional info | {
"geo_location": "Trinidad and Tobago",
"device_hash": "4dc64e7df045218e43ee7c7cdbfad42d8a2860bd",
"user_agent": "Mozilla/5.0 (Windows; U; Windows CE) AppleWebKit/533.16.6 (KHTML, like Gecko) Version/5.0.3 Safari/533.16.6",
"session_id": "57c28c9f-d86c-45d6-a1be-16b09840cf8b",
"risk_score": 45.5,
"confidence": 0.97
} | 49.44.92.69 | 10.244.31.141 | null | null | null | No additional info | Network covert_channel from 49.44.92.69 to 10.244.31.141 No additional info | covert_channel | 250,808 | ICMP | null | null | null | null | {
"baseline_deviation": 1.7,
"entropy": 2.29,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
8231ecdc-5b46-40d8-931b-fcf61fb1b23b | 2025-01-15T04:37:37 | ids_alert | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|low| desc=AlienVault Alert: Credential Stuffing detected from 59.116.87.109 targeting 138.79.222.248 No additional info | {
"geo_location": "Christmas Island",
"device_hash": "f2167acadcd604c19ef67736644608368e4ae556fb87cddf6341f414b2d1cd9a",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/7362-07-28 13:03:39 Firefox/3.6.10",
"session_id": "1607ce99-84c2-49e1-9add-15d862bea210",
"risk_score": 77.14,
"confidence": 0.51
} | 59.116.87.109 | 138.79.222.248 | Credential Stuffing | SIG-3505 | Policy | No additional info | AlienVault Alert: Credential Stuffing detected from 59.116.87.109 targeting 138.79.222.248 No additional info | null | null | null | null | null | null | null | {
"baseline_deviation": 2.23,
"entropy": 4.32,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
487e023a-297c-483d-bc22-8764f8b763ea | 2025-05-01T00:31:33 | ids_alert | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ids_alert|critical| desc=Carbon Black Alert: Living-off-the-Land detected from 84.139.70.239 targeting N/A MITRE Technique: T1190 | Associated Threat Actor: APT35 | {
"geo_location": "British Indian Ocean Territory (Chagos Archipelago)",
"device_hash": "ecbe790a781a0a0d1422dcdc46f4bcda",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_7_0 rv:4.0; fil-PH) AppleWebKit/531.10.6 (KHTML, like Gecko) Version/5.0.4 Safari/531.10.6",
"session_id": "01b9bbfc-2ce9-4b5d-a54b-12e00d12efda",
"risk_score": 31.27,
"confidence": 0.66
} | 84.139.70.239 | N/A | Living-off-the-Land | SIG-5689 | Exploit | MITRE Technique: T1190 | Associated Threat Actor: APT35 | Carbon Black Alert: Living-off-the-Land detected from 84.139.70.239 targeting N/A MITRE Technique: T1190 | Associated Threat Actor: APT35 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
48d1087c-eb4e-40b2-a2e3-933e52055003 | 2025-06-06T05:34:21 | ids_alert | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|medium| desc=QRadar Alert: Living-off-the-Land detected from 143.118.135.212 targeting 119.232.163.53 Unconventional IOC: Quantum random number deviations | {
"geo_location": "Saint Pierre and Miquelon",
"device_hash": "c4029794271aa98b6e53122259d95c34",
"user_agent": "Opera/8.55.(Windows NT 11.0; nan-TW) Presto/2.9.167 Version/10.00",
"session_id": "2d033ee8-1cf5-4157-a93c-bd70c9e1a07f",
"risk_score": 70.77,
"confidence": 0.66
} | 143.118.135.212 | 119.232.163.53 | Living-off-the-Land | SIG-1222 | Exploit | Unconventional IOC: Quantum random number deviations | QRadar Alert: Living-off-the-Land detected from 143.118.135.212 targeting 119.232.163.53 Unconventional IOC: Quantum random number deviations | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d39997fc-4f06-4d16-b78d-5a81a9c1cb80 | 2025-04-18T06:21:34 | auth | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|info| desc=Auth success for marc70 via passwordless from 125.120.30.2 No additional info | {
"geo_location": "Jordan",
"device_hash": "546a2bb1a5f4ea07d63fbbb0ca120036123ff0dd",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 9_3_6 like Mac OS X) AppleWebKit/533.2 (KHTML, like Gecko) FxiOS/10.7z7578.0 Mobile/21F852 Safari/533.2",
"session_id": "56fdf7e3-5051-4645-ba55-b2f97d7fb454",
"risk_score": 8.11,
"confidence": 0.52
} | 125.120.30.2 | null | null | null | null | No additional info | Auth success for marc70 via passwordless from 125.120.30.2 No additional info | success | null | null | marc70 | null | null | null | null | null | null | null | null | null | null | passwordless | d0:09:c3:f3:e2:62 | null | null | null | null | null |
fa782bea-3877-4422-8440-3d4164e5ac0f | 2024-06-27T01:55:18 | auth | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|high| desc=Auth success for smithshane via OAuth from 153.23.201.223 No additional info noise=search | {
"geo_location": "Bolivia",
"device_hash": "99a41a0578b3cd444aaa576257d6da18d4c1eed72fc3c2357d09af2d65f4967d",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_6; rv:1.9.4.20) Gecko/5297-03-25 07:21:42 Firefox/8.0",
"session_id": "134d546a-79a2-4676-8560-4345f4ad921e",
"risk_score": 52.02,
"confidence": 0.96
} | 153.23.201.223 | null | null | null | null | No additional info | Auth success for smithshane via OAuth from 153.23.201.223 No additional info | success | null | null | smithshane | null | null | null | null | null | null | null | null | null | null | OAuth | 66:6f:80:3d:d7:86 | null | null | null | null | null |
995a211b-68f4-4ade-9227-78f048ad448d | 2025-03-12T11:50:09 | network | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|medium| desc=Network beaconing from 135.255.146.208 to 27.245.56.203 MITRE Technique: T1071.001 | {
"geo_location": "Gambia",
"device_hash": "4d99a4bb674ef2b784fcb6ff775c65bbc0a13575",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; be-BY) AppleWebKit/533.23.3 (KHTML, like Gecko) Version/3.0.5 Mobile/8B114 Safari/6533.23.3",
"session_id": "fe3faced-e79c-412f-9a36-2ed11b21ba95",
"risk_score": 42.45,
"confidence": 0.69
} | 135.255.146.208 | 27.245.56.203 | null | null | null | MITRE Technique: T1071.001 | Network beaconing from 135.255.146.208 to 27.245.56.203 MITRE Technique: T1071.001 | beaconing | 250,313 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b7ebca30-4151-406e-93bf-5c1a287ab633 | 2025-01-30T19:00:20 | ids_alert | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|critical| desc=AlienVault Alert: AI Model Poisoning detected from 134.186.195.173 targeting 220.71.239.154 No additional info | {
"geo_location": "Namibia",
"device_hash": "8662babd7a53fa49dbc91574668a246007d8c6fb",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_11_4) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/22.0.819.0 Safari/533.2",
"session_id": "6f8874c3-e8a5-400c-9d5a-50c784099609",
"risk_score": 29.84,
"confidence": 0.89
} | 134.186.195.173 | 220.71.239.154 | AI Model Poisoning | SIG-2078 | Recon | No additional info | AlienVault Alert: AI Model Poisoning detected from 134.186.195.173 targeting 220.71.239.154 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
eaec7ce2-0b65-4a12-af22-5c9866f0278d | 2025-05-03T19:58:14 | auth | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|high| desc=Auth timeout for jflynn via OAuth from 94.191.95.34 Possible golden ticket usage | {
"geo_location": "Micronesia",
"device_hash": "747831c0ee8e8ea252e5f8414b6330fdcc16d0bb",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/2710-01-13 18:21:30 Firefox/3.8",
"session_id": "72ef092a-702d-4536-819a-9d960aaae89f",
"risk_score": 51.33,
"confidence": 0.52
} | 94.191.95.34 | null | null | null | null | Possible golden ticket usage | Auth timeout for jflynn via OAuth from 94.191.95.34 Possible golden ticket usage | timeout | null | null | jflynn | null | null | null | null | null | null | null | null | null | null | OAuth | c7:2d:d1:72:36:9e | null | null | null | null | null |
5a2931f6-c1e1-4005-8413-0c8490c72463 | 2025-05-24T05:51:22 | auth | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|info| desc=Auth timeout for trodriguez via OAuth from 79.181.123.236 MITRE Technique: T1574.002 | {
"geo_location": "Honduras",
"device_hash": "ee656fac95f7e0baecd343408e41948fc08261eee9f7f2fb7626632e7d0292b9",
"user_agent": "Opera/9.95.(Windows NT 6.2; am-ET) Presto/2.9.168 Version/11.00",
"session_id": "764f5126-b92c-42b2-9cc3-a6d721a3b7bd",
"risk_score": 27.69,
"confidence": 0.71
} | 79.181.123.236 | null | null | null | null | MITRE Technique: T1574.002 | Auth timeout for trodriguez via OAuth from 79.181.123.236 MITRE Technique: T1574.002 | timeout | null | null | trodriguez | null | null | null | null | null | null | null | null | null | null | OAuth | 38:6c:b6:d2:da:55 | null | null | null | null | null |
f67eb4c0-3b59-4b2d-a9a0-f88823a61776 | 2025-03-07T19:58:57 | cloud | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|high| desc=Cloud lambda_execution in Alibaba by reynoldstiffany MITRE Technique: T1134.001 | {
"geo_location": "Russia",
"device_hash": "1054a20a0ec3842df505d6e398e51493",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.6.20) Gecko/2931-10-22 12:36:28 Firefox/4.0",
"session_id": "5858af09-c9e4-46be-83fb-d3b1abbfe7e8",
"risk_score": 54.08,
"confidence": 0.5
} | null | null | null | null | null | MITRE Technique: T1134.001 | Cloud lambda_execution in Alibaba by reynoldstiffany MITRE Technique: T1134.001 | lambda_execution | null | null | reynoldstiffany | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-0e629733 |
d2cc09e3-dc80-4bee-9412-15fd9ced290f | 2025-07-09T21:35:02 | firewall | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|critical| desc=Firewall drop HTTP traffic from 10.198.155.172:199 to 217.147.169.189:848 MITRE Technique: T1071.001 | {
"geo_location": "Egypt",
"device_hash": "16cb888832514e5ed747e2decb1209c9",
"user_agent": "Opera/9.55.(Windows NT 5.0; sid-ET) Presto/2.9.163 Version/10.00",
"session_id": "dfbdd40e-9055-4e3d-903f-384a8d6adaf8",
"risk_score": 45.54,
"confidence": 0.24
} | 10.198.155.172 | 217.147.169.189 | null | null | null | MITRE Technique: T1071.001 | Firewall drop HTTP traffic from 10.198.155.172:199 to 217.147.169.189:848 MITRE Technique: T1071.001 | drop | 612,545 | HTTP | null | null | null | null | null | null | null | null | 199 | 848 | 3,303 | null | null | null | null | null | null | null |
2fe5e279-8ccc-480e-baa1-13acdf322ed1 | 2025-02-17T18:19:52 | ai | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|info| desc=AI system prompt_injection by warnermichael No additional info | {
"geo_location": "Sudan",
"device_hash": "c5cb213c6c4c40fea758b01b9de4f16e",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_8_5) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/14.0.829.0 Safari/535.1",
"session_id": "a57e51e9-8c41-480d-a782-3dfb5ec15804",
"risk_score": 65.8,
"confidence": 0.23
} | null | null | null | null | null | No additional info | AI system prompt_injection by warnermichael No additional info | prompt_injection | null | null | warnermichael | null | null | null | null | null | null | null | null | null | null | null | null | model-a95232a9 | 76e0f2b540033ce262d27e6dc10a59a78234c1cb487237491b0467ec2f18afed | e1ac20ecc4512fa810f38d2b381c0f707aa4bddf | null | null |
b2602505-dd76-426b-8e49-5f728a6dceab | 2025-07-04T17:57:39 | auth | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|medium| desc=Auth failed for douglasmurphy via SAML from 86.69.29.130 Possible golden ticket usage | {
"geo_location": "Thailand",
"device_hash": "b2ae4e5987f9e038f9fd10c28e771b37ec8e5d5c",
"user_agent": "Opera/8.58.(X11; Linux i686; tn-ZA) Presto/2.9.177 Version/10.00",
"session_id": "6cd57e09-3f79-4cf2-9ec6-0860c0b90d0d",
"risk_score": 76.09,
"confidence": 0.17
} | 86.69.29.130 | null | null | null | null | Possible golden ticket usage | Auth failed for douglasmurphy via SAML from 86.69.29.130 Possible golden ticket usage | failed | null | null | douglasmurphy | null | null | null | null | null | null | null | null | null | null | SAML | 6c:98:af:fe:e1:f1 | null | null | null | null | null |
395945a0-46bd-43aa-b3e8-5ffa0e6a6e6a | 2025-03-16T04:43:40 | ai | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|low| desc=AI system training_data_poisoning by dnelson Associated Threat Actor: Inception Framework | {
"geo_location": "Iran",
"device_hash": "8fa829b73126996e30635cd5b347f4e6",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 8_4_1 like Mac OS X) AppleWebKit/535.2 (KHTML, like Gecko) FxiOS/11.6b3198.0 Mobile/32M571 Safari/535.2",
"session_id": "18eaf10d-8fbc-459d-ab11-e096c573c532",
"risk_score": 25.26,
"confidence": 0.09
} | null | null | null | null | null | Associated Threat Actor: Inception Framework | AI system training_data_poisoning by dnelson Associated Threat Actor: Inception Framework | training_data_poisoning | null | null | dnelson | null | null | null | null | null | null | null | null | null | null | null | null | model-d0140690 | 93d19176921a1e2a0b0391e372ca08d7 | 3d9b8a6e12baa7dde4673b80f71ee841 | null | null |
6533e363-6254-444f-924c-56b8531c32e9 | 2025-05-10T01:31:43 | firewall | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|critical| desc=Firewall log-only SSH traffic from 42.140.211.3:767 to 129.221.75.81:194 No additional info | {
"geo_location": "Bahamas",
"device_hash": "7708c100e5ef7f8bef85573ebbe21e1a",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_8_8 rv:3.0; yue-HK) AppleWebKit/531.36.6 (KHTML, like Gecko) Version/5.0.2 Safari/531.36.6",
"session_id": "27a08f63-03d5-4a1e-bc93-05e48ff3092d",
"risk_score": 29.85,
"confidence": 0.6
} | 42.140.211.3 | 129.221.75.81 | null | null | null | No additional info | Firewall log-only SSH traffic from 42.140.211.3:767 to 129.221.75.81:194 No additional info | log-only | 846,811 | SSH | null | null | null | null | null | null | null | null | 767 | 194 | 523 | null | null | null | null | null | null | null |
82e1eca8-3840-4c2b-a998-dfae38d74c3e | 2025-05-25T16:50:19 | endpoint | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint scheduled_task /cause/however.tiff by rgardner No additional info noise=rule|her|speech | {
"geo_location": "Nepal",
"device_hash": "954ccb0b48a90b244fc7cbdfe8019d85",
"user_agent": "Opera/8.25.(X11; Linux i686; ss-ZA) Presto/2.9.168 Version/12.00",
"session_id": "90e4e106-3fef-4afa-ad92-5eb7aa4a1ff8",
"risk_score": 67.76,
"confidence": 0.64
} | null | null | null | null | null | No additional info | Endpoint scheduled_task /cause/however.tiff by rgardner No additional info | scheduled_task | null | null | rgardner | /cause/however.tiff | 980 | powershell.exe | {
"baseline_deviation": 2.18,
"entropy": 6.39,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
9d8f1a68-16e7-46f2-a221-37bcd4845d4a | 2025-05-14T19:06:53 | endpoint | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint service_install article by kjarvis MITRE Technique: T1059.005 | {
"geo_location": "Kuwait",
"device_hash": "b64d0f3761bd6a09172f69f26dadee0f",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/21.0.832.0 Safari/534.0",
"session_id": "52b971c2-a475-413c-b3b0-47831c3e6670",
"risk_score": 46.05,
"confidence": 0.02
} | null | null | null | null | null | MITRE Technique: T1059.005 | Endpoint service_install article by kjarvis MITRE Technique: T1059.005 | service_install | null | null | kjarvis | article | 5,932 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
67908aac-3b8b-48e7-a2b4-9cd684bb289d | 2025-02-03T13:00:39 | cloud | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|low| desc=Cloud storage_access in OCI by zacharysloan MITRE Technique: T1486 | {
"geo_location": "Anguilla",
"device_hash": "9db4dd8dc7a39339c534e07ae3c69a5824dd9435abd9cb1f0813c5b430594c1b",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/532.42.6 (KHTML, like Gecko) Version/4.0.3 Safari/532.42.6",
"session_id": "7e3b0967-3e16-4ac3-8eaa-c3e9d6c97d33",
"risk_score": 66.56,
"confidence": 0.87
} | null | null | null | null | null | MITRE Technique: T1486 | Cloud storage_access in OCI by zacharysloan MITRE Technique: T1486 | storage_access | null | null | zacharysloan | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-0ca1dffd |
ef9d60e5-5ad1-4f57-9622-e3e950ff6ca9 | 2025-07-05T08:37:30 | iot | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|critical| desc=IoT device Sensor side_channel No additional info | {
"geo_location": "Bangladesh",
"device_hash": "4770f8d0e38785bd00f1f8dbc104ea636592c90d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.1; Trident/4.1)",
"session_id": "1b0844d9-d36b-44c3-b3c2-d50b84e8f6a5",
"risk_score": 34.03,
"confidence": 0.75
} | null | null | null | null | null | No additional info | IoT device Sensor side_channel No additional info | side_channel | null | null | null | null | null | null | null | Sensor | iot-5650d84e | 10.5 | null | null | null | null | null | null | null | null | null | null |
1da43b1a-22e8-4815-a799-9f0b445237f6 | 2025-05-03T06:38:18 | auth | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|info| desc=Auth timeout for peterolsen via OAuth from 203.221.1.97 No additional info | {
"geo_location": "Cape Verde",
"device_hash": "a0ace165367a0fcfd71a3fdbffb25d9b",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 10_3_4 like Mac OS X) AppleWebKit/533.1 (KHTML, like Gecko) FxiOS/11.1t3732.0 Mobile/00A732 Safari/533.1",
"session_id": "515396e7-4a6d-4f94-97e7-2d6c6d25867f",
"risk_score": 52.58,
"confidence": 0.75
} | 203.221.1.97 | null | null | null | null | No additional info | Auth timeout for peterolsen via OAuth from 203.221.1.97 No additional info | timeout | null | null | peterolsen | null | null | null | null | null | null | null | null | null | null | OAuth | 7d:35:46:7f:39:df | null | null | null | null | null |
623b7cc0-2752-4ae1-8420-bf1d5700636f | 2025-04-25T20:10:47 | network | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|critical| desc=Network bandwidth_usage from 216.140.109.199 to 10.87.33.208 No additional info | {
"geo_location": "Hungary",
"device_hash": "cfefcc6840a27ee822b6a6bce50f3dbef094fa8a818994e9476395fa23bc2c0e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 10.0; Trident/3.0)",
"session_id": "e3bc6a19-d46c-40d2-b376-31d1e10465b2",
"risk_score": 53.04,
"confidence": 0.16
} | 216.140.109.199 | 10.87.33.208 | null | null | null | No additional info | Network bandwidth_usage from 216.140.109.199 to 10.87.33.208 No additional info | bandwidth_usage | 612,410 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e072d8f4-298a-4887-aa1d-940095c941e6 | 2025-06-28T09:35:46 | cloud | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|high| desc=Cloud config_change in GCP by crystalwells MITRE Technique: T1204.002 | {
"geo_location": "Macao",
"device_hash": "b6c81b17d98b9cc57afa3689b489f1d3",
"user_agent": "Mozilla/5.0 (Windows NT 5.0) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/25.0.824.0 Safari/532.2",
"session_id": "67fd650c-62f1-4e4b-8840-e767ceec0a36",
"risk_score": 62.67,
"confidence": 0.57
} | null | null | null | null | null | MITRE Technique: T1204.002 | Cloud config_change in GCP by crystalwells MITRE Technique: T1204.002 | config_change | null | null | crystalwells | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-35f40542 |
d087d7a2-612d-420e-ad47-665b4e65662a | 2025-05-22T01:40:32 | iot | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|medium| desc=IoT device Sensor battery_drain Associated Threat Actor: APT29 | {
"geo_location": "Kazakhstan",
"device_hash": "88312e2c2ac06cb482f1beb84bb2ac6f8be09cc8",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_5_4 rv:3.0; ku-TR) AppleWebKit/533.33.1 (KHTML, like Gecko) Version/5.0.3 Safari/533.33.1",
"session_id": "945a3dd9-12b3-4f79-83e3-4332e76a7f40",
"risk_score": 57.54,
"confidence": 0.22
} | null | null | null | null | null | Associated Threat Actor: APT29 | IoT device Sensor battery_drain Associated Threat Actor: APT29 | battery_drain | null | null | null | null | null | null | null | Sensor | iot-c9ab706f | 3.6 | null | null | null | null | null | null | null | null | null | null |
007feabf-3aa7-4fce-9411-1baad82dcafb | 2025-06-03T10:34:38 | cloud | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud storage_access in Alibaba by carloshopkins MITRE Technique: T1071.001 | Unconventional IOC: TPM attestation failures | {
"geo_location": "Iran",
"device_hash": "9018c61f6d98e85799096eba1758dc2cce3435f25d197163c1b895792f97ea07",
"user_agent": "Mozilla/5.0 (Windows NT 4.0; et-EE; rv:1.9.2.20) Gecko/7278-11-10 15:11:54 Firefox/4.0",
"session_id": "0c9bf389-82f1-4c7a-b1c8-69bceecfd07f",
"risk_score": 29.35,
"confidence": 0.5
} | null | null | null | null | null | MITRE Technique: T1071.001 | Unconventional IOC: TPM attestation failures | Cloud storage_access in Alibaba by carloshopkins MITRE Technique: T1071.001 | Unconventional IOC: TPM attestation failures | storage_access | null | null | carloshopkins | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-40ad79d7 |
e5b42b3d-244d-46b6-8fb3-e76757a1325a | 2025-02-07T18:38:58 | firewall | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|info| desc=Firewall allow ICMP traffic from 189.171.109.57:532 to 50.99.141.141:741 MITRE Technique: T1543.003 | {
"geo_location": "Botswana",
"device_hash": "ad9b747898477c188e2ad7e789d7f8f6",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; so-DJ) AppleWebKit/531.7.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B115 Safari/6531.7.2",
"session_id": "8e99451f-27b8-4cd1-8617-33157c618846",
"risk_score": 87.11,
"confidence": 0.91
} | 189.171.109.57 | 50.99.141.141 | null | null | null | MITRE Technique: T1543.003 | Firewall allow ICMP traffic from 189.171.109.57:532 to 50.99.141.141:741 MITRE Technique: T1543.003 | allow | 833,129 | ICMP | null | null | null | null | null | null | null | null | 532 | 741 | 253 | null | null | null | null | null | null | null |
60fb593b-7940-4068-af38-166b69e5350a | 2025-03-26T15:43:17 | network | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|low| desc=Network disconnection from 10.108.97.56 to 83.40.201.51 No additional info | {
"geo_location": "Samoa",
"device_hash": "27302ca648fada55d59c31ce4bf949b1",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_1_2 like Mac OS X) AppleWebKit/535.0 (KHTML, like Gecko) CriOS/17.0.839.0 Mobile/61W524 Safari/535.0",
"session_id": "44a46332-ea1d-41e2-8f4a-3b154a86edc5",
"risk_score": 39.71,
"confidence": 0.34
} | 10.108.97.56 | 83.40.201.51 | null | null | null | No additional info | Network disconnection from 10.108.97.56 to 83.40.201.51 No additional info | disconnection | 756,345 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
655faf20-fb0d-4175-bbd8-4bfadb5bf5db | 2025-03-15T11:52:58 | iot | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|critical| desc=IoT device Sensor firmware_update MITRE Technique: T1486 noise=machine|mind|success | {
"geo_location": "New Zealand",
"device_hash": "2125743da7a38c1cef1882a061f693c31865ed9a",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; nds-DE) AppleWebKit/535.8.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B119 Safari/6535.8.2",
"session_id": "facd45f3-ed1d-4767-bcb3-9b960f60fc66",
"risk_score": 55.76,
"confidence": 0.19
} | null | null | null | null | null | MITRE Technique: T1486 | IoT device Sensor firmware_update MITRE Technique: T1486 | firmware_update | null | null | null | null | null | null | null | Sensor | iot-4163e651 | 6.7 | null | null | null | null | null | null | null | null | null | null |
1deeabee-728b-4293-9862-557261ee09d6 | 2025-06-21T15:10:54 | ids_alert | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|high| desc=AlienVault Alert: Living-off-the-Land detected from 220.180.119.48 targeting 219.208.83.123 MITRE Technique: T1071.001 | Unconventional IOC: Unusual DNS TXT records | {
"geo_location": "Eritrea",
"device_hash": "a6d840d748df8f26b1418eb8185f6259",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_5_4 rv:2.0; nb-NO) AppleWebKit/532.47.6 (KHTML, like Gecko) Version/5.0.5 Safari/532.47.6",
"session_id": "f4579e2a-01f0-463b-a639-2f900fd52cbe",
"risk_score": 25.33,
"confidence": 0.08
} | 220.180.119.48 | 219.208.83.123 | Living-off-the-Land | SIG-9505 | Recon | MITRE Technique: T1071.001 | Unconventional IOC: Unusual DNS TXT records | AlienVault Alert: Living-off-the-Land detected from 220.180.119.48 targeting 219.208.83.123 MITRE Technique: T1071.001 | Unconventional IOC: Unusual DNS TXT records | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a0c98185-b363-4fc0-845a-38ebe028cbf1 | 2025-05-25T16:55:14 | iot | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|critical| desc=IoT device Camera physical_tamper No additional info noise=54590AE2 | {
"geo_location": "Burundi",
"device_hash": "f7a9585637de873630b6287428c349b76c44884b3cbd5cc8ccccb5deb2625f8a",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_12_6; rv:1.9.2.20) Gecko/9073-10-01 08:09:16 Firefox/3.8",
"session_id": "7fec27e6-adaf-4a8c-9b81-4342192e4126",
"risk_score": 37.23,
"confidence": 0.54
} | null | null | null | null | null | No additional info | IoT device Camera physical_tamper No additional info | physical_tamper | null | null | null | null | null | null | null | Camera | iot-70de454e | 9.8 | null | null | null | null | null | null | null | null | null | null |
8ac71fa1-4d1e-4fbc-9cce-9c9fd5f82ecc | 2025-06-27T15:14:50 | auth | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|medium| desc=Auth success for carroyo via MFA from 190.9.51.25 No additional info | {
"geo_location": "Namibia",
"device_hash": "59e4bbf62f7fea0bb9c3fa6ce9a184f8",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_1_1 like Mac OS X) AppleWebKit/535.2 (KHTML, like Gecko) FxiOS/14.1x2111.0 Mobile/17C977 Safari/535.2",
"session_id": "aa3e6ea4-5948-45a4-96e1-514cd17b69fa",
"risk_score": 37.91,
"confidence": 0.34
} | 190.9.51.25 | null | null | null | null | No additional info | Auth success for carroyo via MFA from 190.9.51.25 No additional info | success | null | null | carroyo | null | null | null | {
"baseline_deviation": 1.61,
"entropy": 2.42,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | MFA | ab:c5:02:1d:9c:2a | null | null | null | null | null |
d645f70b-3279-4652-9757-5c8353796f5c | 2025-02-19T17:25:03 | firewall | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall quarantine SSH traffic from 190.242.103.61:24362 to 75.30.196.104:244 MITRE Technique: T1486 | Associated Threat Actor: Leafminer | {
"geo_location": "Yemen",
"device_hash": "a49aff1cbcd5983d29e5d732ae023798defb7091",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/5.1)",
"session_id": "c1d0d4aa-0968-4006-9e46-337f22340561",
"risk_score": 5.69,
"confidence": 0.35
} | 190.242.103.61 | 75.30.196.104 | null | null | null | MITRE Technique: T1486 | Associated Threat Actor: Leafminer | Firewall quarantine SSH traffic from 190.242.103.61:24362 to 75.30.196.104:244 MITRE Technique: T1486 | Associated Threat Actor: Leafminer | quarantine | 534,310 | SSH | null | null | null | null | null | null | null | null | 24,362 | 244 | 876 | null | null | null | null | null | null | null |
16ed313e-fb65-4114-be2e-e25aac339785 | 2025-02-25T18:43:19 | auth | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|high| desc=Auth failed for cobbmitchell via SAML from 201.62.2.92 Associated Threat Actor: DarkSide | {
"geo_location": "United States Virgin Islands",
"device_hash": "bcbf4300e08437b4a43bbbe07724a2ca",
"user_agent": "Opera/9.68.(X11; Linux x86_64; the-NP) Presto/2.9.175 Version/11.00",
"session_id": "748447d5-7c7f-47fe-9635-efbb320d82ab",
"risk_score": 51.39,
"confidence": 0.84
} | 201.62.2.92 | null | null | null | null | Associated Threat Actor: DarkSide | Auth failed for cobbmitchell via SAML from 201.62.2.92 Associated Threat Actor: DarkSide | failed | null | null | cobbmitchell | null | null | null | null | null | null | null | null | null | null | SAML | b4:d9:ac:59:5d:c9 | null | null | null | null | null |
d892cb2d-9530-42a0-898a-a7ecc95d53f2 | 2025-02-19T18:24:55 | network | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|high| desc=Network beaconing from 159.239.79.16 to 219.150.104.206 MITRE Technique: T1059.001 | Associated Threat Actor: Kimsuky noise=EC2178CE | {
"geo_location": "Saint Kitts and Nevis",
"device_hash": "888b2ffb88624c564b264f50b64c2b99ad0aa010",
"user_agent": "Opera/8.69.(X11; Linux x86_64; iw-IL) Presto/2.9.183 Version/12.00",
"session_id": "df769a90-2ece-4376-95b5-7d8dff5345af",
"risk_score": 26.81,
"confidence": 0.58
} | 159.239.79.16 | 219.150.104.206 | null | null | null | MITRE Technique: T1059.001 | Associated Threat Actor: Kimsuky | Network beaconing from 159.239.79.16 to 219.150.104.206 MITRE Technique: T1059.001 | Associated Threat Actor: Kimsuky | beaconing | 399,204 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4ff2131b-6458-4a28-8b5c-fe3f58831da9 | 2025-04-10T22:05:12 | iot | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|high| desc=IoT device Thermostat side_channel MITRE Technique: T1543.003 | {
"geo_location": "Jordan",
"device_hash": "30f1b67ade5647fe65693b9abeb633af",
"user_agent": "Opera/9.72.(X11; Linux x86_64; ky-KG) Presto/2.9.179 Version/12.00",
"session_id": "e8eaba7e-3725-410c-a87c-edc4e41520d6",
"risk_score": 65.18,
"confidence": 0.27
} | null | null | null | null | null | MITRE Technique: T1543.003 | IoT device Thermostat side_channel MITRE Technique: T1543.003 | side_channel | null | null | null | null | null | null | null | Thermostat | iot-fa9f7e98 | 9.2 | null | null | null | null | null | null | null | null | null | null |
35560005-5c96-45d5-b1eb-47cf4197117c | 2025-04-02T02:43:02 | cloud | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|high| desc=Cloud crypto_mining in OCI by angela98 MITRE Technique: T1071.001 | {
"geo_location": "Tanzania",
"device_hash": "9e70026b187e62fbd5b7cee564794f891e253fbdcfdd522e74cdda56c6d0fee4",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98) AppleWebKit/532.49.3 (KHTML, like Gecko) Version/5.0.4 Safari/532.49.3",
"session_id": "7adbb337-a405-48d9-bc59-c251645565b8",
"risk_score": 28.58,
"confidence": 0.51
} | null | null | null | null | null | MITRE Technique: T1071.001 | Cloud crypto_mining in OCI by angela98 MITRE Technique: T1071.001 | crypto_mining | null | null | angela98 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-2818ef40 |
14d1dfce-d83a-4202-bd60-cfd96e4d8cc6 | 2025-01-17T10:05:52 | auth | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|high| desc=Auth locked for alexander54 via passwordless from 73.74.120.86 No additional info | {
"geo_location": "Philippines",
"device_hash": "038ed74746e77dba8e9ddc5670257f3ab0fe5b558c433e5b6d94cc03a1f088ef",
"user_agent": "Opera/9.15.(Windows NT 6.2; lo-LA) Presto/2.9.162 Version/12.00",
"session_id": "50244536-3896-42be-8831-dc3e958a22cb",
"risk_score": 49.27,
"confidence": 0.21
} | 73.74.120.86 | null | null | null | null | No additional info | Auth locked for alexander54 via passwordless from 73.74.120.86 No additional info | locked | null | null | alexander54 | null | null | null | null | null | null | null | null | null | null | passwordless | 4e:b0:68:34:f9:ce | null | null | null | null | null |
6de9adf6-e51d-448b-abcc-038bae9272f2 | 2025-04-10T23:01:11 | ai | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|medium| desc=AI system membership_inference by teresamccall No additional info noise=college|role|nothing | {
"geo_location": "Mali",
"device_hash": "fb1f6843302144b19f88e89caeb8252c6af970da",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 11.0; Trident/4.0)",
"session_id": "5892c51e-4b17-4191-802b-c738f97df9f4",
"risk_score": 31.02,
"confidence": 0.78
} | null | null | null | null | null | No additional info | AI system membership_inference by teresamccall No additional info | membership_inference | null | null | teresamccall | null | null | null | null | null | null | null | null | null | null | null | null | model-8afca2f7 | 178b9d923b230bbdf86abf6954dc1638 | 77f89f4f0df3c0d89dbbae67d5845454cb27e0acce515acaf296ed618b9ac0ac | null | null |
e57ed8a5-0194-43be-82b6-8e933ffa87ad | 2025-03-03T00:08:03 | network | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|network|critical| desc=Network connection from 125.226.248.161 to 78.130.255.95 Possible protocol tunneling | {
"geo_location": "Yemen",
"device_hash": "df344052d53d207aa70815f1632e7d84",
"user_agent": "Opera/8.40.(Windows NT 5.2; ro-RO) Presto/2.9.161 Version/11.00",
"session_id": "c6ba67c1-8117-4f05-85ed-0d256ac3b9da",
"risk_score": 66.27,
"confidence": 0.75
} | 125.226.248.161 | 78.130.255.95 | null | null | null | Possible protocol tunneling | Network connection from 125.226.248.161 to 78.130.255.95 Possible protocol tunneling | connection | 660,530 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f40fb837-44da-49ae-ad63-17446ab0be39 | 2025-02-23T01:28:35 | endpoint | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|low| desc=Endpoint powershell_exec /best/us.xlsx by stevensonmichael No additional info | {
"geo_location": "Comoros",
"device_hash": "1e24587b991ed307c15e012ef25d82ac",
"user_agent": "Opera/9.73.(X11; Linux i686; ja-JP) Presto/2.9.171 Version/12.00",
"session_id": "024efc7c-50f1-4610-b788-2f4f9a2eeefb",
"risk_score": 34.39,
"confidence": 0.95
} | null | null | null | null | null | No additional info | Endpoint powershell_exec /best/us.xlsx by stevensonmichael No additional info | powershell_exec | null | null | stevensonmichael | /best/us.xlsx | 9,337 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
44f27cdd-1708-462e-b46b-31accb5980f5 | 2025-03-22T05:37:50 | ai | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|low| desc=AI system api_abuse by suarezshannon No additional info | {
"geo_location": "Yemen",
"device_hash": "a478d36e2904db56c2cdb32974faa169",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; gu-IN) AppleWebKit/531.24.4 (KHTML, like Gecko) Version/4.0.5 Mobile/8B113 Safari/6531.24.4",
"session_id": "7a96508d-8ac0-41e9-88a8-25104f554430",
"risk_score": 19.13,
"confidence": 0.93
} | null | null | null | null | null | No additional info | AI system api_abuse by suarezshannon No additional info | api_abuse | null | null | suarezshannon | null | null | null | null | null | null | null | null | null | null | null | null | model-d41f03f1 | 96f432497cdd51631ce1eec386786024 | 12d8250403ef924c9d187b504683af744fe5aa9da6aa9669fbf2217f554193a2 | null | null |
9a7209cb-f724-4794-bd75-f585f7cfeb4d | 2025-02-28T14:15:03 | endpoint | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint service_install /certainly/cost.webm by jasmingibson No additional info | {
"geo_location": "British Indian Ocean Territory (Chagos Archipelago)",
"device_hash": "fd8f611418827e8588fadab898f724c9",
"user_agent": "Opera/8.26.(X11; Linux x86_64; gu-IN) Presto/2.9.183 Version/11.00",
"session_id": "f2d333ba-8b9a-4614-b97f-cd444c583fbd",
"risk_score": 36.32,
"confidence": 0.02
} | null | null | null | null | null | No additional info | Endpoint service_install /certainly/cost.webm by jasmingibson No additional info | service_install | null | null | jasmingibson | /certainly/cost.webm | 4,641 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ecfc2ded-7cb1-4546-a13f-3d9d21f7ddd1 | 2025-04-05T21:28:13 | ids_alert | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|low| desc=Darktrace Alert: XSS detected from 75.71.180.58 targeting N/A MITRE Technique: T1071.001 | {
"geo_location": "Peru",
"device_hash": "941d9384ae6b18ce5852dc75b79037628fc88339d5deb3926da5da3bfe1651d2",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 4.0; Trident/3.0)",
"session_id": "6313b47e-ec62-401d-b931-c914939fdead",
"risk_score": 41.21,
"confidence": 0.81
} | 75.71.180.58 | N/A | XSS | SIG-4257 | Malware | MITRE Technique: T1071.001 | Darktrace Alert: XSS detected from 75.71.180.58 targeting N/A 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 |
2a2f9fa5-5f4a-4e6f-8c3d-fbc2a08f8663 | 2025-02-15T04:28:19 | network | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|low| desc=Network protocol_anomaly from 37.237.166.185 to 7.54.11.78 MITRE Technique: T1547.001 | {
"geo_location": "Libyan Arab Jamahiriya",
"device_hash": "111f5fc8df3d5bd15b550ac1c839f451",
"user_agent": "Mozilla/5.0 (Windows 98) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/60.0.872.0 Safari/534.1",
"session_id": "6be73b80-8107-44f7-bb62-765eaf9433fd",
"risk_score": 53.21,
"confidence": 0.74
} | 37.237.166.185 | 7.54.11.78 | null | null | null | MITRE Technique: T1547.001 | Network protocol_anomaly from 37.237.166.185 to 7.54.11.78 MITRE Technique: T1547.001 | protocol_anomaly | 688,236 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4657abe2-ca78-4522-89fe-481b9987151a | 2025-07-01T04:27:12 | firewall | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|low| desc=Firewall drop RDP traffic from 16.203.133.231:570 to 114.244.100.217:518 No additional info | {
"geo_location": "Western Sahara",
"device_hash": "8ed3e4147a6e28e9ea768e5825dbeb56d6bfc6526d36492392f525090888f6f9",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; bg-BG) AppleWebKit/531.43.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B115 Safari/6531.43.2",
"session_id": "7d5ed484-ac49-45ca-96e4-e42e9f5796c1",
"risk_score": 59.07,
"confidence": 0.72
} | 16.203.133.231 | 114.244.100.217 | null | null | null | No additional info | Firewall drop RDP traffic from 16.203.133.231:570 to 114.244.100.217:518 No additional info | drop | 305,152 | RDP | null | null | null | null | null | null | null | null | 570 | 518 | 70 | null | null | null | null | null | null | null |
7651a9c5-5a5e-4372-ac50-814b6d082eb3 | 2025-02-04T08:09:51 | cloud | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|cloud|medium| desc=Cloud permission_escalation in OCI by julia54 No additional info | {
"geo_location": "Puerto Rico",
"device_hash": "9a83303c22f233fc637f0f52738c02e553108add",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; ka-GE) AppleWebKit/531.19.5 (KHTML, like Gecko) Version/3.0.5 Mobile/8B113 Safari/6531.19.5",
"session_id": "121315c3-2d8e-4709-9eb2-fe7b8feef460",
"risk_score": 45.28,
"confidence": 0.16
} | null | null | null | null | null | No additional info | Cloud permission_escalation in OCI by julia54 No additional info | permission_escalation | null | null | julia54 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-325efe73 |
efab8226-80a5-41b3-bfd0-a1161f365ee4 | 2025-02-13T14:06:48 | ai | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|medium| desc=AI system training_data_poisoning by esmith MITRE Technique: T1190 | {
"geo_location": "Chile",
"device_hash": "f9a6113ff387d641e6c9b8c10f502220bf131663fa56ad85f6b89298656921a5",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 16_7_6 like Mac OS X) AppleWebKit/535.2 (KHTML, like Gecko) CriOS/56.0.869.0 Mobile/79F557 Safari/535.2",
"session_id": "c00390fc-7782-4c77-bfa9-1e5e9818342d",
"risk_score": 76.26,
"confidence": 0.23
} | null | null | null | null | null | MITRE Technique: T1190 | AI system training_data_poisoning by esmith MITRE Technique: T1190 | training_data_poisoning | null | null | esmith | null | null | null | null | null | null | null | null | null | null | null | null | model-cdbfb9be | f219572fda7e06f49d2c8394e238883474e1c094 | 5699cd5a02b29b7c7233ca8f8acc37f6ef99805a | null | null |
7266fc0a-ebc2-49b1-addc-645cae8a0031 | 2022-07-23T08:58:19 | auth | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|medium| desc=Auth failed for matthew29 via OAuth from 63.0.29.128 No additional info | {
"geo_location": "Chad",
"device_hash": "ac5ec6f273430a81221b4dad44e0e8d4153e581a",
"user_agent": "Opera/9.73.(X11; Linux x86_64; en-IN) Presto/2.9.165 Version/11.00",
"session_id": "52a91375-4806-4f72-a164-61222919129f",
"risk_score": 31.13,
"confidence": 0.92
} | 63.0.29.128 | null | null | null | null | No additional info | Auth failed for matthew29 via OAuth from 63.0.29.128 No additional info | failed | null | null | matthew29 | null | null | null | null | null | null | null | null | null | null | OAuth | 2d:44:c8:8d:db:b5 | null | null | null | null | null |
bac9e9fa-d9fe-4ae2-b31f-013690fde466 | 2025-04-19T22:34:37 | network | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|info| desc=Network beaconing from 5.143.214.160 to 43.135.146.29 No additional info | {
"geo_location": "North Korea",
"device_hash": "45088cd9a6d3000c22454a9a0b69e55f7603541360fd49935a1f7227f5465da1",
"user_agent": "Opera/9.59.(X11; Linux i686; hsb-DE) Presto/2.9.188 Version/10.00",
"session_id": "6b720bc7-9614-4b8e-993e-4535ab939748",
"risk_score": 30.07,
"confidence": 0.91
} | 5.143.214.160 | 43.135.146.29 | null | null | null | No additional info | Network beaconing from 5.143.214.160 to 43.135.146.29 No additional info | beaconing | 953,065 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3e64884d-56dc-4c69-97af-d76eaca5a196 | 2025-05-31T13:20:33 | iot | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Medical side_channel No additional info noise=smile|head|cell | {
"geo_location": "Armenia",
"device_hash": "f45e97e342a6e8107db91eb20045c78a02f83c4f",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; raj-IN) AppleWebKit/534.5.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B114 Safari/6534.5.1",
"session_id": "4d128a92-e9da-4c94-844d-cb211b08ccc6",
"risk_score": 11.53,
"confidence": 0.08
} | null | null | null | null | null | No additional info | IoT device Medical side_channel No additional info | side_channel | null | null | null | null | null | null | null | Medical | iot-02b7ae5f | 4.4 | null | null | null | null | null | null | null | null | null | null |
2873411e-07ae-4353-8517-ea7cae0664da | 2025-04-14T10:08:41 | cloud | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|high| desc=Cloud config_change in Azure by mramirez No additional info noise=owner|network|structure | {
"geo_location": "Nigeria",
"device_hash": "b778103c783b443bcdbae4f518e2fae9f38a43e7c6b8dfc00a946ab83981f407",
"user_agent": "Mozilla/5.0 (Linux; Android 4.2) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/56.0.808.0 Safari/534.0",
"session_id": "39df3c7a-eb1f-4aba-af35-6d8dd0f1d6f8",
"risk_score": 3.2,
"confidence": 0.61
} | null | null | null | null | null | No additional info | Cloud config_change in Azure by mramirez No additional info | config_change | null | null | mramirez | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-1b73917c |
53ea179c-4833-4599-9270-78af86665403 | 2025-05-02T17:50:03 | iot | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|iot|high| desc=IoT device Camera command_injection No additional info | {
"geo_location": "Norway",
"device_hash": "aa17e5cdebb2dd94683bdfaf864e94d0fb2914736c13153555da32b2327dcc6c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 4.0; Trident/5.0)",
"session_id": "0308edf7-9608-4e4e-b3b5-1e27bd6acbf3",
"risk_score": 39.03,
"confidence": 0.35
} | null | null | null | null | null | No additional info | IoT device Camera command_injection No additional info | command_injection | null | null | null | null | null | null | null | Camera | iot-9b7bc373 | 7.4 | null | null | null | null | null | null | null | null | null | null |
fceacc7b-8cf3-46fb-851b-9746b566231d | 2025-07-10T11:14:02 | iot | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|low| desc=IoT device Sensor sensor_spoofing MITRE Technique: T1543.003 | {
"geo_location": "Maldives",
"device_hash": "237b21aa948f52136be8af349fe7bd018bc63e50",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 11.0; Trident/5.1)",
"session_id": "cff1ddaf-4c7c-4451-ac3f-f2808e2da06d",
"risk_score": 36.45,
"confidence": 0.42
} | null | null | null | null | null | MITRE Technique: T1543.003 | IoT device Sensor sensor_spoofing MITRE Technique: T1543.003 | sensor_spoofing | null | null | null | null | null | null | null | Sensor | iot-2d36d0bf | 2.8 | null | null | null | null | null | null | null | null | null | null |
d85dc6a4-cfa8-4c15-ac41-01295aff0cf7 | 2025-03-23T07:44:39 | iot | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|low| desc=IoT device Medical unusual_activity MITRE Technique: T1110.003 | Associated Threat Actor: APT29 noise=569A149A | {
"geo_location": "Hungary",
"device_hash": "82e36b97f3de415a276c99aada5c3d4d37c85e6a",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 14_2_1 like Mac OS X) AppleWebKit/532.2 (KHTML, like Gecko) CriOS/24.0.801.0 Mobile/90W099 Safari/532.2",
"session_id": "3a5235f7-6236-4f70-8c78-1fa97984841d",
"risk_score": 0,
"confidence": 0.44
} | null | null | null | null | null | MITRE Technique: T1110.003 | Associated Threat Actor: APT29 | IoT device Medical unusual_activity MITRE Technique: T1110.003 | Associated Threat Actor: APT29 | unusual_activity | null | null | null | null | null | null | null | Medical | iot-3d9eaa86 | 2.6 | null | null | null | null | null | null | null | null | null | null |
e362c3f0-d00e-4af3-8924-138eee73d7bc | 2025-03-06T01:10:58 | auth | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|low| desc=Auth bypass for kennedykevin via OAuth from 130.170.49.235 No additional info | {
"geo_location": "El Salvador",
"device_hash": "0739555d413327667d39410b441f5f4da089f7b73c6cda2dce97dbf1d026a6b0",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_8_4 rv:4.0; szl-PL) AppleWebKit/534.2.6 (KHTML, like Gecko) Version/5.0 Safari/534.2.6",
"session_id": "45ceb02d-8e47-4f6d-bd21-e5cf0ba0b1ce",
"risk_score": 53.4,
"confidence": 0.63
} | 130.170.49.235 | null | null | null | null | No additional info | Auth bypass for kennedykevin via OAuth from 130.170.49.235 No additional info | bypass | null | null | kennedykevin | null | null | null | null | null | null | null | null | null | null | OAuth | 5e:27:f3:b6:94:bc | null | null | null | null | null |
41035799-2d12-47f0-bbbd-25c7b0445f1b | 2025-04-20T06:07:03 | iot | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|iot|info| desc=IoT device Thermostat physical_tamper MITRE Technique: T1071.001 | {
"geo_location": "Gibraltar",
"device_hash": "64ff8cb626d2895748e9e996d96067a7",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.0; Trident/5.0)",
"session_id": "3b81fca8-6059-49db-a850-7168f6a80bc8",
"risk_score": 33.95,
"confidence": 0.59
} | null | null | null | null | null | MITRE Technique: T1071.001 | IoT device Thermostat physical_tamper MITRE Technique: T1071.001 | physical_tamper | null | null | null | null | null | null | null | Thermostat | iot-aaa797cf | 7.8 | null | null | null | null | null | null | null | null | null | null |
2a25f2dd-6ce2-4bd7-a185-f855300b8176 | 2025-03-21T07:52:14 | firewall | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall deny DNS traffic from 58.105.198.175:30038 to 201.240.247.44:247 No additional info | {
"geo_location": "Holy See (Vatican City State)",
"device_hash": "f719681c0f19017fcdf070a9a445ac661842aa2e",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/3074-11-28 12:18:35 Firefox/3.8",
"session_id": "77437f47-15c7-480b-89ae-4689458c6015",
"risk_score": 99.63,
"confidence": 0.53
} | 58.105.198.175 | 201.240.247.44 | null | null | null | No additional info | Firewall deny DNS traffic from 58.105.198.175:30038 to 201.240.247.44:247 No additional info | deny | 96,065 | DNS | null | null | null | null | null | null | null | null | 30,038 | 247 | 327 | null | null | null | null | null | null | null |
e2d0adf8-7439-4598-9210-fff305c0152a | 2025-04-27T08:41:41 | auth | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|info| desc=Auth failed for ahawkins via biometric from 205.46.158.159 MITRE Technique: T1110.003 noise=start|simple|dream | {
"geo_location": "Saint Pierre and Miquelon",
"device_hash": "28b46de590afc2cc7d397581bd56751cb352753838029c150433f71dd6f04d89",
"user_agent": "Mozilla/5.0 (Windows NT 5.1) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/63.0.897.0 Safari/533.2",
"session_id": "f1d58dfc-26a3-4f78-9846-3de975936372",
"risk_score": 61.94,
"confidence": 0.3
} | 205.46.158.159 | null | null | null | null | MITRE Technique: T1110.003 | Auth failed for ahawkins via biometric from 205.46.158.159 MITRE Technique: T1110.003 | failed | null | null | ahawkins | null | null | null | null | null | null | null | null | null | null | biometric | a2:1d:b6:5f:41:e0 | null | null | null | null | null |
5cc8eb4a-ab9b-4331-9faf-eb9899e24d8c | 2025-02-14T16:13:00 | endpoint | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint powershell_exec /know/especially.doc by reneepeterson Unconventional IOC: CPU microcode changes noise=790516A9 | {
"geo_location": "Iran",
"device_hash": "fb0240d794fb098453216a158d1526b1",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.1; Trident/3.0)",
"session_id": "a56674d8-4b8e-4383-89c1-52e05ea17ae9",
"risk_score": 85.68,
"confidence": 0.09
} | null | null | null | null | null | Unconventional IOC: CPU microcode changes | Endpoint powershell_exec /know/especially.doc by reneepeterson Unconventional IOC: CPU microcode changes | powershell_exec | null | null | reneepeterson | /know/especially.doc | 6,554 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a17d2479-4244-492c-afcf-a578fc8cf0bb | 2025-04-30T13:36:24 | endpoint | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|critical| desc=Endpoint powershell_exec up by dana88 MITRE Technique: T1071.001 | Living-off-the-land technique detected noise=laugh|least|as | {
"geo_location": "Iran",
"device_hash": "55c92a4f7e89bdc154385b6f42ac5ddb1c4f1795d794aa5712f28ca71574c21c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 95; Trident/4.0)",
"session_id": "f1dc3812-1e30-4b81-951f-20911300fe28",
"risk_score": 51.67,
"confidence": 0.18
} | null | null | null | null | null | MITRE Technique: T1071.001 | Living-off-the-land technique detected | Endpoint powershell_exec up by dana88 MITRE Technique: T1071.001 | Living-off-the-land technique detected | powershell_exec | null | null | dana88 | up | 6,193 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f4a488df-4a09-4b22-aad8-52210cd2bb94 | 2025-05-06T17:41:28 | endpoint | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|endpoint|low| desc=Endpoint wmi_exec /analysis/defense.jpeg by carrollrachel MITRE Technique: T1110.003 noise=main | {
"geo_location": "Saint Kitts and Nevis",
"device_hash": "dc151d4ecb001fda52a20123d8311b3332d71993",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_11_7 rv:3.0; sk-SK) AppleWebKit/534.1.3 (KHTML, like Gecko) Version/4.0.1 Safari/534.1.3",
"session_id": "1794c218-9864-4ad6-aeb9-08524ba0c7d2",
"risk_score": 75.98,
"confidence": 0.01
} | null | null | null | null | null | MITRE Technique: T1110.003 | Endpoint wmi_exec /analysis/defense.jpeg by carrollrachel MITRE Technique: T1110.003 | wmi_exec | null | null | carrollrachel | /analysis/defense.jpeg | 4,299 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
67a05801-b9e8-45f8-ac38-271f60607a39 | 2025-01-21T06:43:25 | cloud | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|cloud|medium| desc=Cloud storage_access in OCI by jamesrich No additional info | {
"geo_location": "Saint Martin",
"device_hash": "1380f69dd3d938d97ecf02381695c82c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 10.0; Trident/5.0)",
"session_id": "ccd461d3-dc5a-40f1-8dc4-0d85c3249fc6",
"risk_score": 73.3,
"confidence": 0.72
} | null | null | null | null | null | No additional info | Cloud storage_access in OCI by jamesrich No additional info | storage_access | null | null | jamesrich | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-f7c7212f |
7552dd44-8e4b-42bb-872c-ca6d2a50880d | 2025-03-30T23:07:53 | iot | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|low| desc=IoT device Camera side_channel MITRE Technique: T1110.003 noise=tags/app/posts | {
"geo_location": "Cote d'Ivoire",
"device_hash": "61ea7b711a43e6d651ebccf757d663f8",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 4.0; Trident/5.0)",
"session_id": "d6bd25d8-9ad1-4fa4-8096-2d28c688f917",
"risk_score": 39.07,
"confidence": 0.83
} | null | null | null | null | null | MITRE Technique: T1110.003 | IoT device Camera side_channel MITRE Technique: T1110.003 | side_channel | null | null | null | null | null | null | null | Camera | iot-c7b6bb20 | 1.1 | null | null | null | null | null | null | null | null | null | null |
7051d19c-16f5-4ce2-82a0-4113b045aad9 | 2025-02-14T20:52:33 | endpoint | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|low| desc=Endpoint registry_change /produce/follow.gif by gibbssusan MITRE Technique: T1059.001 | {
"geo_location": "Bolivia",
"device_hash": "b092ecdad7710fa3796655b8947451c80329024f",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.0) AppleWebKit/534.32.2 (KHTML, like Gecko) Version/4.1 Safari/534.32.2",
"session_id": "3431f755-d863-441b-bf17-c9330bfd4ee9",
"risk_score": 58.12,
"confidence": 0.81
} | null | null | null | null | null | MITRE Technique: T1059.001 | Endpoint registry_change /produce/follow.gif by gibbssusan MITRE Technique: T1059.001 | registry_change | null | null | gibbssusan | /produce/follow.gif | 8,924 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9c7f240a-12bd-461f-ae2b-fc730d5d3dd2 | 2025-05-12T16:17:12 | network | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|medium| desc=Network data_exfiltration from 171.75.139.188 to 1.104.60.14 No additional info | {
"geo_location": "Norfolk Island",
"device_hash": "45105050aa87e6d46f1dad93a8839196",
"user_agent": "Opera/9.79.(X11; Linux x86_64; nhn-MX) Presto/2.9.160 Version/12.00",
"session_id": "1975459c-8b59-4c6e-9ac7-e481387a08fd",
"risk_score": 46.54,
"confidence": 0.76
} | 171.75.139.188 | 1.104.60.14 | null | null | null | No additional info | Network data_exfiltration from 171.75.139.188 to 1.104.60.14 No additional info | data_exfiltration | 409,669 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
09bf72c8-59e9-478d-a9c9-9a566c18b36b | 2025-03-21T09:27:52 | firewall | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|high| desc=Firewall log-only ICMP traffic from 24.136.102.248:299 to 117.55.109.2:840 No additional info | {
"geo_location": "Peru",
"device_hash": "21f1082ba4d0d58726f0c3d3755119340d9420ee",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.0; Trident/3.1)",
"session_id": "c6f49b38-05e6-448e-a45d-9046eda183c7",
"risk_score": 44.8,
"confidence": 0.74
} | 24.136.102.248 | 117.55.109.2 | null | null | null | No additional info | Firewall log-only ICMP traffic from 24.136.102.248:299 to 117.55.109.2:840 No additional info | log-only | 810,212 | ICMP | null | null | null | null | null | null | null | null | 299 | 840 | 2,679 | null | null | null | null | null | null | null |
9ebbce86-806f-40c9-b487-1a555785a456 | 2025-01-14T05:57:50 | ai | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|low| desc=AI system training_data_poisoning by rodriguezerin MITRE Technique: T1574.002 | Unconventional IOC: UEFI variable tampering | {
"geo_location": "Falkland Islands (Malvinas)",
"device_hash": "4f94f7c05f2b8b78fe01d9fd0eb512b47a33f05acd55dce6759ec2f3fe52d45b",
"user_agent": "Opera/9.75.(X11; Linux x86_64; ik-CA) Presto/2.9.180 Version/12.00",
"session_id": "f82265bd-37e2-4eb5-b55c-2ed555b9d990",
"risk_score": 69.44,
"confidence": 0.3
} | null | null | null | null | null | MITRE Technique: T1574.002 | Unconventional IOC: UEFI variable tampering | AI system training_data_poisoning by rodriguezerin MITRE Technique: T1574.002 | Unconventional IOC: UEFI variable tampering | training_data_poisoning | null | null | rodriguezerin | null | null | null | null | null | null | null | null | null | null | null | null | model-2e4db958 | 015a775b55784a6b887acd3aec7ba4340872957b | 23f127819a8f396f1a1586f7c0d513aa110bd223988143ad4fc8d43c6f4a9b06 | null | null |
bf165af5-9b48-416b-bcc7-0f30d2a53a7b | 2025-06-22T22:21:12 | firewall | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|high| desc=Firewall drop TCP traffic from 34.84.27.13:934 to 69.46.224.225:952 No additional info | {
"geo_location": "Saint Helena",
"device_hash": "1ea5c35ec27a696f1fae5646afab8ec73fb78828ff8672ad506cf7d4f20ab5d6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows CE; Trident/3.0)",
"session_id": "8879ddf7-8694-4495-9556-dc3e220891e2",
"risk_score": 72.76,
"confidence": 0.34
} | 34.84.27.13 | 69.46.224.225 | null | null | null | No additional info | Firewall drop TCP traffic from 34.84.27.13:934 to 69.46.224.225:952 No additional info | drop | 381,712 | TCP | null | null | null | null | null | null | null | null | 934 | 952 | 2,215 | null | null | null | null | null | null | null |
af744ca8-9d5c-4729-8465-f50a6615a3da | 2029-05-10T12:06:45 | iot | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|low| desc=IoT device HVAC firmware_update No additional info | {
"geo_location": "Russia",
"device_hash": "56c7391e9d7de6d298dfb6f68322633c03a050ef",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/2027-03-23 09:26:12 Firefox/4.0",
"session_id": "0fdd100e-ef16-49de-8d19-15751a14faf5",
"risk_score": 29,
"confidence": 0.31
} | null | null | null | null | null | No additional info | IoT device HVAC firmware_update No additional info | firmware_update | null | null | null | null | null | null | null | HVAC | iot-5dfb4ec8 | 8.2 | null | null | null | null | null | null | null | null | null | null |
15a91695-1509-44d2-b5ae-624c2804ce40 | 2025-07-10T16:51:07 | iot | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|info| desc=IoT device HVAC side_channel No additional info | {
"geo_location": "Afghanistan",
"device_hash": "094f185dc89f3a841068b961fbb8c787",
"user_agent": "Opera/9.16.(Windows NT 4.0; uz-UZ) Presto/2.9.163 Version/10.00",
"session_id": "5db9c193-1501-4415-9721-3ffd81c64982",
"risk_score": 91.19,
"confidence": 0.92
} | null | null | null | null | null | No additional info | IoT device HVAC side_channel No additional info | side_channel | null | null | null | null | null | null | {
"baseline_deviation": 2.56,
"entropy": 3.89,
"frequency_anomaly": true,
"sequence_anomaly": false
} | HVAC | iot-9978b62c | 4.2 | null | null | null | null | null | null | null | null | null | null |
34876842-0c5a-40f9-97e0-ab66a9934f51 | 2025-01-26T09:03:47 | network | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|high| desc=Network covert_channel from 152.122.45.55 to 209.255.90.137 No additional info | {
"geo_location": "Rwanda",
"device_hash": "7f1ecef76e49267dbeafab46c218c4050a93f82f5cd72f45ce71e744aa9498c8",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.2; Trident/3.1)",
"session_id": "353fee6a-90bd-4af7-b819-402f31d206b0",
"risk_score": 45.59,
"confidence": 0.27
} | 152.122.45.55 | 209.255.90.137 | null | null | null | No additional info | Network covert_channel from 152.122.45.55 to 209.255.90.137 No additional info | covert_channel | 921,379 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0a255eed-2e29-4245-9c48-e489a9437f12 | 2025-05-19T00:16:21 | ids_alert | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ids_alert|low| desc=FireEye HX Alert: Domain Fronting detected from 8.208.233.126 targeting N/A No additional info | {
"geo_location": "Timor-Leste",
"device_hash": "4c85a623d78242e1f7a93be2c48693580b415fb7ef08123e53ea981bfd5d03d2",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.0; Trident/3.1)",
"session_id": "a247c561-1caa-4f40-8471-a3ab54a236b1",
"risk_score": 74.56,
"confidence": 0.99
} | 8.208.233.126 | N/A | Domain Fronting | SIG-1999 | Policy | No additional info | FireEye HX Alert: Domain Fronting detected from 8.208.233.126 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 |
21ebb70f-7da5-4eba-996c-d996958734e4 | 2025-02-08T06:12:57 | network | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|network|high| desc=Network protocol_anomaly from 208.160.31.166 to 69.148.207.130 No additional info | {
"geo_location": "Saint Pierre and Miquelon",
"device_hash": "ad0ed882a40d14967a1da2ab6cb19afac6610226949aaab8e36097a808f894aa",
"user_agent": "Mozilla/5.0 (Windows 95) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/39.0.800.0 Safari/531.2",
"session_id": "46f9b582-1337-4817-91d7-43ef5558edb2",
"risk_score": 60.48,
"confidence": 0.71
} | 208.160.31.166 | 69.148.207.130 | null | null | null | No additional info | Network protocol_anomaly from 208.160.31.166 to 69.148.207.130 No additional info | protocol_anomaly | 896,906 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f09c2161-d2c1-48ed-b81f-0ef02936b708 | 2025-04-25T05:56:55 | firewall | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|info| desc=Firewall quarantine ICMP traffic from 57.84.163.197:26402 to 179.123.56.151:47204 Geo anomaly: Impossible travel detected | {
"geo_location": "Russia",
"device_hash": "f4676d4880d4631df8efa4dea5654c5a",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; de-CH) AppleWebKit/533.25.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B118 Safari/6533.25.2",
"session_id": "172b2fa6-072b-4288-bbe6-7e690fe92569",
"risk_score": 73.17,
"confidence": 0.38
} | 57.84.163.197 | 179.123.56.151 | null | null | null | Geo anomaly: Impossible travel detected | Firewall quarantine ICMP traffic from 57.84.163.197:26402 to 179.123.56.151:47204 Geo anomaly: Impossible travel detected | quarantine | 815,772 | ICMP | null | null | null | null | null | null | null | null | 26,402 | 47,204 | 1,445 | null | null | null | null | null | null | null |
bfda5053-de11-4815-9230-6c940e458827 | 2025-06-10T18:23:38 | network | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|network|info| desc=Network protocol_anomaly from 116.216.234.155 to 159.37.95.60 No additional info | {
"geo_location": "Cyprus",
"device_hash": "12aac76d3bde17419f10a47e84f264988333ba40",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.2; Trident/3.0)",
"session_id": "41cf04db-7097-49dc-93ae-a12e2f4eedf5",
"risk_score": 68.31,
"confidence": 0.41
} | 116.216.234.155 | 159.37.95.60 | null | null | null | No additional info | Network protocol_anomaly from 116.216.234.155 to 159.37.95.60 No additional info | protocol_anomaly | 758,536 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8fbddbc4-5e7e-4dfc-bc41-cfcaed74246a | 2025-05-18T09:33:41 | ai | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|medium| desc=AI system training_data_poisoning by deborah02 Unconventional IOC: Thermal sensor anomalies | {
"geo_location": "Angola",
"device_hash": "fe057e5ca1beab7e71554624ea06fed2a5714ad2",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; hr-HR) AppleWebKit/532.22.3 (KHTML, like Gecko) Version/3.0.5 Mobile/8B112 Safari/6532.22.3",
"session_id": "c199503d-f4e2-409a-98da-6979dbafa7ff",
"risk_score": 60.01,
"confidence": 0.98
} | null | null | null | null | null | Unconventional IOC: Thermal sensor anomalies | AI system training_data_poisoning by deborah02 Unconventional IOC: Thermal sensor anomalies | training_data_poisoning | null | null | deborah02 | null | null | null | null | null | null | null | null | null | null | null | null | model-4cf3a85b | 518c57d689f12e2fec2076e1fe548d43 | 9d479b1e200e81251ee7ae8956f1807747ac40a3db9d82d3ae3c53379aed5d72 | null | null |
a27469db-a458-4827-a436-ac5fd6c1a6b1 | 2025-04-13T18:13:05 | ai | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|critical| desc=AI system training_data_poisoning by williamsvictoria MITRE Technique: T1059.001 | {
"geo_location": "Sudan",
"device_hash": "e8ed19c9c067c0b3842328a54a46f78f",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.0) AppleWebKit/533.12.2 (KHTML, like Gecko) Version/5.1 Safari/533.12.2",
"session_id": "504b2a76-f3b3-497a-b138-8262980ad0b2",
"risk_score": 35.55,
"confidence": 0.76
} | null | null | null | null | null | MITRE Technique: T1059.001 | AI system training_data_poisoning by williamsvictoria MITRE Technique: T1059.001 | training_data_poisoning | null | null | williamsvictoria | null | null | null | null | null | null | null | null | null | null | null | null | model-c2d01fe2 | d1e8091a0d6fceb6dee3fcdb9f2ba12f47daac71f273852cf59006053964e8b5 | 7ecfc190b1fd3e6b5c5d43443cbfb9fa6dc990fca0ea99cd23d1554f37ca2981 | null | null |
41d1f6ca-6341-46aa-95aa-0f3922176113 | 2025-05-29T15:00:37 | ai | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|critical| desc=AI system training_data_poisoning by yjones MITRE Technique: T1218.011 | {
"geo_location": "Uzbekistan",
"device_hash": "57e94e24dc3832e2d2f22314d1c770fee6a3dc8e",
"user_agent": "Opera/9.23.(X11; Linux i686; lb-LU) Presto/2.9.174 Version/11.00",
"session_id": "9482535c-a32c-4cd2-8d80-42c08730701d",
"risk_score": 44.43,
"confidence": 0.62
} | null | null | null | null | null | MITRE Technique: T1218.011 | AI system training_data_poisoning by yjones MITRE Technique: T1218.011 | training_data_poisoning | null | null | yjones | null | null | null | null | null | null | null | null | null | null | null | null | model-e48491b2 | af1c2674b82a164581397c984e17727b1a5fa094 | f8935da57664b52a4968a03fed54e9a7 | null | null |
7eb622ae-37d2-45f1-861f-48a8ad603c2b | 2025-04-29T22:12:36 | endpoint | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|low| desc=Endpoint service_install wife by jeromecooper MITRE Technique: T1204.002 | {
"geo_location": "Peru",
"device_hash": "d9b323a28496bf018c20230219af5446c9e71c9a47131364c50549ea3c749f86",
"user_agent": "Mozilla/5.0 (Windows NT 6.1; lv-LV; rv:1.9.0.20) Gecko/6332-05-07 08:53:05 Firefox/3.6.8",
"session_id": "2c3114d5-d019-4ca9-b0da-f5469d9622c8",
"risk_score": 40.62,
"confidence": 0.36
} | null | null | null | null | null | MITRE Technique: T1204.002 | Endpoint service_install wife by jeromecooper MITRE Technique: T1204.002 | service_install | null | null | jeromecooper | wife | 6,163 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ba8293c9-632c-4bb6-99c7-6565bfd82a36 | 2025-02-11T06:30:24 | firewall | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|low| desc=Firewall allow HTTP traffic from 28.72.62.54:272 to 135.117.194.126:720 No additional info | {
"geo_location": "Ethiopia",
"device_hash": "725360655326ee89b2249c6cfbbbc2ddb8b442f13deb0734c35a6c78785becef",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 4_2_1 like Mac OS X) AppleWebKit/536.0 (KHTML, like Gecko) CriOS/21.0.827.0 Mobile/14O291 Safari/536.0",
"session_id": "59bb2086-01c8-49e8-9d88-9385881f302e",
"risk_score": 44.15,
"confidence": 0.01
} | 28.72.62.54 | 135.117.194.126 | null | null | null | No additional info | Firewall allow HTTP traffic from 28.72.62.54:272 to 135.117.194.126:720 No additional info | allow | 574,766 | HTTP | null | null | null | null | null | null | null | null | 272 | 720 | 2,140 | null | null | null | null | null | null | null |
fa753495-1da9-4f8e-baeb-3cb33c53960f | 2025-02-21T01:06:05 | iot | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|critical| desc=IoT device Thermostat sensor_spoofing No additional info | {
"geo_location": "Gambia",
"device_hash": "3a05b992e695c5124b0e0f78b0f4244d1f6c5249",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_10_9 rv:5.0; hy-AM) AppleWebKit/535.48.4 (KHTML, like Gecko) Version/4.0 Safari/535.48.4",
"session_id": "6bfc937d-e5bf-48c2-9a2f-e9b541fc9ee1",
"risk_score": 40.71,
"confidence": 0.43
} | null | null | null | null | null | No additional info | IoT device Thermostat sensor_spoofing No additional info | sensor_spoofing | null | null | null | null | null | null | null | Thermostat | iot-460243b5 | 1.2 | null | null | null | null | null | null | null | null | null | null |
e0cc721a-a6e7-4ad5-b304-9e22a199218c | 2025-01-28T13:48:55 | network | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|low| desc=Network covert_channel from 77.12.250.225 to 10.73.167.203 No additional info noise=46D2210A | {
"geo_location": "Saint Pierre and Miquelon",
"device_hash": "680532d9c46629e510017aa1c8385ce3f825f581",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.0; Trident/3.1)",
"session_id": "2ee36ac8-2ffe-4753-9ffd-e72396bd25f5",
"risk_score": 46.79,
"confidence": 0.25
} | 77.12.250.225 | 10.73.167.203 | null | null | null | No additional info | Network covert_channel from 77.12.250.225 to 10.73.167.203 No additional info | covert_channel | 919,865 | UDP | null | null | null | null | {
"baseline_deviation": 1.69,
"entropy": 2.54,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
679cb60c-a070-496f-8c20-0b680d9fa7b3 | 2025-02-24T07:41:30 | iot | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|info| desc=IoT device Camera sensor_spoofing No additional info noise=80104CB4 | {
"geo_location": "Bulgaria",
"device_hash": "105d0388cf1a7487ec83a37a856b7c9a",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; fy-NL) AppleWebKit/534.47.4 (KHTML, like Gecko) Version/3.0.5 Mobile/8B112 Safari/6534.47.4",
"session_id": "257ade66-4989-4795-87da-b52ea3f50798",
"risk_score": 75.58,
"confidence": 0.99
} | null | null | null | null | null | No additional info | IoT device Camera sensor_spoofing No additional info | sensor_spoofing | null | null | null | null | null | null | null | Camera | iot-5a75d13e | 9.3 | null | null | null | null | null | null | null | null | null | null |
dbc75676-c0a7-4ba9-8596-9eeeb3a52b31 | 2025-04-13T10:56:01 | ids_alert | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|medium| desc=Zeek Alert: Brute Force detected from 115.142.99.236 targeting 162.160.7.250 MITRE Technique: T1110.003 noise=28881028 | {
"geo_location": "Panama",
"device_hash": "e7eaaca53fa1cc4ad1b8d37bea2d4900721c0794",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Win 9x 4.90; Trident/3.1)",
"session_id": "2eb58e29-74f4-4edd-9152-22644296729e",
"risk_score": 40.91,
"confidence": 0.62
} | 115.142.99.236 | 162.160.7.250 | Brute Force | SIG-7475 | Evasion | MITRE Technique: T1110.003 | Zeek Alert: Brute Force detected from 115.142.99.236 targeting 162.160.7.250 MITRE Technique: T1110.003 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4053d4cd-12dc-4602-8f68-a345697f898f | 2025-02-18T03:58:54 | iot | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|low| desc=IoT device Sensor battery_drain Sensor spoofing detected noise=market|difference|enter | {
"geo_location": "Antarctica (the territory South of 60 deg S)",
"device_hash": "f593a9e60424e5629c95f09e4c66c7066ea4b70a",
"user_agent": "Opera/8.77.(X11; Linux i686; wae-CH) Presto/2.9.180 Version/11.00",
"session_id": "5679ca58-1319-4b87-8bf5-aede3e3fabaa",
"risk_score": 96.76,
"confidence": 0.34
} | null | null | null | null | null | Sensor spoofing detected | IoT device Sensor battery_drain Sensor spoofing detected | battery_drain | null | null | null | null | null | null | null | Sensor | iot-9f37eb22 | 4.8 | null | null | null | null | null | null | null | null | null | null |
b972f277-f1e0-49d5-a915-b32660178583 | 2025-05-13T06:27:32 | firewall | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall inspect SMB traffic from 19.196.216.135:35483 to 107.73.132.64:389 MITRE Technique: T1543.003 | Geo anomaly: Impossible travel detected noise=wp-content | {
"geo_location": "Malaysia",
"device_hash": "1997117be4912f0dde97293c1e2f0570",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; bg-BG) AppleWebKit/535.36.4 (KHTML, like Gecko) Version/4.0.5 Mobile/8B117 Safari/6535.36.4",
"session_id": "790eb23d-0e0b-4617-b027-21789b2f5225",
"risk_score": 28.63,
"confidence": 0.31
} | 19.196.216.135 | 107.73.132.64 | null | null | null | MITRE Technique: T1543.003 | Geo anomaly: Impossible travel detected | Firewall inspect SMB traffic from 19.196.216.135:35483 to 107.73.132.64:389 MITRE Technique: T1543.003 | Geo anomaly: Impossible travel detected | inspect | 837,524 | SMB | null | null | null | null | null | null | null | null | 35,483 | 389 | 1,762 | null | null | null | null | null | null | null |
2617b2cd-a338-47a2-9392-af436e2bce18 | 2025-02-11T22:00:07 | ids_alert | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|medium| desc=ArcSight Alert: MFA Bypass detected from 40.45.68.172 targeting 75.94.53.94 No additional info | {
"geo_location": "Luxembourg",
"device_hash": "44b463ddf4d413d991a3687a81df8fc4d59cf52cc35790b244057167b84d8535",
"user_agent": "Mozilla/5.0 (Windows NT 6.0) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/57.0.868.0 Safari/534.0",
"session_id": "ab688bd0-aa39-4aae-b7ba-213662650a46",
"risk_score": 18.24,
"confidence": 0.93
} | 40.45.68.172 | 75.94.53.94 | MFA Bypass | SIG-1290 | Policy | No additional info | ArcSight Alert: MFA Bypass detected from 40.45.68.172 targeting 75.94.53.94 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ae107a03-3ac3-4985-a47b-4af11f2a0c4e | 2025-07-01T14:47:06 | endpoint | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint process_stop /whose/artist.html by amy14 No additional info | {
"geo_location": "Bulgaria",
"device_hash": "f65091bc04685aa677534ae1640bbea1",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.5.20) Gecko/7567-02-13 09:03:27 Firefox/3.6.4",
"session_id": "3cb3ccd3-5138-4f84-9a1c-5f0bc7fd2edf",
"risk_score": 48.54,
"confidence": 0.87
} | null | null | null | null | null | No additional info | Endpoint process_stop /whose/artist.html by amy14 No additional info | process_stop | null | null | amy14 | /whose/artist.html | 8,609 | explorer.exe | {
"baseline_deviation": 1.01,
"entropy": 5.74,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
05b293a8-8e5f-48f7-820f-2655c30738cf | 2025-02-24T15:18:16 | ai | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|critical| desc=AI system membership_inference by tjohnston No additional info | {
"geo_location": "Ethiopia",
"device_hash": "c957291323c8433b0b78e3754c22e4586b833edfa0fe16d8232ba1dd2cac18b1",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.01; Trident/3.0)",
"session_id": "7e25068a-2031-43e6-9d33-506f8ff13f31",
"risk_score": 56.31,
"confidence": 0.77
} | null | null | null | null | null | No additional info | AI system membership_inference by tjohnston No additional info | membership_inference | null | null | tjohnston | null | null | null | null | null | null | null | null | null | null | null | null | model-0976b38e | 88f077fcd8b948e6bf524f1bd36801e1 | 093afbee1fa5094242f5c393abb27ffe | null | null |
2bdf798f-902a-4e1d-acf1-c1fa0731dc39 | 2025-03-20T18:08:14 | iot | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|critical| desc=IoT device Camera protocol_violation No additional info | {
"geo_location": "Iran",
"device_hash": "0f32722d2ef1992ca618f8fc723db1a4234ca906",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_7_2 rv:2.0; ug-CN) AppleWebKit/531.27.7 (KHTML, like Gecko) Version/4.1 Safari/531.27.7",
"session_id": "60b62da9-0958-4e73-ad89-385dfbb33157",
"risk_score": 45.99,
"confidence": 0.29
} | null | null | null | null | null | No additional info | IoT device Camera protocol_violation No additional info | protocol_violation | null | null | null | null | null | null | null | Camera | iot-3c436527 | 8.9 | null | null | null | null | null | null | null | null | null | null |
9a7880a2-0185-4ee5-b79c-e06a3d366c66 | 2025-03-06T22:22:35 | auth | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|medium| desc=Auth locked for millerangel via biometric from 163.40.242.101 No additional info | {
"geo_location": "Anguilla",
"device_hash": "6effe9910385aabb5e5f8e73e97519ceb2a92503",
"user_agent": "Mozilla/5.0 (Linux; Android 2.3.3) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/23.0.878.0 Safari/535.0",
"session_id": "0dae5aad-52cb-4b47-ba45-846db9d8897c",
"risk_score": 65.22,
"confidence": 0.07
} | 163.40.242.101 | null | null | null | null | No additional info | Auth locked for millerangel via biometric from 163.40.242.101 No additional info | locked | null | null | millerangel | null | null | null | null | null | null | null | null | null | null | biometric | 12:2a:f1:16:6f:52 | null | null | null | null | null |
e595cd5e-5a0a-403d-b1da-e3a3bcc549ee | 2025-06-13T05:08:12 | ids_alert | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|critical| desc=AlienVault Alert: Domain Fronting detected from 210.247.248.144 targeting N/A Unconventional IOC: GPU memory artifacts | {
"geo_location": "Cayman Islands",
"device_hash": "2e5d4cc98182c92f44e97b1ebefb99d37323741545fc37c20b71bd78ba1232a5",
"user_agent": "Mozilla/5.0 (Android 5.0.2; Mobile; rv:11.0) Gecko/11.0 Firefox/11.0",
"session_id": "408518c9-91ab-4f8d-a697-f5a97b7d6d6d",
"risk_score": 99.03,
"confidence": 0.17
} | 210.247.248.144 | N/A | Domain Fronting | SIG-9714 | Exploit | Unconventional IOC: GPU memory artifacts | AlienVault Alert: Domain Fronting detected from 210.247.248.144 targeting N/A Unconventional IOC: GPU memory artifacts | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
621e3725-bc89-42f8-bf64-d67a5fcc1701 | 2025-06-01T12:25:01 | firewall | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|high| desc=Firewall inspect RDP traffic from 32.4.87.166:56101 to 116.43.33.8:7522 No additional info | {
"geo_location": "Somalia",
"device_hash": "f022909eea3034d97c49d85be25061263ae92146909e85c715105fd6ac613c53",
"user_agent": "Opera/8.86.(X11; Linux i686; cmn-TW) Presto/2.9.182 Version/11.00",
"session_id": "ed14734a-18e4-4e1b-9c5b-390947215c79",
"risk_score": 75.79,
"confidence": 0.68
} | 32.4.87.166 | 116.43.33.8 | null | null | null | No additional info | Firewall inspect RDP traffic from 32.4.87.166:56101 to 116.43.33.8:7522 No additional info | inspect | 867,160 | RDP | null | null | null | null | null | null | null | null | 56,101 | 7,522 | 2,443 | null | null | null | null | null | null | null |
41490cf0-8bd6-4151-b53f-dcc83fe431b0 | 2025-06-15T17:25:50 | cloud | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|info| desc=Cloud shadow_it in GCP by davismary No additional info | {
"geo_location": "Gambia",
"device_hash": "b8b792e94c440e427f252e965b3f75460b1479c0dc5b6a7f06dc0847b1383742",
"user_agent": "Mozilla/5.0 (Windows; U; Windows CE) AppleWebKit/535.48.7 (KHTML, like Gecko) Version/5.0.3 Safari/535.48.7",
"session_id": "c2846621-153d-40bc-b599-17d689457f36",
"risk_score": 18.67,
"confidence": 0.98
} | null | null | null | null | null | No additional info | Cloud shadow_it in GCP by davismary No additional info | shadow_it | null | null | davismary | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-26b59533 |
562ed273-1fe1-40a0-9ce2-ab0446f5bbbb | 2025-07-09T10:03:35 | auth | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|medium| desc=Auth timeout for jespinoza via OAuth from 198.86.164.31 Credential stuffing pattern detected | {
"geo_location": "Botswana",
"device_hash": "8a9084f6a2e5f00c16ca055c0bda7a33b3f09deb71bf5e5677c3b06dfc09c17c",
"user_agent": "Mozilla/5.0 (Linux; Android 5.1) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/50.0.835.0 Safari/533.1",
"session_id": "8e9f9e0a-2641-4e65-aca0-1d61ca7fc031",
"risk_score": 60.98,
"confidence": 0.73
} | 198.86.164.31 | null | null | null | null | Credential stuffing pattern detected | Auth timeout for jespinoza via OAuth from 198.86.164.31 Credential stuffing pattern detected | timeout | null | null | jespinoza | null | null | null | null | null | null | null | null | null | null | OAuth | af:84:96:e9:0c:8b | null | null | null | null | null |
30d92b59-f9b0-4c34-a97b-e5f0adcce1d2 | 2025-03-16T05:32:23 | endpoint | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|low| desc=Endpoint process_start /forward/before.html by amber71 MITRE Technique: T1190 | {
"geo_location": "French Guiana",
"device_hash": "ffde76a6e4662bcf72136d570228081a",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_3_1 like Mac OS X) AppleWebKit/535.0 (KHTML, like Gecko) CriOS/51.0.880.0 Mobile/03X040 Safari/535.0",
"session_id": "18e7fd72-bf51-4a26-acc7-f77738fe2e1d",
"risk_score": 26.21,
"confidence": 0.41
} | null | null | null | null | null | MITRE Technique: T1190 | Endpoint process_start /forward/before.html by amber71 MITRE Technique: T1190 | process_start | null | null | amber71 | /forward/before.html | 7,392 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c9e17ae5-20cf-468a-92e2-5a7439a0a003 | 2025-05-20T01:25:05 | cloud | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|low| desc=Cloud crypto_mining in AWS by dawn07 MITRE Technique: T1566.001 | Unconventional IOC: Thermal sensor anomalies noise=R2xhc3Mu | {
"geo_location": "Norfolk Island",
"device_hash": "ec806d1b1903af3a20e147c84ae98da2bff34a2a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.2; Trident/4.0)",
"session_id": "e31e355b-6993-4ac3-a572-f2803cdf3082",
"risk_score": 71.37,
"confidence": 0.97
} | null | null | null | null | null | MITRE Technique: T1566.001 | Unconventional IOC: Thermal sensor anomalies | Cloud crypto_mining in AWS by dawn07 MITRE Technique: T1566.001 | Unconventional IOC: Thermal sensor anomalies | crypto_mining | null | null | dawn07 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-3c96badd |
4e769b49-f943-4d81-90dd-ce5a900379b7 | 2025-05-24T06:05:37 | iot | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|info| desc=IoT device Sensor unusual_activity MITRE Technique: T1190 | {
"geo_location": "Saint Helena",
"device_hash": "6a164690e8fad9c5994e5fc3e5f4dd21",
"user_agent": "Mozilla/5.0 (Windows NT 5.01) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/24.0.847.0 Safari/536.1",
"session_id": "9a385e57-41c5-4109-8a61-3d12b785b4af",
"risk_score": 46.92,
"confidence": 0.08
} | null | null | null | null | null | MITRE Technique: T1190 | IoT device Sensor unusual_activity MITRE Technique: T1190 | unusual_activity | null | null | null | null | null | null | null | Sensor | iot-004c7d98 | 5.1 | null | null | null | null | null | null | null | null | null | null |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.