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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
eb79d03b-8e37-4cd6-94e4-5a67db1e39c3 | 2025-02-14T22:15:51 | cloud | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|low| desc=Cloud instance_creation in GCP by hford MITRE Technique: T1566.001 | {
"geo_location": "Falkland Islands (Malvinas)",
"device_hash": "8a834cb0f16d7b11f72926f739697786c600c5249c590ffdbabecfa1d1056ef1",
"user_agent": "Opera/8.32.(X11; Linux i686; mi-NZ) Presto/2.9.185 Version/11.00",
"session_id": "b1f19221-4432-42f8-829f-f2d08d1dbec5",
"risk_score": 66.25,
"confidence": 0.48
} | null | null | null | null | null | MITRE Technique: T1566.001 | Cloud instance_creation in GCP by hford MITRE Technique: T1566.001 | instance_creation | null | null | hford | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-80b1fba7 |
4c8645ef-9841-4479-b2be-ba6910261367 | 2025-02-18T23:31:54 | firewall | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|high| desc=Firewall allow TCP traffic from 198.231.224.205:380 to 196.140.204.174:444 MITRE Technique: T1543.003 | {
"geo_location": "Chile",
"device_hash": "c0bff834cdf9ea369c1aa535b5d20eec",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 4.0) AppleWebKit/534.39.5 (KHTML, like Gecko) Version/5.0.4 Safari/534.39.5",
"session_id": "38b74390-2a3b-4171-bcd4-7f78522c9a5c",
"risk_score": 46.92,
"confidence": 0.41
} | 198.231.224.205 | 196.140.204.174 | null | null | null | MITRE Technique: T1543.003 | Firewall allow TCP traffic from 198.231.224.205:380 to 196.140.204.174:444 MITRE Technique: T1543.003 | allow | 890,264 | TCP | null | null | null | null | null | null | null | null | 380 | 444 | 46 | null | null | null | null | null | null | null |
1b591822-2780-414e-abb8-9681be3d8874 | 2025-06-17T15:45:40 | network | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|info| desc=Network covert_channel from 57.252.95.171 to 151.249.96.92 MITRE Technique: T1566.001 noise=tag | {
"geo_location": "Swaziland",
"device_hash": "adfb4c61f1bac7062831837d38d6e87c2ea26e2c",
"user_agent": "Mozilla/5.0 (Linux; Android 3.1) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/35.0.840.0 Safari/535.1",
"session_id": "ab1740fc-8b97-43aa-8927-d851a8584ed4",
"risk_score": 29.28,
"confidence": 0.83
} | 57.252.95.171 | 151.249.96.92 | null | null | null | MITRE Technique: T1566.001 | Network covert_channel from 57.252.95.171 to 151.249.96.92 MITRE Technique: T1566.001 | covert_channel | 766,576 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d8fdde01-6bb4-4e85-96fa-6f90bc8cdb5a | 2025-06-05T13:56:36 | firewall | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|firewall|info| desc=Firewall inspect RDP traffic from 65.60.218.176:45548 to 168.60.152.53:875 MITRE Technique: T1486 | {
"geo_location": "Niger",
"device_hash": "7ecc4e06136eb8668f7377a4b7fe665b",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.5.20) Gecko/6984-11-27 13:30:46 Firefox/9.0",
"session_id": "a5ca0cb5-cc08-448c-a358-22f559dfe031",
"risk_score": 52.86,
"confidence": 0.13
} | 65.60.218.176 | 168.60.152.53 | null | null | null | MITRE Technique: T1486 | Firewall inspect RDP traffic from 65.60.218.176:45548 to 168.60.152.53:875 MITRE Technique: T1486 | inspect | 86,684 | RDP | null | null | null | null | null | null | null | null | 45,548 | 875 | 1,714 | null | null | null | null | null | null | null |
72073066-c42b-400a-a959-5e001602f98b | 2025-04-02T10:30:35 | cloud | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|high| desc=Cloud storage_access in GCP by zhurley No additional info | {
"geo_location": "Germany",
"device_hash": "b3775febd20133195c96f012cc9fca9b7c6a3af26c8d2f6dd3234541256a2b32",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_6_4; rv:1.9.5.20) Gecko/4702-01-04 15:56:31 Firefox/4.0",
"session_id": "becc463f-6047-4d08-870d-9c43842c4ec8",
"risk_score": 30.53,
"confidence": 0.99
} | null | null | null | null | null | No additional info | Cloud storage_access in GCP by zhurley No additional info | storage_access | null | null | zhurley | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-72aad48c |
2adb7462-c7de-45db-9353-ed6bcf367a6d | 2025-02-05T15:04:01 | cloud | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|medium| desc=Cloud storage_access in OCI by matthew14 MITRE Technique: T1574.002 | {
"geo_location": "Tuvalu",
"device_hash": "66ed9a69d90128e7d0b8b5f81e6a767e",
"user_agent": "Mozilla/5.0 (Linux; Android 14) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/27.0.815.0 Safari/531.2",
"session_id": "696d5677-a362-433d-886a-91d960b26faa",
"risk_score": 48.7,
"confidence": 0.89
} | null | null | null | null | null | MITRE Technique: T1574.002 | Cloud storage_access in OCI by matthew14 MITRE Technique: T1574.002 | storage_access | null | null | matthew14 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-19efe089 |
8d257dfb-f659-4ccc-babf-2839408caea4 | 2025-04-14T06:42:59 | network | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|info| desc=Network protocol_anomaly from 67.94.61.51 to 143.14.99.83 No additional info | {
"geo_location": "Denmark",
"device_hash": "b1f5608c987b66e03dd663abca4f6ebb",
"user_agent": "Opera/8.47.(Windows 98; tr-CY) Presto/2.9.167 Version/11.00",
"session_id": "65ced63b-c602-4bdf-b491-ee75cd019083",
"risk_score": 38.33,
"confidence": 0.1
} | 67.94.61.51 | 143.14.99.83 | null | null | null | No additional info | Network protocol_anomaly from 67.94.61.51 to 143.14.99.83 No additional info | protocol_anomaly | 953,922 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9450f01b-0eb6-4233-b6ae-6e9fb05f725e | 2022-04-11T05:38:02 | cloud | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|cloud|critical| desc=Cloud container_escape in AWS by alicia65 No additional info | {
"geo_location": "Haiti",
"device_hash": "402efe4806bfd0d4209c09ea2598c32e13429dcd",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Win 9x 4.90; Trident/3.0)",
"session_id": "7ca80c4d-dcf6-4dec-ae2b-11a2309f3179",
"risk_score": 64.95,
"confidence": 0.33
} | null | null | null | null | null | No additional info | Cloud container_escape in AWS by alicia65 No additional info | container_escape | null | null | alicia65 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-8528109b |
307195b6-8549-4331-945e-29bb77d66410 | 2025-01-15T09:25:30 | iot | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|low| desc=IoT device Camera sensor_spoofing No additional info | {
"geo_location": "Spain",
"device_hash": "54016503b8311e9f73f87bba77ba5cb0c97e9e86",
"user_agent": "Mozilla/5.0 (Android 13; Mobile; rv:53.0) Gecko/53.0 Firefox/53.0",
"session_id": "a82a7130-f6df-4018-99e9-0695b9790aeb",
"risk_score": 27.36,
"confidence": 0.88
} | 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-db4ff7e3 | 6.4 | null | null | null | null | null | null | null | null | null | null |
58302de3-6d8e-4540-af48-8614575d51d3 | 2025-04-20T12:18:53 | firewall | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|medium| desc=Firewall quarantine UDP traffic from 38.81.235.198:55982 to 10.125.58.122:48465 MITRE Technique: T1190 | Associated Threat Actor: Kimsuky | {
"geo_location": "Guatemala",
"device_hash": "82e79d3423e074c951ceb32e2e96fc9a79ae59dd",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/35.0.833.0 Safari/536.2",
"session_id": "fcb0cb2e-5370-441f-991c-6b8f5269305a",
"risk_score": 76.23,
"confidence": 0.69
} | 38.81.235.198 | 10.125.58.122 | null | null | null | MITRE Technique: T1190 | Associated Threat Actor: Kimsuky | Firewall quarantine UDP traffic from 38.81.235.198:55982 to 10.125.58.122:48465 MITRE Technique: T1190 | Associated Threat Actor: Kimsuky | quarantine | 813,653 | UDP | null | null | null | null | null | null | null | null | 55,982 | 48,465 | 1,492 | null | null | null | null | null | null | null |
f803e0d4-dc67-4dcf-bcc1-b01b55024904 | 2025-03-22T11:38:06 | firewall | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|medium| desc=Firewall inspect RDP traffic from 215.188.83.196:4399 to 213.218.18.18:650 No additional info | {
"geo_location": "Egypt",
"device_hash": "a518826b020963b626fb57d75ea87667",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_9_2) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/25.0.871.0 Safari/532.1",
"session_id": "38ecfd31-b3a1-4d7e-8016-2b84b426b325",
"risk_score": 20.66,
"confidence": 0.79
} | 215.188.83.196 | 213.218.18.18 | null | null | null | No additional info | Firewall inspect RDP traffic from 215.188.83.196:4399 to 213.218.18.18:650 No additional info | inspect | 737,133 | RDP | null | null | null | null | null | null | null | null | 4,399 | 650 | 1,895 | null | null | null | null | null | null | null |
938379fb-e7ea-4485-8262-1551bd8e9e10 | 2025-01-28T18:30:39 | firewall | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|medium| desc=Firewall quarantine SMB traffic from 159.204.32.118:784 to 118.58.155.128:13885 No additional info | {
"geo_location": "Cameroon",
"device_hash": "645e977eaba9507b84a998468878e51504a5f9ffdce3bcdf445ec2ccff71ce27",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_4_1 like Mac OS X) AppleWebKit/536.0 (KHTML, like Gecko) CriOS/34.0.845.0 Mobile/16K527 Safari/536.0",
"session_id": "f2833879-5509-491d-ac72-9a0d830a5d48",
"risk_score": 14.92,
"confidence": 0.34
} | 159.204.32.118 | 118.58.155.128 | null | null | null | No additional info | Firewall quarantine SMB traffic from 159.204.32.118:784 to 118.58.155.128:13885 No additional info | quarantine | 443,689 | SMB | null | null | null | null | null | null | null | null | 784 | 13,885 | 2,891 | null | null | null | null | null | null | null |
b43d837a-91fc-4586-82dd-5cb8c2be9b33 | 2025-05-26T04:33:45 | ids_alert | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|low| desc=Trellix Alert: Living-off-the-Land detected from 10.57.165.223 targeting N/A MITRE Technique: T1547.001 | {
"geo_location": "Burundi",
"device_hash": "453d833cf5925c95212ff2c03ac40ccb",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 9_3_6 like Mac OS X) AppleWebKit/531.1 (KHTML, like Gecko) CriOS/49.0.823.0 Mobile/45Z500 Safari/531.1",
"session_id": "fbab1216-366c-41d9-9db2-9de9f496da6b",
"risk_score": 51.15,
"confidence": 0.22
} | 10.57.165.223 | N/A | Living-off-the-Land | SIG-7674 | Policy | MITRE Technique: T1547.001 | Trellix Alert: Living-off-the-Land detected from 10.57.165.223 targeting N/A MITRE Technique: T1547.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
62fa5c95-d5a6-45dc-97fa-97755e9f5b2b | 2025-07-06T14:39:51 | endpoint | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint memory_injection time by andersontrevor No additional info | {
"geo_location": "Costa Rica",
"device_hash": "a61939f852a3480b84a064781dd9b1cdbdf7d1f8",
"user_agent": "Opera/8.75.(X11; Linux x86_64; hsb-DE) Presto/2.9.163 Version/12.00",
"session_id": "6e46e5cc-31ff-48f1-8a0c-d65467d7fa50",
"risk_score": 55.61,
"confidence": 0.39
} | null | null | null | null | null | No additional info | Endpoint memory_injection time by andersontrevor No additional info | memory_injection | null | null | andersontrevor | time | 8,146 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e49e80de-6673-43fd-ae4e-e713fc6c12d6 | 2025-05-31T12:04:08 | ids_alert | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|high| desc=Snort Alert: Domain Fronting detected from 172.33.149.13 targeting 198.246.110.163 No additional info | {
"geo_location": "United States Minor Outlying Islands",
"device_hash": "ab5546ce078695870434f0fee134eb59f4f5d4d0",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_7_3 rv:6.0; as-IN) AppleWebKit/532.40.2 (KHTML, like Gecko) Version/4.0.3 Safari/532.40.2",
"session_id": "584a6157-df2b-4096-a5cc-e9dcfcf3a42d",
"risk_score": 70.69,
"confidence": 0.14
} | 172.33.149.13 | 198.246.110.163 | Domain Fronting | SIG-5334 | Exploit | No additional info | Snort Alert: Domain Fronting detected from 172.33.149.13 targeting 198.246.110.163 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
68d73265-5f96-4fec-bb4e-31ad4161ee2f | 2025-05-19T17:47:52 | ids_alert | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|low| desc=QRadar Alert: DDoS detected from 101.106.99.213 targeting 158.252.250.87 No additional info | {
"geo_location": "North Korea",
"device_hash": "855e2b414709fa1512b162628f3f0efd",
"user_agent": "Opera/8.83.(Windows NT 6.1; hsb-DE) Presto/2.9.167 Version/11.00",
"session_id": "8ee9a5fe-ff7a-4383-9e2c-49fa8f5897a8",
"risk_score": 20.47,
"confidence": 0.05
} | 101.106.99.213 | 158.252.250.87 | DDoS | SIG-2196 | Recon | No additional info | QRadar Alert: DDoS detected from 101.106.99.213 targeting 158.252.250.87 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
bce495b7-c31a-484f-b50a-6a755b2951b2 | 2025-02-21T03:13:57 | auth | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|low| desc=Auth success for ahernandez via MFA from 33.84.237.132 MITRE Technique: T1110.003 | Associated Threat Actor: Wizard Spider | {
"geo_location": "Guam",
"device_hash": "666d2faf2d294f23d2c2fae462c500192528d149a80d6592cac6ae9107dc336c",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_4 like Mac OS X) AppleWebKit/535.0 (KHTML, like Gecko) FxiOS/14.6q1523.0 Mobile/14I136 Safari/535.0",
"session_id": "468c0346-95f5-416c-9b4b-492993bc7016",
"risk_score": 26.76,
"confidence": 0.73
} | 33.84.237.132 | null | null | null | null | MITRE Technique: T1110.003 | Associated Threat Actor: Wizard Spider | Auth success for ahernandez via MFA from 33.84.237.132 MITRE Technique: T1110.003 | Associated Threat Actor: Wizard Spider | success | null | null | ahernandez | null | null | null | null | null | null | null | null | null | null | MFA | c1:48:c5:ea:c2:1b | null | null | null | null | null |
82558967-29de-49dc-a512-425993511443 | 2025-03-06T11:01:36 | firewall | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall allow RDP traffic from 39.219.206.131:219 to 10.58.78.93:1722 Associated Threat Actor: Lazarus Group noise=must|charge|owner | {
"geo_location": "Oman",
"device_hash": "4d91b9a1f83bf7a9f19e1b114250fd44e90cb796462ff81b42a06044bd381c64",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.2; Trident/5.1)",
"session_id": "3a31cbf5-0fcc-471b-9ddd-1fa64fdab479",
"risk_score": 31.08,
"confidence": 0.83
} | 39.219.206.131 | 10.58.78.93 | null | null | null | Associated Threat Actor: Lazarus Group | Firewall allow RDP traffic from 39.219.206.131:219 to 10.58.78.93:1722 Associated Threat Actor: Lazarus Group | allow | 280,063 | RDP | null | null | null | null | {
"baseline_deviation": 2.87,
"entropy": 3.44,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 219 | 1,722 | 1,132 | null | null | null | null | null | null | null |
aa25bb77-813b-4076-aca9-082c1745c5b0 | 2025-06-08T10:23:38 | auth | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|high| desc=Auth locked for christinacampbell via MFA from 46.209.7.129 No additional info | {
"geo_location": "Tokelau",
"device_hash": "559290aef13e9cbaf5cf150c6e2e96094afc9ec1",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 3_2_2 like Mac OS X) AppleWebKit/532.2 (KHTML, like Gecko) CriOS/45.0.851.0 Mobile/23D485 Safari/532.2",
"session_id": "21792b2c-16f9-45ff-8c05-1bcd91f48e80",
"risk_score": 37.84,
"confidence": 0.13
} | 46.209.7.129 | null | null | null | null | No additional info | Auth locked for christinacampbell via MFA from 46.209.7.129 No additional info | locked | null | null | christinacampbell | null | null | null | null | null | null | null | null | null | null | MFA | fd:f8:0c:03:b2:2a | null | null | null | null | null |
e8b0e8e9-f78f-45b7-84b8-2d3725f2591b | 2025-05-01T04:58:02 | ai | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|high| desc=AI system adversarial_input by michaelreynolds No additional info | {
"geo_location": "Niger",
"device_hash": "048b79e5c97ce86127fd625b2635a7e8ae2079f4859312d4fa14ef0b03aa252f",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/28.0.805.0 Safari/534.1",
"session_id": "12de317d-cb63-4454-be20-2ae8f7fabf92",
"risk_score": 68.15,
"confidence": 0.28
} | null | null | null | null | null | No additional info | AI system adversarial_input by michaelreynolds No additional info | adversarial_input | null | null | michaelreynolds | null | null | null | null | null | null | null | null | null | null | null | null | model-1ac64e92 | 9246d2ff7940c206c6129aed3f6f08b1206952178b358e328ca69b9e7915336f | dc2d51b301e4de98791af1ad89c4a4bd5228a1895c694dd73397725d55e8d593 | null | null |
b3c2d24d-a9de-4af9-b48a-2747050d88ab | 2025-01-28T13:20:34 | endpoint | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|info| desc=Endpoint powershell_exec /hundred/have.flac by scottcruz No additional info noise=woman|war|marriage | {
"geo_location": "Syrian Arab Republic",
"device_hash": "27719b8b583dfa1ebd011d44e05874c30a89a689a2fa85b2d9045aca408d74b5",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 4.0) AppleWebKit/533.13.4 (KHTML, like Gecko) Version/4.0.5 Safari/533.13.4",
"session_id": "9b8a7fd7-dd67-456d-aec2-de4f1889be26",
"risk_score": 17.23,
"confidence": 0.28
} | null | null | null | null | null | No additional info | Endpoint powershell_exec /hundred/have.flac by scottcruz No additional info | powershell_exec | null | null | scottcruz | /hundred/have.flac | 4,097 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a8b83316-e0c1-426b-865d-5c15b0e717af | 2025-03-26T09:00:03 | cloud | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|info| desc=Cloud storage_access in OCI by nicolejohnson No additional info | {
"geo_location": "Finland",
"device_hash": "b17626d1036af8fd33b4900994aa6384",
"user_agent": "Opera/9.48.(X11; Linux x86_64; iu-CA) Presto/2.9.172 Version/11.00",
"session_id": "f82067fc-1063-4f53-9226-0396a8255c26",
"risk_score": 50.96,
"confidence": 0.75
} | null | null | null | null | null | No additional info | Cloud storage_access in OCI by nicolejohnson No additional info | storage_access | null | null | nicolejohnson | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-2725be9b |
48c9e035-2a87-4a1d-bdd8-5538497fb200 | 2025-03-13T12:27:34 | auth | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|auth|info| desc=Auth timeout for lreyes via MFA from 182.43.190.35 No additional info | {
"geo_location": "Bulgaria",
"device_hash": "9458fff3d3d4f91cb228ffd61c7f095929ba8c59",
"user_agent": "Mozilla/5.0 (Android 12.1; Mobile; rv:49.0) Gecko/49.0 Firefox/49.0",
"session_id": "6cbe8ad8-941f-48e3-bdb2-51748d7650dc",
"risk_score": 65.41,
"confidence": 0.37
} | 182.43.190.35 | null | null | null | null | No additional info | Auth timeout for lreyes via MFA from 182.43.190.35 No additional info | timeout | null | null | lreyes | null | null | null | null | null | null | null | null | null | null | MFA | 2c:bc:b0:dc:c0:9b | null | null | null | null | null |
fe4d803b-56f6-4a3f-99d9-e15e6b52c4ad | 2025-05-08T14:51:59 | ai | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|critical| desc=AI system model_inversion by kennedytaylor No additional info | {
"geo_location": "Micronesia",
"device_hash": "1fee189845be474594f48244fe3163d264195db084868d4e30abe6a6fc070537",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 95; Trident/4.0)",
"session_id": "388687d3-3539-483b-be41-29c7bebb4fb9",
"risk_score": 56.51,
"confidence": 0.79
} | null | null | null | null | null | No additional info | AI system model_inversion by kennedytaylor No additional info | model_inversion | null | null | kennedytaylor | null | null | null | null | null | null | null | null | null | null | null | null | model-56f7824e | 15504d1b53088494c68c5d1ae8eb9cdb | 153e9bb732b7a82f5c0f2e7f23ffc2ceabab4d04 | null | null |
8fd107d0-6e01-4d95-a5f1-87adbd3eec23 | 2025-01-22T05:59:16 | network | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|medium| desc=Network connection from 88.137.250.31 to 28.222.55.21 MITRE Technique: T1543.003 | Unconventional IOC: Power consumption spikes noise=term|attorney|whole | {
"geo_location": "Grenada",
"device_hash": "12d5cccb30fb573372dfdbd7dbedfeba42fb588b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.0; Trident/5.1)",
"session_id": "32f189f7-0e85-4f3d-8e4c-85776494e832",
"risk_score": 10.82,
"confidence": 0.24
} | 88.137.250.31 | 28.222.55.21 | null | null | null | MITRE Technique: T1543.003 | Unconventional IOC: Power consumption spikes | Network connection from 88.137.250.31 to 28.222.55.21 MITRE Technique: T1543.003 | Unconventional IOC: Power consumption spikes | connection | 561,639 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4bb64680-2691-44c7-a160-db41cb5c8a00 | 2025-06-07T19:45:24 | iot | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|low| desc=IoT device Thermostat physical_tamper Associated Threat Actor: Sandworm Team | {
"geo_location": "Lithuania",
"device_hash": "fc49cc137798db88c9e3091a478d498d",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_7_8; rv:1.9.6.20) Gecko/4916-11-07 13:36:28 Firefox/3.6.16",
"session_id": "b9df9611-4f62-466b-a70e-35c9eb8728b8",
"risk_score": 79.65,
"confidence": 0.09
} | null | null | null | null | null | Associated Threat Actor: Sandworm Team | IoT device Thermostat physical_tamper Associated Threat Actor: Sandworm Team | physical_tamper | null | null | null | null | null | null | null | Thermostat | iot-de0306eb | 5.7 | null | null | null | null | null | null | null | null | null | null |
988b9183-09af-44e2-844b-f187df1eeb88 | 2025-04-01T07:57:19 | ids_alert | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|critical| desc=QRadar Alert: MFA Bypass detected from 10.7.229.18 targeting 10.56.208.92 No additional info noise=SG90Lg== | {
"geo_location": "Czech Republic",
"device_hash": "a37437dd0bf0c6e71b04f89c679a22c49531fd632d93a4349f6790244c86e1ef",
"user_agent": "Opera/8.57.(Windows NT 5.0; bn-IN) Presto/2.9.185 Version/10.00",
"session_id": "3349176f-fb91-46a5-b63e-684067c68b3a",
"risk_score": 24.41,
"confidence": 0.35
} | 10.7.229.18 | 10.56.208.92 | MFA Bypass | SIG-5468 | Policy | No additional info | QRadar Alert: MFA Bypass detected from 10.7.229.18 targeting 10.56.208.92 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d04581a1-f023-42cf-811c-05336708f193 | 2025-06-30T12:05:50 | network | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|network|info| desc=Network connection from 183.104.216.164 to 46.78.53.161 No additional info | {
"geo_location": "Russia",
"device_hash": "54fd3f77184b06bbfaf7f981cddf06b6",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98) AppleWebKit/535.5.6 (KHTML, like Gecko) Version/4.0.1 Safari/535.5.6",
"session_id": "bc431609-842f-41d1-9934-cac57aff8d4d",
"risk_score": 30.37,
"confidence": 0.8
} | 183.104.216.164 | 46.78.53.161 | null | null | null | No additional info | Network connection from 183.104.216.164 to 46.78.53.161 No additional info | connection | 982,246 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
70377896-6dbc-4acc-a6c1-8c4874b035ed | 2025-05-23T04:45:03 | ids_alert | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ids_alert|low| desc=Vectra AI Alert: MFA Bypass detected from 125.46.17.86 targeting N/A MITRE Technique: T1071.001 | {
"geo_location": "Guinea",
"device_hash": "3ec19b367f09a59656813ae71b9544c6f4d9f7da",
"user_agent": "Opera/9.94.(X11; Linux x86_64; doi-IN) Presto/2.9.187 Version/10.00",
"session_id": "9f266e05-c6aa-47ae-bbef-3b2739021cdb",
"risk_score": 41.46,
"confidence": 0.46
} | 125.46.17.86 | N/A | MFA Bypass | SIG-6085 | Recon | MITRE Technique: T1071.001 | Vectra AI Alert: MFA Bypass detected from 125.46.17.86 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 |
3665e70c-44b4-4a2c-825d-7b9f316c9584 | 2025-05-19T21:42:28 | ids_alert | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|low| desc=Wazuh Alert: Container Escape detected from 156.31.115.143 targeting N/A No additional info | {
"geo_location": "Marshall Islands",
"device_hash": "8681635b6b74e199706cafa1067f1edec0a76318",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 4_2_1 like Mac OS X) AppleWebKit/531.1 (KHTML, like Gecko) FxiOS/16.1o7094.0 Mobile/68Z408 Safari/531.1",
"session_id": "8379bdbc-14e9-4024-a759-3b181051f825",
"risk_score": 51.21,
"confidence": 0.39
} | 156.31.115.143 | N/A | Container Escape | SIG-8783 | Evasion | No additional info | Wazuh Alert: Container Escape detected from 156.31.115.143 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 |
b11cb0f7-47cb-4d39-ab7a-b7912c79a4c5 | 2025-01-23T07:22:37 | iot | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|high| desc=IoT device Sensor command_injection No additional info | {
"geo_location": "Falkland Islands (Malvinas)",
"device_hash": "823ef48c8d44b5bb9fedcb232791581a",
"user_agent": "Mozilla/5.0 (Android 4.0.3; Mobile; rv:61.0) Gecko/61.0 Firefox/61.0",
"session_id": "0c1fb141-f27c-4bc3-b159-5d895632f3ba",
"risk_score": 43.81,
"confidence": 0.38
} | null | null | null | null | null | No additional info | IoT device Sensor command_injection No additional info | command_injection | null | null | null | null | null | null | null | Sensor | iot-d33a16ec | 5.6 | null | null | null | null | null | null | null | null | null | null |
b3b0379a-a200-4b22-bdb1-4bae2f148744 | 2025-03-11T01:31:16 | ai | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|medium| desc=AI system training_data_poisoning by michaeldavis No additional info | {
"geo_location": "Kazakhstan",
"device_hash": "f7bd71317a1a3f8556d62d20ce60f38af6f86b63",
"user_agent": "Opera/9.65.(Windows NT 10.0; sa-IN) Presto/2.9.182 Version/11.00",
"session_id": "9314562e-8cc6-4163-a238-1a788d1ae5dd",
"risk_score": 67.9,
"confidence": 0.65
} | null | null | null | null | null | No additional info | AI system training_data_poisoning by michaeldavis No additional info | training_data_poisoning | null | null | michaeldavis | null | null | null | null | null | null | null | null | null | null | null | null | model-7ed0ce0d | 92345606908a1bff830654eba41ec1e2 | db07476c649419c78e61ae0b64eb944920c6491497406f0408269e46e5243996 | null | null |
4f5e8188-b028-4b42-b3d4-32924b083be3 | 2025-02-23T09:52:26 | endpoint | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|high| desc=Endpoint registry_change /bill/trial.html by sean15 No additional info | {
"geo_location": "Germany",
"device_hash": "680f6a062585b25b571bb026b26b5f149373254bf936d7bf6280924770a97747",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.0; Trident/4.0)",
"session_id": "f6c23aea-4174-46b7-af80-1a5d202b1438",
"risk_score": 31.47,
"confidence": 0.51
} | null | null | null | null | null | No additional info | Endpoint registry_change /bill/trial.html by sean15 No additional info | registry_change | null | null | sean15 | /bill/trial.html | 9,418 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
14899d31-dd6d-4693-9f1b-675d3ea54cdb | 2025-05-24T18:48:48 | network | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|high| desc=Network covert_channel from 191.126.145.161 to 74.114.171.46 No additional info noise=categories/wp-content/wp-content | {
"geo_location": "Congo",
"device_hash": "3071b2498a4f180d15e202c19eeef375",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.2; Trident/3.1)",
"session_id": "3fb005ef-44a3-4a3e-916d-3b505335c84a",
"risk_score": 15.11,
"confidence": 0.02
} | 191.126.145.161 | 74.114.171.46 | null | null | null | No additional info | Network covert_channel from 191.126.145.161 to 74.114.171.46 No additional info | covert_channel | 591,202 | HTTP | null | null | null | null | {
"baseline_deviation": 0.87,
"entropy": 7.86,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
6c8e7db1-f47f-419b-b57b-6f3172b23ea9 | 2025-03-11T11:16:56 | ai | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|high| desc=AI system model_access by hhoward MITRE Technique: T1574.002 noise=9D2FB64E | {
"geo_location": "Australia",
"device_hash": "c0ad33fe81fb0ff8b119fc6d7ec785d3",
"user_agent": "Opera/8.16.(Windows NT 6.0; hr-HR) Presto/2.9.188 Version/12.00",
"session_id": "e59c8b8e-9656-452e-839f-433a35762a95",
"risk_score": 38.87,
"confidence": 0.55
} | null | null | null | null | null | MITRE Technique: T1574.002 | AI system model_access by hhoward MITRE Technique: T1574.002 | model_access | null | null | hhoward | null | null | null | {
"baseline_deviation": 1.29,
"entropy": 2.11,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | model-04c92884 | 0ea01af4a20cae9371ab1d67aa3ff3f8 | a09af0dbbe2818c76fb5bc7288a3e29b38d512ae3cb2b7f8db157f7995984ae1 | null | null |
887eac3e-7cd7-4d4d-987f-71b31f1a0e87 | 2025-03-05T23:42:02 | ids_alert | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|critical| desc=Suricata Alert: Credential Stuffing detected from 147.98.38.126 targeting N/A No additional info | {
"geo_location": "Brunei Darussalam",
"device_hash": "1a94ae28e4adaf8b2ba0f17d624dbe921490bb12632bb915ae94f2b3876739b2",
"user_agent": "Mozilla/5.0 (Windows CE; fy-DE; rv:1.9.1.20) Gecko/2797-10-17 02:52:04 Firefox/3.6.15",
"session_id": "ff32e2f4-1eac-49e8-9b7e-0ce1cc62c63a",
"risk_score": 75.9,
"confidence": 0.5
} | 147.98.38.126 | N/A | Credential Stuffing | SIG-3882 | Policy | No additional info | Suricata Alert: Credential Stuffing detected from 147.98.38.126 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 |
20e8ad0b-0acd-4c90-9348-da8fa42371d8 | 2025-06-13T05:30:13 | cloud | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|cloud|low| desc=Cloud crypto_mining in Azure by timothy89 No additional info | {
"geo_location": "Taiwan",
"device_hash": "e35763ade05a1b2323f9c65a18622088439962b63ef8fcb58e649f5e9ea2734f",
"user_agent": "Opera/8.62.(Windows NT 5.1; niu-NU) Presto/2.9.178 Version/12.00",
"session_id": "9148f271-c92d-4b2b-aca7-ebacabdcfc6b",
"risk_score": 61.29,
"confidence": 0.95
} | null | null | null | null | null | No additional info | Cloud crypto_mining in Azure by timothy89 No additional info | crypto_mining | null | null | timothy89 | null | null | null | {
"baseline_deviation": 2.32,
"entropy": 2.43,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | Azure | res-29f6acd9 |
39ac608a-db3a-466a-87c8-6d6893d5c54b | 2025-05-12T06:25:04 | ids_alert | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|low| desc=Zeek Alert: MFA Bypass detected from 156.106.15.158 targeting 42.251.213.72 No additional info | {
"geo_location": "Paraguay",
"device_hash": "5d7087647451830b0847e2a46ffe2f29728dd5cc",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 4.0; Trident/3.1)",
"session_id": "b68c120e-bd4e-40db-9024-219fb764c5fc",
"risk_score": 18.47,
"confidence": 0.3
} | 156.106.15.158 | 42.251.213.72 | MFA Bypass | SIG-4695 | Policy | No additional info | Zeek Alert: MFA Bypass detected from 156.106.15.158 targeting 42.251.213.72 No additional info | null | null | null | null | null | null | null | {
"baseline_deviation": 0.65,
"entropy": 3.87,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
38f10a90-db0a-41f5-8c8c-bc7670c99e86 | 2025-06-21T06:16:00 | network | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|medium| desc=Network covert_channel from 173.29.75.105 to 26.235.143.49 No additional info | {
"geo_location": "Timor-Leste",
"device_hash": "0762e4c1d3437199f8d83a4b4c6c3c80",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; az-AZ) AppleWebKit/531.1.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B117 Safari/6531.1.2",
"session_id": "b22b5168-80c8-44f9-b5b1-33e8f3bd4813",
"risk_score": 53.35,
"confidence": 0.42
} | 173.29.75.105 | 26.235.143.49 | null | null | null | No additional info | Network covert_channel from 173.29.75.105 to 26.235.143.49 No additional info | covert_channel | 643,055 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
eed33fe9-0a7c-4a52-8166-75bb20ce7baa | 2025-04-04T11:52:21 | firewall | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|info| desc=Firewall quarantine HTTPS traffic from 125.29.234.211:51717 to 80.233.50.231:28046 Geo anomaly: Impossible travel detected | {
"geo_location": "Zimbabwe",
"device_hash": "823625bc6e00713a429fa274589c030140caff6490957a6c4cc0107299648b7f",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/6819-05-02 02:31:21 Firefox/3.8",
"session_id": "e74fb474-8b13-4126-bfa3-2b38277e6078",
"risk_score": 46.42,
"confidence": 0.76
} | 125.29.234.211 | 80.233.50.231 | null | null | null | Geo anomaly: Impossible travel detected | Firewall quarantine HTTPS traffic from 125.29.234.211:51717 to 80.233.50.231:28046 Geo anomaly: Impossible travel detected | quarantine | 930,284 | HTTPS | null | null | null | null | null | null | null | null | 51,717 | 28,046 | 2,921 | null | null | null | null | null | null | null |
6e994dfa-8512-4530-b091-52337bb10527 | 2025-01-18T13:17:00 | network | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|network|info| desc=Network covert_channel from 119.108.164.93 to 105.116.198.134 MITRE Technique: T1566.001 | {
"geo_location": "South Georgia and the South Sandwich Islands",
"device_hash": "a792fbe29d6775cca88299cd3b893fb7",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98; Win 9x 4.90) AppleWebKit/535.6.6 (KHTML, like Gecko) Version/4.0 Safari/535.6.6",
"session_id": "d9588efd-a06a-416c-95f2-192337bbe920",
"risk_score": 65.52,
"confidence": 0.06
} | 119.108.164.93 | 105.116.198.134 | null | null | null | MITRE Technique: T1566.001 | Network covert_channel from 119.108.164.93 to 105.116.198.134 MITRE Technique: T1566.001 | covert_channel | 257,717 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8fc20c1e-a3e7-4467-acdd-8d62181a22ac | 2025-01-24T23:52:08 | ai | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|high| desc=AI system model_inversion by gjones MITRE Technique: T1110.003 | {
"geo_location": "Serbia",
"device_hash": "9e336b5770a28aba6538486c1589fef1817bed54",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; eu-ES) AppleWebKit/533.37.5 (KHTML, like Gecko) Version/4.0.5 Mobile/8B111 Safari/6533.37.5",
"session_id": "a5679a9c-c986-4604-ac5d-b26e788b5c33",
"risk_score": 68.38,
"confidence": 0.12
} | null | null | null | null | null | MITRE Technique: T1110.003 | AI system model_inversion by gjones MITRE Technique: T1110.003 | model_inversion | null | null | gjones | null | null | null | null | null | null | null | null | null | null | null | null | model-ed24fdc4 | be4c7ac18ed1efb5839c33334791362e2aa8c37e | a46d82248ac4b60252a2e421ee39470b | null | null |
c2ac4ce1-f33d-493d-aae6-12e351917be1 | 2025-06-23T17:01:16 | iot | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|high| desc=IoT device HVAC protocol_violation No additional info | {
"geo_location": "Slovakia (Slovak Republic)",
"device_hash": "68b4b0293e6806cb98939056738803696e1fb9ea3dee686a6ac7c06abfa25913",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_3 like Mac OS X) AppleWebKit/535.0 (KHTML, like Gecko) CriOS/46.0.815.0 Mobile/91I310 Safari/535.0",
"session_id": "a382db2d-b302-4229-8414-7b3730ae0dbb",
"risk_score": 31.53,
"confidence": 0.3
} | 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-d936627e | 4.6 | null | null | null | null | null | null | null | null | null | null |
92983693-f3c2-47cf-a487-c0d924aff2c7 | 2025-06-08T00:25:37 | ids_alert | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|medium| desc=Trellix Alert: SQL Injection detected from 173.101.106.146 targeting 10.123.51.72 MITRE Technique: T1071.001 | Associated Threat Actor: Kimsuky | Obfuscated payload detected noise=UGF5IGdhbWUu | {
"geo_location": "Gibraltar",
"device_hash": "705a04ce2d1eb00a40b9ff91d61b45fd",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 3_2_2 like Mac OS X) AppleWebKit/531.2 (KHTML, like Gecko) CriOS/55.0.820.0 Mobile/96D495 Safari/531.2",
"session_id": "ee343463-66a7-46aa-94da-9873e30a763f",
"risk_score": 44.81,
"confidence": 0.44
} | 173.101.106.146 | 10.123.51.72 | SQL Injection | SIG-2442 | Evasion | MITRE Technique: T1071.001 | Associated Threat Actor: Kimsuky | Obfuscated payload detected | Trellix Alert: SQL Injection detected from 173.101.106.146 targeting 10.123.51.72 MITRE Technique: T1071.001 | Associated Threat Actor: Kimsuky | Obfuscated payload detected | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6a4e4900-a6ef-4dc1-8bf2-3e478057ff73 | 2025-05-09T19:46:28 | ids_alert | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ids_alert|medium| desc=Vectra AI Alert: XSS detected from 202.29.151.164 targeting 189.104.84.98 MITRE Technique: T1053.005 | {
"geo_location": "Iran",
"device_hash": "4cc7bb18f08862c86a89257fc3a3afee",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.01; Trident/5.0)",
"session_id": "1cbe27c9-dcdb-47e9-8dd2-1660c7d2db1e",
"risk_score": 44.75,
"confidence": 0.57
} | 202.29.151.164 | 189.104.84.98 | XSS | SIG-5748 | Malware | MITRE Technique: T1053.005 | Vectra AI Alert: XSS detected from 202.29.151.164 targeting 189.104.84.98 MITRE Technique: T1053.005 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4379c2b0-89c5-476c-9bb8-fa5255d7715f | 2025-01-26T16:36:50 | cloud | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|info| desc=Cloud shadow_it in GCP by grice MITRE Technique: T1078.004 noise=son|we|course | {
"geo_location": "Martinique",
"device_hash": "832d1b169575127d13256bce99af067cd35e9272",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; fy-NL) AppleWebKit/531.37.6 (KHTML, like Gecko) Version/4.0.5 Mobile/8B114 Safari/6531.37.6",
"session_id": "f54a794d-d44f-4e53-bb15-3a137735d285",
"risk_score": 69.76,
"confidence": 0.4
} | null | null | null | null | null | MITRE Technique: T1078.004 | Cloud shadow_it in GCP by grice MITRE Technique: T1078.004 | shadow_it | null | null | grice | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-09485f56 |
e8fca780-7585-426e-b25c-942e08674cd2 | 2025-02-05T21:55:44 | firewall | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|firewall|info| desc=Firewall quarantine HTTPS traffic from 67.236.179.70:607 to 10.234.109.245:57595 MITRE Technique: T1059.005 | {
"geo_location": "Mongolia",
"device_hash": "50c74454c2580f980e00e11d296ec167a9ab598d0caeee908769a2f6b0ced26b",
"user_agent": "Mozilla/5.0 (Android 2.3.7; Mobile; rv:26.0) Gecko/26.0 Firefox/26.0",
"session_id": "488f3427-4a53-477d-ac6c-8d53067f5dcd",
"risk_score": 23.41,
"confidence": 0.31
} | 67.236.179.70 | 10.234.109.245 | null | null | null | MITRE Technique: T1059.005 | Firewall quarantine HTTPS traffic from 67.236.179.70:607 to 10.234.109.245:57595 MITRE Technique: T1059.005 | quarantine | 605,856 | HTTPS | null | null | null | null | null | null | null | null | 607 | 57,595 | 2,615 | null | null | null | null | null | null | null |
607115db-31cb-4e4d-9037-9f3b0b7c93e0 | 2025-03-16T21:58:14 | auth | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|info| desc=Auth bypass for pwelch via passwordless from 19.145.207.68 MITRE Technique: T1190 | Associated Threat Actor: Leafminer | {
"geo_location": "Palau",
"device_hash": "c005ddaaa94c72712d8db02b82cfe4ea5a425f832c7cc8384e23b7fd5e095349",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 10_3_3 like Mac OS X) AppleWebKit/535.2 (KHTML, like Gecko) CriOS/19.0.840.0 Mobile/73A111 Safari/535.2",
"session_id": "6615152d-50a2-430e-8358-8ad380aa6284",
"risk_score": 63.07,
"confidence": 0.83
} | 19.145.207.68 | null | null | null | null | MITRE Technique: T1190 | Associated Threat Actor: Leafminer | Auth bypass for pwelch via passwordless from 19.145.207.68 MITRE Technique: T1190 | Associated Threat Actor: Leafminer | bypass | null | null | pwelch | null | null | null | null | null | null | null | null | null | null | passwordless | e5:90:bd:30:8a:4a | null | null | null | null | null |
1d2cae4a-f98d-4740-8afb-4d49deea8bc3 | 2021-06-07T06:06:05 | ai | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ai|high| desc=AI system model_inversion by hardingpatricia No additional info | {
"geo_location": "Nigeria",
"device_hash": "79a19031b600d2dc53ccb3ef0f419fa4e374afd5",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_8_0 rv:4.0; ht-HT) AppleWebKit/535.8.4 (KHTML, like Gecko) Version/4.0.5 Safari/535.8.4",
"session_id": "30f2a63f-0e21-42d9-91f2-199507d29ebe",
"risk_score": 30.15,
"confidence": 0.15
} | null | null | null | null | null | No additional info | AI system model_inversion by hardingpatricia No additional info | model_inversion | null | null | hardingpatricia | null | null | null | null | null | null | null | null | null | null | null | null | model-3ba2d32e | b61d791623a9cf8300b14699a2c764a2 | 59da105891d2fda4f2cc798c680e844713eaede440bf410743b4a5b2251e229a | null | null |
de59bfc1-dfab-49e1-90bd-b06733ef1a08 | 2025-05-19T17:54:31 | endpoint | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|info| desc=Endpoint service_install pretty by sara33 MITRE Technique: T1486 noise=plant|sound|hospital | {
"geo_location": "Palau",
"device_hash": "5591711cb1f8d2f956a21456af340562",
"user_agent": "Mozilla/5.0 (Windows NT 6.0; wo-SN; rv:1.9.0.20) Gecko/7694-02-09 06:43:44 Firefox/3.8",
"session_id": "dcbe24bf-97b1-4beb-b200-9bdfdbf6820f",
"risk_score": 65.71,
"confidence": 0.56
} | null | null | null | null | null | MITRE Technique: T1486 | Endpoint service_install pretty by sara33 MITRE Technique: T1486 | service_install | null | null | sara33 | pretty | 7,414 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
966a6c27-e1c8-4cac-8601-0ea8e10b69a8 | 2025-04-12T19:41:30 | ai | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|info| desc=AI system fine_tuning by morriselizabeth MITRE Technique: T1059.005 noise=opportunity|something|anyone | {
"geo_location": "Saint Helena",
"device_hash": "6cea41d4ea646505b33d9e32d0c72bfa",
"user_agent": "Mozilla/5.0 (Linux; Android 4.4.3) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/59.0.862.0 Safari/531.1",
"session_id": "6abe17f3-1434-4d38-a834-7dacf6f6c0cc",
"risk_score": 23.07,
"confidence": 0.16
} | null | null | null | null | null | MITRE Technique: T1059.005 | AI system fine_tuning by morriselizabeth MITRE Technique: T1059.005 | fine_tuning | null | null | morriselizabeth | null | null | null | null | null | null | null | null | null | null | null | null | model-2977d8cb | 4c7d8a6c7ee08b5b10dd1250b067a783081f621e | 08624601794c7ce30174fba1fc05f8b3 | null | null |
0d8d0d89-e2a4-4171-a1fa-b5bce018296f | 2025-01-25T15:20:47 | endpoint | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|high| desc=Endpoint wmi_exec describe by craig39 No additional info | {
"geo_location": "Myanmar",
"device_hash": "bbc77eae51658edb794ec3fa8d2a6d7b5b8447af",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_3 like Mac OS X) AppleWebKit/535.0 (KHTML, like Gecko) CriOS/17.0.861.0 Mobile/55P375 Safari/535.0",
"session_id": "089331ee-00e8-4024-95cf-69ad8a2bc8cc",
"risk_score": 33.96,
"confidence": 0.75
} | null | null | null | null | null | No additional info | Endpoint wmi_exec describe by craig39 No additional info | wmi_exec | null | null | craig39 | describe | 3,414 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
17d5962d-3d5d-44de-b03f-1373bf40f819 | 2025-02-17T09:18:37 | cloud | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|cloud|info| desc=Cloud crypto_mining in GCP by colinthomas Associated Threat Actor: APT29 | {
"geo_location": "Turks and Caicos Islands",
"device_hash": "ee745413ef0fb5833042591f587b5526",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/7856-11-28 03:12:17 Firefox/14.0",
"session_id": "5280ad73-e9ff-44d6-a0b3-e546e7e3eae5",
"risk_score": 71.28,
"confidence": 0.68
} | null | null | null | null | null | Associated Threat Actor: APT29 | Cloud crypto_mining in GCP by colinthomas Associated Threat Actor: APT29 | crypto_mining | null | null | colinthomas | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-255795ca |
85bc0568-0b0b-44a9-8e5a-161b2184458f | 2025-06-09T17:48:27 | ai | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|medium| desc=AI system model_access by michaelcuevas No additional info | {
"geo_location": "Netherlands",
"device_hash": "95c93ba5f9eb13961464878456b8203358f4fd43e2c8d194517a908958eb2463",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_8_7 rv:3.0; sa-IN) AppleWebKit/534.25.5 (KHTML, like Gecko) Version/5.1 Safari/534.25.5",
"session_id": "aa5a205d-9ce8-4cbb-bcd4-4b730244309a",
"risk_score": 43.11,
"confidence": 0.97
} | null | null | null | null | null | No additional info | AI system model_access by michaelcuevas No additional info | model_access | null | null | michaelcuevas | null | null | null | null | null | null | null | null | null | null | null | null | model-f5ff7c98 | bea263b9e7d24a9b8e35d8b41f24d5e3 | c012cef76064b5bff5fb9eb8477ceca2 | null | null |
ed886214-a89e-450c-8734-92f6366ba5a8 | 2025-06-25T13:26:34 | network | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|low| desc=Network covert_channel from 10.225.65.34 to 112.213.19.76 Unconventional IOC: UEFI variable tampering | {
"geo_location": "Western Sahara",
"device_hash": "657b5425d1d52c79d12968769c1affb6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.0; Trident/3.1)",
"session_id": "008adef4-4cfd-43c7-89d5-3ffe7fcd6ffd",
"risk_score": 39.18,
"confidence": 0.68
} | 10.225.65.34 | 112.213.19.76 | null | null | null | Unconventional IOC: UEFI variable tampering | Network covert_channel from 10.225.65.34 to 112.213.19.76 Unconventional IOC: UEFI variable tampering | covert_channel | 254,274 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
70efa0dc-4c44-469d-baaf-dbe576e62bcc | 2029-05-06T05:02:19 | cloud | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|low| desc=Cloud storage_access in Alibaba by williamsalbert Cross-tenant access detected | {
"geo_location": "Japan",
"device_hash": "8d01d4024612f95bd80a79cc67e11bf649b8e48b",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_8_8; rv:1.9.4.20) Gecko/9098-05-13 21:10:32 Firefox/3.8",
"session_id": "093765b3-a64d-4aad-9235-c62155a4832c",
"risk_score": 65.7,
"confidence": 0.54
} | null | null | null | null | null | Cross-tenant access detected | Cloud storage_access in Alibaba by williamsalbert Cross-tenant access detected | storage_access | null | null | williamsalbert | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-d6601f45 |
7b27efa5-dc87-421a-bedc-e2bb7d5b1442 | 2025-05-18T15:30:25 | endpoint | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint persistence_mechanism /thousand/model.ppt by fosterandrew MITRE Technique: T1547.001 | {
"geo_location": "Saint Pierre and Miquelon",
"device_hash": "2db6fb2c24104075decf1f0c5b80f990816ea26c27dfc510e7958122714d0678",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.0; Trident/3.1)",
"session_id": "0acc7858-de2c-4639-81a9-9a0f75e3ce33",
"risk_score": 33.75,
"confidence": 0.28
} | null | null | null | null | null | MITRE Technique: T1547.001 | Endpoint persistence_mechanism /thousand/model.ppt by fosterandrew MITRE Technique: T1547.001 | persistence_mechanism | null | null | fosterandrew | /thousand/model.ppt | 526 | powershell.exe | {
"baseline_deviation": 1.34,
"entropy": 3.27,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
dcd8f8c0-c677-4a05-a337-184b928f23c4 | 2025-04-01T08:50:56 | network | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|low| desc=Network beaconing from 18.187.153.195 to 206.107.79.242 No additional info | {
"geo_location": "Belize",
"device_hash": "8ac491c9efb5fa5cd85ff3a3866b3250ca37c4b9",
"user_agent": "Mozilla/5.0 (Android 4.0; Mobile; rv:51.0) Gecko/51.0 Firefox/51.0",
"session_id": "ac4488b4-9fa4-4638-aeab-6a03a7f4c2e7",
"risk_score": 57.45,
"confidence": 0.56
} | 18.187.153.195 | 206.107.79.242 | null | null | null | No additional info | Network beaconing from 18.187.153.195 to 206.107.79.242 No additional info | beaconing | 283,061 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
27edc7e9-cde8-4ff7-a490-898cd7277253 | 2025-01-14T18:38:43 | endpoint | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|low| desc=Endpoint memory_injection process by ryanchavez MITRE Technique: T1059.005 noise=T2Yu | {
"geo_location": "New Zealand",
"device_hash": "8cb3e80d20325c71bced5ad634493958",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_12_7 rv:3.0; fy-DE) AppleWebKit/534.16.1 (KHTML, like Gecko) Version/4.1 Safari/534.16.1",
"session_id": "d31de647-2e05-4f8a-92fb-8f53cbd52a21",
"risk_score": 50.39,
"confidence": 0.4
} | null | null | null | null | null | MITRE Technique: T1059.005 | Endpoint memory_injection process by ryanchavez MITRE Technique: T1059.005 | memory_injection | null | null | ryanchavez | process | 271 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
36e30361-0850-46d2-a445-83ecf09a6c73 | 2025-04-13T03:48:04 | cloud | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud crypto_mining in OCI by mccoychristopher No additional info | {
"geo_location": "Romania",
"device_hash": "dce1f1679ae5486ce4b7e0aa75c350ff",
"user_agent": "Mozilla/5.0 (Windows CE; bhb-IN; rv:1.9.2.20) Gecko/4735-07-22 01:01:10 Firefox/11.0",
"session_id": "94c8793e-3427-47d6-bcf4-cd856f7b6d73",
"risk_score": 83.66,
"confidence": 0.01
} | null | null | null | null | null | No additional info | Cloud crypto_mining in OCI by mccoychristopher No additional info | crypto_mining | null | null | mccoychristopher | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-32553bb5 |
86f01a46-4774-4057-969a-2b70f17d00cd | 2025-03-16T19:37:40 | network | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|medium| desc=Network bandwidth_usage from 131.113.219.162 to 215.101.160.178 MITRE Technique: T1059.005 | {
"geo_location": "Greece",
"device_hash": "7806c2a7ec4bad7185810768e7babe3259b06cf9",
"user_agent": "Mozilla/5.0 (Windows NT 5.01) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/23.0.802.0 Safari/532.2",
"session_id": "75332e00-c173-43ad-8053-20c35914ec35",
"risk_score": 42.08,
"confidence": 0.75
} | 131.113.219.162 | 215.101.160.178 | null | null | null | MITRE Technique: T1059.005 | Network bandwidth_usage from 131.113.219.162 to 215.101.160.178 MITRE Technique: T1059.005 | bandwidth_usage | 214,222 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5a6803df-d863-4566-9875-96532e6f5354 | 2025-05-23T09:04:55 | ai | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|low| desc=AI system model_inversion by mcmahonregina No additional info | {
"geo_location": "Norfolk Island",
"device_hash": "2e78982e796f5a5ba17f6ae18f7ab3e049d1778e2f78a549f41cf8fb63dd7bbd",
"user_agent": "Opera/9.83.(X11; Linux i686; szl-PL) Presto/2.9.181 Version/10.00",
"session_id": "9e4508ce-5513-425f-969a-cc3aed73b324",
"risk_score": 37.26,
"confidence": 0.84
} | null | null | null | null | null | No additional info | AI system model_inversion by mcmahonregina No additional info | model_inversion | null | null | mcmahonregina | null | null | null | {
"baseline_deviation": 2.7,
"entropy": 5.76,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | model-d1191663 | d850a4f1ab5af94a518c9bdbad4a9940a223e0e5 | 48bb7cc2764b85d9a9443c38fa0048dc227c1d0e626814a8c7910b4f51eb0913 | null | null |
cf827d89-8dad-4776-b510-848ad1eb8ce8 | 2025-06-25T22:04:59 | firewall | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|info| desc=Firewall deny SSH traffic from 123.26.34.76:286 to 145.232.199.252:682 Associated Threat Actor: Conti noise=CB494B20 | {
"geo_location": "Serbia",
"device_hash": "982b4c8cbb6bb88b651785cffbb1830f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.0; Trident/3.1)",
"session_id": "283f69dd-cab8-40e4-9abf-880993ace4fb",
"risk_score": 56.62,
"confidence": 0.84
} | 123.26.34.76 | 145.232.199.252 | null | null | null | Associated Threat Actor: Conti | Firewall deny SSH traffic from 123.26.34.76:286 to 145.232.199.252:682 Associated Threat Actor: Conti | deny | 7,210 | SSH | null | null | null | null | null | null | null | null | 286 | 682 | 1,169 | null | null | null | null | null | null | null |
93a3b1ac-9e04-4776-868e-b8214fd75e57 | 2025-03-13T22:19:22 | firewall | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|critical| desc=Firewall quarantine SMB traffic from 10.92.164.52:396 to 223.183.39.112:352 MITRE Technique: T1110.003 | {
"geo_location": "Congo",
"device_hash": "ec3acaeae26e4c96c38b36874410914b",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/533.43.5 (KHTML, like Gecko) Version/4.0.4 Safari/533.43.5",
"session_id": "57fd6d88-200a-49c4-8d75-fd258f2e1043",
"risk_score": 53.09,
"confidence": 0.64
} | 10.92.164.52 | 223.183.39.112 | null | null | null | MITRE Technique: T1110.003 | Firewall quarantine SMB traffic from 10.92.164.52:396 to 223.183.39.112:352 MITRE Technique: T1110.003 | quarantine | 146,136 | SMB | null | null | null | null | null | null | null | null | 396 | 352 | 1,630 | null | null | null | null | null | null | null |
62322a6c-d6fe-4495-a965-8ec190d54771 | 2025-01-29T16:26:52 | firewall | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|critical| desc=Firewall drop SMB traffic from 157.199.254.117:105 to 117.238.231.196:92 MITRE Technique: T1053.005 | Beaconing behavior detected noise=BC914D62 | {
"geo_location": "Mexico",
"device_hash": "84612375dd76ceb7580748469318093a3a6e593dfb7b2c6025adbc33990e0d8f",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/535.22.5 (KHTML, like Gecko) Version/5.0.2 Safari/535.22.5",
"session_id": "0f8c67ea-e038-47ef-bf28-18a11722a4ba",
"risk_score": 47.38,
"confidence": 0.87
} | 157.199.254.117 | 117.238.231.196 | null | null | null | MITRE Technique: T1053.005 | Beaconing behavior detected | Firewall drop SMB traffic from 157.199.254.117:105 to 117.238.231.196:92 MITRE Technique: T1053.005 | Beaconing behavior detected | drop | 302,496 | SMB | null | null | null | null | null | null | null | null | 105 | 92 | 3,084 | null | null | null | null | null | null | null |
6e71a5af-3b7c-4750-91d8-e1c909fa6b77 | 2025-05-05T03:59:22 | network | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|info| desc=Network covert_channel from 198.140.26.242 to 72.133.237.86 No additional info | {
"geo_location": "Bahrain",
"device_hash": "967b25ee8acf3c2b5248d7dbbf82b25e8ec9ed2f1e725118cc87ce0edd89184b",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; ne-NP) AppleWebKit/532.49.5 (KHTML, like Gecko) Version/4.0.5 Mobile/8B118 Safari/6532.49.5",
"session_id": "cd3ee81c-43c1-4884-9e20-20df0ab33dcf",
"risk_score": 42.16,
"confidence": 0.35
} | 198.140.26.242 | 72.133.237.86 | null | null | null | No additional info | Network covert_channel from 198.140.26.242 to 72.133.237.86 No additional info | covert_channel | 938,721 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
10ff8fe5-5a85-4d0b-8e84-3b53af954bd4 | 2025-03-09T02:36:28 | network | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|medium| desc=Network covert_channel from 16.98.96.226 to 136.27.5.155 Unconventional IOC: Thermal sensor anomalies | {
"geo_location": "Tanzania",
"device_hash": "7e739c4c35d48db46f746431bcd0857e5941caf6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 10.0; Trident/3.0)",
"session_id": "6af11687-4dd8-4e75-8c52-4b14dd073b00",
"risk_score": 60.35,
"confidence": 0.57
} | 16.98.96.226 | 136.27.5.155 | null | null | null | Unconventional IOC: Thermal sensor anomalies | Network covert_channel from 16.98.96.226 to 136.27.5.155 Unconventional IOC: Thermal sensor anomalies | covert_channel | 248,364 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a3aacc89-0b8c-4fe3-9dd9-b5f127b0bb9c | 2025-06-24T20:50:25 | cloud | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|high| desc=Cloud storage_access in Alibaba by adamsreginald No additional info | {
"geo_location": "Cayman Islands",
"device_hash": "8d6edd780956ca225c3baf6dade421e6fc8604ce",
"user_agent": "Opera/9.83.(X11; Linux i686; bn-BD) Presto/2.9.169 Version/12.00",
"session_id": "ebf7c12c-3571-488d-bfab-c8a9d21f59da",
"risk_score": 20.89,
"confidence": 0.53
} | null | null | null | null | null | No additional info | Cloud storage_access in Alibaba by adamsreginald No additional info | storage_access | null | null | adamsreginald | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-78051386 |
800937d6-d30f-4295-81d1-fdb4e03cd9fa | 2025-05-09T00:27:24 | iot | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|medium| desc=IoT device HVAC unusual_activity Associated Threat Actor: APT34 | {
"geo_location": "Saint Barthelemy",
"device_hash": "b2edcc5ab8d56bd4dd018b2c90e653b1",
"user_agent": "Opera/9.61.(Windows NT 5.0; dv-MV) Presto/2.9.179 Version/11.00",
"session_id": "6a64a36e-4ecd-4fdf-b937-19b7fa5e2ee7",
"risk_score": 30.9,
"confidence": 0.87
} | null | null | null | null | null | Associated Threat Actor: APT34 | IoT device HVAC unusual_activity Associated Threat Actor: APT34 | unusual_activity | null | null | null | null | null | null | {
"baseline_deviation": 2.73,
"entropy": 5.49,
"frequency_anomaly": false,
"sequence_anomaly": true
} | HVAC | iot-c3a8d13e | 6.1 | null | null | null | null | null | null | null | null | null | null |
823937e4-7062-4e3d-90d0-a23ab5e8e575 | 2025-05-02T19:18:08 | iot | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Camera protocol_violation No additional info | {
"geo_location": "Russian Federation",
"device_hash": "791c8ee62abe40e6611a656dc5c430e1",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98; Win 9x 4.90) AppleWebKit/532.35.4 (KHTML, like Gecko) Version/5.0.3 Safari/532.35.4",
"session_id": "a1012f16-aeeb-48df-b2a9-16fa4d0b9fab",
"risk_score": 40.07,
"confidence": 0.53
} | 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-6dbf4ac9 | 10.6 | null | null | null | null | null | null | null | null | null | null |
3aa68286-78a3-46e3-93a3-bbfe45aff4dd | 2025-07-11T08:12:30 | endpoint | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint service_install /speech/card.mp4 by lindseyskinner Fileless execution detected | {
"geo_location": "Palestinian Territory",
"device_hash": "f64dab5bdf2eda1391b73e3df9d620e5",
"user_agent": "Opera/8.69.(Windows NT 10.0; ve-ZA) Presto/2.9.178 Version/11.00",
"session_id": "15915463-cb78-40a6-b205-ac56fff9fed9",
"risk_score": 31.39,
"confidence": 0.5
} | null | null | null | null | null | Fileless execution detected | Endpoint service_install /speech/card.mp4 by lindseyskinner Fileless execution detected | service_install | null | null | lindseyskinner | /speech/card.mp4 | 3,987 | explorer.exe | {
"baseline_deviation": 2.28,
"entropy": 6.79,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
f9a8f9f0-8c08-4afb-a7e0-713f23b67f0d | 2025-01-16T12:55:25 | firewall | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|critical| desc=Firewall allow TCP traffic from 10.28.143.220:976 to 168.165.92.75:489 No additional info | {
"geo_location": "United States Minor Outlying Islands",
"device_hash": "8ab9e6e1ca87d79efc0bff643caebb80",
"user_agent": "Opera/8.33.(Windows NT 6.2; ga-IE) Presto/2.9.183 Version/11.00",
"session_id": "de1f979d-3d4a-40f7-ac5e-f6351de026da",
"risk_score": 68.37,
"confidence": 0.85
} | 10.28.143.220 | 168.165.92.75 | null | null | null | No additional info | Firewall allow TCP traffic from 10.28.143.220:976 to 168.165.92.75:489 No additional info | allow | 999,908 | TCP | null | null | null | null | {
"baseline_deviation": 0.58,
"entropy": 3.97,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 976 | 489 | 2,173 | null | null | null | null | null | null | null |
b3b00259-ac5c-4dc1-87c9-93ead83b33ad | 2025-04-05T15:28:44 | auth | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|medium| desc=Auth locked for tbooth via SAML from 116.105.1.210 No additional info | {
"geo_location": "Seychelles",
"device_hash": "0cc6f5a3325380de2fb028fd6b51c6daf9e01ecd",
"user_agent": "Mozilla/5.0 (Windows 98; Win 9x 4.90) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/28.0.890.0 Safari/531.1",
"session_id": "eee99cb8-5f79-44e1-86a1-7c413e1f5776",
"risk_score": 36.58,
"confidence": 0.52
} | 116.105.1.210 | null | null | null | null | No additional info | Auth locked for tbooth via SAML from 116.105.1.210 No additional info | locked | null | null | tbooth | null | null | null | null | null | null | null | null | null | null | SAML | fb:49:0d:3b:2d:f7 | null | null | null | null | null |
beff8c49-8c1a-4641-ba39-732da6b78edc | 2025-06-19T19:19:32 | firewall | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|medium| desc=Firewall deny NTP traffic from 70.143.127.242:30666 to 62.219.203.20:459 No additional info | {
"geo_location": "Latvia",
"device_hash": "4951695abc5a0fe68010cffa0cf6d1a9",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_9_9) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/32.0.840.0 Safari/535.2",
"session_id": "5af7d3fb-2fad-4a07-923d-ecf2992e5c6d",
"risk_score": 36.53,
"confidence": 0.91
} | 70.143.127.242 | 62.219.203.20 | null | null | null | No additional info | Firewall deny NTP traffic from 70.143.127.242:30666 to 62.219.203.20:459 No additional info | deny | 649,883 | NTP | null | null | null | null | null | null | null | null | 30,666 | 459 | 260 | null | null | null | null | null | null | null |
1a9ec05b-261f-41af-8876-8163b0db8c90 | 2025-04-07T22:36:49 | ids_alert | Snort v2.9.20 | emergency | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|emergency| desc=Snort Alert: Supply Chain Compromise detected from 207.121.6.207 targeting 132.110.3.110 No additional info | {
"geo_location": "Indonesia",
"device_hash": "cec14d66ad9bb328aa4f1080e0eac20ddaf5ffa7",
"user_agent": "Opera/8.41.(X11; Linux x86_64; raj-IN) Presto/2.9.168 Version/12.00",
"session_id": "af91fe0b-aeb6-4a1c-9fb1-0dc1b6d84ab8",
"risk_score": 23.67,
"confidence": 0.59
} | 207.121.6.207 | 132.110.3.110 | Supply Chain Compromise | SIG-3355 | Exploit | No additional info | Snort Alert: Supply Chain Compromise detected from 207.121.6.207 targeting 132.110.3.110 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47b404a8-d16c-4f55-96c4-0b071eba8969 | 2025-04-07T17:23:58 | endpoint | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|info| desc=Endpoint registry_change /old/former.css by montoyamichael Living-off-the-land technique detected | {
"geo_location": "Myanmar",
"device_hash": "d782090928ecfb84c2d8d856751a389140b20d18fd4ad182524500ebebbfff6b",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/6723-08-03 17:51:40 Firefox/7.0",
"session_id": "8bf58052-ddfb-487e-9fa3-3fc3aa64aba5",
"risk_score": 14.24,
"confidence": 0.39
} | null | null | null | null | null | Living-off-the-land technique detected | Endpoint registry_change /old/former.css by montoyamichael Living-off-the-land technique detected | registry_change | null | null | montoyamichael | /old/former.css | 6,456 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3476bcbf-ef08-43c0-8907-e2fa5ac746db | 2025-04-01T10:24:58 | network | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|info| desc=Network latency_spike from 156.208.101.232 to 24.249.61.212 No additional info | {
"geo_location": "South Georgia and the South Sandwich Islands",
"device_hash": "dfbba4cdfb223c8bd1f89890ca3abe21",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_11_2) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/17.0.885.0 Safari/536.2",
"session_id": "ee8900c0-e698-49af-829d-7321231a1f12",
"risk_score": 23.57,
"confidence": 0.92
} | 156.208.101.232 | 24.249.61.212 | null | null | null | No additional info | Network latency_spike from 156.208.101.232 to 24.249.61.212 No additional info | latency_spike | 868,259 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c0ca2806-7895-427e-bab2-6d6893ef967e | 2025-04-01T06:21:40 | 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: Brute Force detected from 205.211.175.57 targeting 10.144.234.248 No additional info | {
"geo_location": "Croatia",
"device_hash": "d4ef2ecc89ab7ff139ef52ac734e31523f141f22",
"user_agent": "Mozilla/5.0 (Windows NT 5.2) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/55.0.883.0 Safari/535.1",
"session_id": "f9f2d0ad-745d-4165-869e-8c9269cfd62c",
"risk_score": 45.25,
"confidence": 0.58
} | 205.211.175.57 | 10.144.234.248 | Brute Force | SIG-5000 | Recon | No additional info | Microsoft Sentinel Alert: Brute Force detected from 205.211.175.57 targeting 10.144.234.248 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
29b5a254-60e4-49cf-bfc9-07a0547c4512 | 2025-05-13T04:47:36 | endpoint | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|endpoint|high| desc=Endpoint wmi_exec relationship by cdixon No additional info | {
"geo_location": "Tanzania",
"device_hash": "be3e6a6637e5b61ad0a60236f2fa75da",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.1) AppleWebKit/531.40.6 (KHTML, like Gecko) Version/5.0 Safari/531.40.6",
"session_id": "e04e9e14-a7c8-4f9f-bc14-bdd151f44f74",
"risk_score": 31.27,
"confidence": 0.64
} | null | null | null | null | null | No additional info | Endpoint wmi_exec relationship by cdixon No additional info | wmi_exec | null | null | cdixon | relationship | 8,402 | explorer.exe | {
"baseline_deviation": 2.22,
"entropy": 2.06,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
6fdc6c44-eaaf-471e-8642-d1829d06b209 | 2025-05-27T18:29:20 | cloud | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|critical| desc=Cloud container_escape in AWS by jenniferdavis MITRE Technique: T1190 | {
"geo_location": "Spain",
"device_hash": "a684bd1d94157f0a139f105efa9d7b13",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 95; Trident/3.1)",
"session_id": "87791cb9-2301-4b48-a01b-7c440f4f408e",
"risk_score": 72.3,
"confidence": 0.37
} | null | null | null | null | null | MITRE Technique: T1190 | Cloud container_escape in AWS by jenniferdavis MITRE Technique: T1190 | container_escape | null | null | jenniferdavis | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-6bc01014 |
2b576714-c86f-4b50-9862-c947d4a84e43 | 2025-01-23T01:20:36 | endpoint | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|info| desc=Endpoint memory_injection response by michellefuller MITRE Technique: T1566.001 | {
"geo_location": "Dominica",
"device_hash": "b5761795ba0d2cc9470ec96a9f843712",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_9_6) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/54.0.822.0 Safari/535.1",
"session_id": "ac83dcbe-782c-4450-8832-103ce885042d",
"risk_score": 47.95,
"confidence": 0.88
} | null | null | null | null | null | MITRE Technique: T1566.001 | Endpoint memory_injection response by michellefuller MITRE Technique: T1566.001 | memory_injection | null | null | michellefuller | response | 4,071 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4d88c5df-e414-4c59-9a18-5ad52fc2b6cb | 2025-01-31T07:12:49 | auth | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|low| desc=Auth locked for phillipschristine via key from 171.21.47.245 No additional info | {
"geo_location": "Guatemala",
"device_hash": "a05b0e60876faed0e94c2b6088731e468be7f8f4",
"user_agent": "Mozilla/5.0 (Windows NT 6.0; shs-CA; rv:1.9.1.20) Gecko/5617-03-14 02:33:17 Firefox/3.6.5",
"session_id": "f8442383-60bc-49c2-8084-abd191e9f4b8",
"risk_score": 42.95,
"confidence": 0.12
} | 171.21.47.245 | null | null | null | null | No additional info | Auth locked for phillipschristine via key from 171.21.47.245 No additional info | locked | null | null | phillipschristine | null | null | null | null | null | null | null | null | null | null | key | c5:dc:68:17:46:62 | null | null | null | null | null |
eff08153-9bed-4bbb-a7de-f67dcd5a9138 | 2025-06-02T03:50:19 | network | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|info| desc=Network beaconing from 157.143.33.58 to 39.80.152.136 No additional info noise=tags/wp-content/search | {
"geo_location": "Niue",
"device_hash": "00bf2ed9755e361e576aa9ee00b719af34b26d34",
"user_agent": "Opera/9.38.(X11; Linux i686; bhb-IN) Presto/2.9.170 Version/11.00",
"session_id": "7991401d-c1a9-4968-ab97-3d97f5f740d3",
"risk_score": 10.67,
"confidence": 0.33
} | 157.143.33.58 | 39.80.152.136 | null | null | null | No additional info | Network beaconing from 157.143.33.58 to 39.80.152.136 No additional info | beaconing | 325,447 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9a33afb9-59df-4b80-ad95-e31bae055c0e | 2025-05-20T13:55:14 | endpoint | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint file_access /language/just.wav by jamie75 No additional info | {
"geo_location": "Trinidad and Tobago",
"device_hash": "8017168de20b37fd520c6fc4615595fe553c39ff",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; st-ZA) AppleWebKit/532.14.5 (KHTML, like Gecko) Version/3.0.5 Mobile/8B118 Safari/6532.14.5",
"session_id": "33d8ccb4-74d7-4bda-b6fe-fa3020ddfc64",
"risk_score": 55.47,
"confidence": 0.84
} | null | null | null | null | null | No additional info | Endpoint file_access /language/just.wav by jamie75 No additional info | file_access | null | null | jamie75 | /language/just.wav | 7,462 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b5abf9f5-e5cf-43d8-a6dd-00f8fe8c1de5 | 2025-05-21T16:54:18 | auth | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|info| desc=Auth timeout for joanneevans via OAuth from 168.223.178.32 No additional info | {
"geo_location": "Central African Republic",
"device_hash": "2954a208293f585fd82295e478154a95",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.01; Trident/3.1)",
"session_id": "e0deda6a-bfbc-4295-a853-373ec57fce69",
"risk_score": 56.92,
"confidence": 0.71
} | 168.223.178.32 | null | null | null | null | No additional info | Auth timeout for joanneevans via OAuth from 168.223.178.32 No additional info | timeout | null | null | joanneevans | null | null | null | null | null | null | null | null | null | null | OAuth | 50:a4:f6:59:31:c6 | null | null | null | null | null |
097f61c2-416e-43ad-a9ee-ca89f91a21bb | 2025-04-26T15:42:18 | endpoint | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint service_install /change/relationship.xlsx by benjamin11 MITRE Technique: T1547.001 | {
"geo_location": "Russia",
"device_hash": "f02e891bc6c90c933a35ce2e1d28b341f236073f",
"user_agent": "Opera/9.92.(X11; Linux x86_64; lij-IT) Presto/2.9.175 Version/10.00",
"session_id": "d450e712-32f3-4bfa-8b2c-0cca99920946",
"risk_score": 36.2,
"confidence": 0.43
} | null | null | null | null | null | MITRE Technique: T1547.001 | Endpoint service_install /change/relationship.xlsx by benjamin11 MITRE Technique: T1547.001 | service_install | null | null | benjamin11 | /change/relationship.xlsx | 647 | cmd.exe | {
"baseline_deviation": 2.63,
"entropy": 7.78,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
0247dfef-9bc1-46fe-b1ec-d5f8ff789360 | 2025-02-18T06:45:52 | ai | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|critical| desc=AI system model_inversion by frenchbrandon No additional info noise=902EB79B | {
"geo_location": "Saint Kitts and Nevis",
"device_hash": "b92a28f2f4cbf983639f158c95dc9c90bcb41f2a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 4.0; Trident/3.1)",
"session_id": "4bf48348-55f1-4534-8288-0c342ea67f00",
"risk_score": 69.57,
"confidence": 0.07
} | null | null | null | null | null | No additional info | AI system model_inversion by frenchbrandon No additional info | model_inversion | null | null | frenchbrandon | null | null | null | null | null | null | null | null | null | null | null | null | model-43e667e5 | 21b4a7d31064f9bd63cd13e8e3a29df6 | 797d983961a83e4612fb4abe4873eb74b002212a | null | null |
b896e496-d741-48f8-b32b-4885ba79d1c7 | 2025-05-23T07:42:04 | endpoint | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint driver_load /likely/near.mp3 by meaganballard MITRE Technique: T1190 | {
"geo_location": "Guyana",
"device_hash": "6a24c6e2845ab52bfc2a7448fada03e5",
"user_agent": "Opera/9.27.(X11; Linux x86_64; xh-ZA) Presto/2.9.188 Version/11.00",
"session_id": "07d1c7a9-2ab3-4a56-8a87-a27ed05fc6e6",
"risk_score": 44.04,
"confidence": 0.52
} | null | null | null | null | null | MITRE Technique: T1190 | Endpoint driver_load /likely/near.mp3 by meaganballard MITRE Technique: T1190 | driver_load | null | null | meaganballard | /likely/near.mp3 | 6,351 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8f34021b-3e7c-4ddd-919e-7c9782a627ce | 2027-11-18T07:51:20 | endpoint | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|high| desc=Endpoint driver_load owner by valeriesmith No additional info | {
"geo_location": "North Macedonia",
"device_hash": "4ba94501cb5ac367bd1cb8c9206780dd",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/47.0.860.0 Safari/532.2",
"session_id": "1a4fbb89-2eaf-4ab6-b4fb-df41595801be",
"risk_score": 68.92,
"confidence": 0.81
} | null | null | null | null | null | No additional info | Endpoint driver_load owner by valeriesmith No additional info | driver_load | null | null | valeriesmith | owner | 9,186 | svchost.exe | {
"baseline_deviation": 2.03,
"entropy": 4.15,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
068d7334-2a5f-49e2-813d-30943bea0611 | 2025-03-10T16:15:39 | ai | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ai|low| desc=AI system training_data_poisoning by meyeralejandro No additional info | {
"geo_location": "Namibia",
"device_hash": "70a268b245a6212465436e7c19d6cb4d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Win 9x 4.90; Trident/3.1)",
"session_id": "90d53084-a5ba-4fbd-b765-6ffca1ec14ff",
"risk_score": 53.57,
"confidence": 0.16
} | null | null | null | null | null | No additional info | AI system training_data_poisoning by meyeralejandro No additional info | training_data_poisoning | null | null | meyeralejandro | null | null | null | null | null | null | null | null | null | null | null | null | model-4497249d | 1966f969baf9a081e6b0fc69ed82e90ed185faf4 | f924b8a2076625aadddfc73c3104a6896fc84b60 | null | null |
798990d4-b608-4f8c-8ad0-bb6a44f48ccf | 2025-01-23T14:15:39 | iot | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|info| desc=IoT device HVAC sensor_spoofing No additional info | {
"geo_location": "South Africa",
"device_hash": "bfc1c6b04f20dbbf9d98f8ac84ca7fe31fb2d4f588d1c53cd8cfa49436d2a476",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_11_7; rv:1.9.2.20) Gecko/6857-04-29 04:34:22 Firefox/14.0",
"session_id": "abba6344-df62-443c-ae5a-57f569fe58df",
"risk_score": 42.94,
"confidence": 0.73
} | 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-7f5e9956 | 8.1 | null | null | null | null | null | null | null | null | null | null |
c7381cd9-0559-45a2-9adc-5332c3aacc47 | 2025-03-28T00:33:16 | auth | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|medium| desc=Auth challenge for clarkmark via OAuth from 32.12.108.86 No additional info | {
"geo_location": "Hong Kong",
"device_hash": "70cd17c6b926b2f8b0be07aa82966f4fd93940b39264669bde69dd0227a58f03",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 10.0; Trident/5.0)",
"session_id": "0b77cd74-2e60-4c4a-95d2-80f986521da6",
"risk_score": 53.22,
"confidence": 0.4
} | 32.12.108.86 | null | null | null | null | No additional info | Auth challenge for clarkmark via OAuth from 32.12.108.86 No additional info | challenge | null | null | clarkmark | null | null | null | null | null | null | null | null | null | null | OAuth | b0:d0:58:e4:27:bb | null | null | null | null | null |
85a19115-3434-4333-a34f-092f95b687f6 | 2025-02-12T14:21:32 | iot | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Medical command_injection No additional info | {
"geo_location": "Jamaica",
"device_hash": "14c41db36dfca388fad7f4ad040e1eed9966c5cdd96b184fda111af9ec4ada8e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 10.0; Trident/4.1)",
"session_id": "dc18f9df-6a54-4f95-a1cb-ac2890f6aaf4",
"risk_score": 39.09,
"confidence": 0.16
} | null | null | null | null | null | No additional info | IoT device Medical command_injection No additional info | command_injection | null | null | null | null | null | null | null | Medical | iot-5e4a88bb | 1.5 | null | null | null | null | null | null | null | null | null | null |
f798e29d-5a5c-4ea1-8278-f3d643e8fd1a | 2023-02-27T16:28:17 | iot | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|low| desc=IoT device HVAC unusual_activity No additional info | {
"geo_location": "El Salvador",
"device_hash": "7094f504b68dcafe49087a46443fa35c1352c909884bf3c3852f034031ed9253",
"user_agent": "Opera/9.24.(X11; Linux i686; sl-SI) Presto/2.9.173 Version/11.00",
"session_id": "c73e7ebc-4d24-474b-8b74-2c5b3e2b0327",
"risk_score": 47.82,
"confidence": 0.47
} | null | null | null | null | null | No additional info | IoT device HVAC unusual_activity No additional info | unusual_activity | null | null | null | null | null | null | null | HVAC | iot-6e77e900 | 9.9 | null | null | null | null | null | null | null | null | null | null |
3118550b-7474-47a7-9149-dc42057ba7db | 2025-05-14T00:45:10 | iot | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|low| desc=IoT device Camera protocol_violation No additional info noise=23D6EAD6 | {
"geo_location": "El Salvador",
"device_hash": "a42f23bc3f6fed48a5cb9b7e13b88cc9",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_5_9; rv:1.9.2.20) Gecko/2501-09-08 14:55:54 Firefox/3.8",
"session_id": "f01d8689-861f-46e5-8682-3a528d80021c",
"risk_score": 56.51,
"confidence": 0.64
} | 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-87c4ff63 | 8.1 | null | null | null | null | null | null | null | null | null | null |
8e3e317a-d003-4fd9-9dd9-2fe1c67339a0 | 2025-05-19T20:34:01 | network | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|info| desc=Network beaconing from 25.177.22.61 to 186.109.191.149 No additional info | {
"geo_location": "Thailand",
"device_hash": "05f29b953ad231a81cf19125b831cbe43519720a",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_7_2) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/35.0.810.0 Safari/531.1",
"session_id": "30adb773-b6dc-4c70-91a8-e7c1da0915c5",
"risk_score": 71.91,
"confidence": 0.94
} | 25.177.22.61 | 186.109.191.149 | null | null | null | No additional info | Network beaconing from 25.177.22.61 to 186.109.191.149 No additional info | beaconing | 680,093 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f51e8af8-edc0-464f-99d9-86fec4e74ad9 | 2025-01-29T03:40:47 | firewall | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|critical| desc=Firewall allow NTP traffic from 210.107.88.157:551 to 201.15.220.220:496 MITRE Technique: T1218.011 | {
"geo_location": "Portugal",
"device_hash": "95af170f2ff04daea65af49df7296ee09d6fd85d4c7a33c56a1f44b89a905e2e",
"user_agent": "Opera/8.55.(Windows NT 4.0; bem-ZM) Presto/2.9.173 Version/12.00",
"session_id": "0c4fd5ac-9533-4da8-8b12-2fb6f4f9d42a",
"risk_score": 50.26,
"confidence": 0.24
} | 210.107.88.157 | 201.15.220.220 | null | null | null | MITRE Technique: T1218.011 | Firewall allow NTP traffic from 210.107.88.157:551 to 201.15.220.220:496 MITRE Technique: T1218.011 | allow | 624,550 | NTP | null | null | null | null | null | null | null | null | 551 | 496 | 1,993 | null | null | null | null | null | null | null |
71e56e1c-2eb8-4156-8f99-b57c8110f4bf | 2027-11-04T01:58:07 | cloud | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud config_change in AWS by wadejoann Associated Threat Actor: APT41 | {
"geo_location": "Saint Lucia",
"device_hash": "2fa89f968d13132995a7fdb368e154f5eab20c948861466b0114ab4808a8e400",
"user_agent": "Opera/9.40.(X11; Linux x86_64; ckb-IQ) Presto/2.9.188 Version/10.00",
"session_id": "6466ed04-c925-4345-8f26-bcbbe08b269a",
"risk_score": 44.74,
"confidence": 0.19
} | null | null | null | null | null | Associated Threat Actor: APT41 | Cloud config_change in AWS by wadejoann Associated Threat Actor: APT41 | config_change | null | null | wadejoann | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-9952e549 |
c5b274bd-26c8-45bf-96a8-8ebe19f73788 | 2025-03-23T18:55:23 | ai | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|medium| desc=AI system model_access by marybuck No additional info | {
"geo_location": "Bouvet Island (Bouvetoya)",
"device_hash": "350c9cfe5551e243e8fd6f0a045ac3a6ec55cedd",
"user_agent": "Opera/8.30.(Windows NT 6.0; az-IN) Presto/2.9.182 Version/10.00",
"session_id": "29ce61c3-7d96-46c0-86ee-42a5dd2417f3",
"risk_score": 23.83,
"confidence": 0.22
} | null | null | null | null | null | No additional info | AI system model_access by marybuck No additional info | model_access | null | null | marybuck | null | null | null | null | null | null | null | null | null | null | null | null | model-a1121719 | c378182d98b3429919a5344c87345ef0 | e6365ac0d2f6df509c1cc2bccda5bc0e9f2d246d | null | null |
80669a6e-9ab3-4dee-9567-87cb20ad355d | 2025-03-06T08:51:29 | cloud | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|cloud|info| desc=Cloud storage_access in Alibaba by chapmanjeff Unconventional IOC: ACPI table modifications | {
"geo_location": "Iran",
"device_hash": "962b3aabb650419601b3140e2d9c193d3111dcd4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.01; Trident/5.0)",
"session_id": "5a181158-f897-462a-a9a1-631e910931bd",
"risk_score": 23.11,
"confidence": 0.78
} | null | null | null | null | null | Unconventional IOC: ACPI table modifications | Cloud storage_access in Alibaba by chapmanjeff Unconventional IOC: ACPI table modifications | storage_access | null | null | chapmanjeff | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-5fb8f27f |
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