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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
3fcc5c95-d7e2-4d73-a5ee-cab3b74b5153 | 2025-02-03T09:14:49 | network | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|network|high| desc=Network beaconing from 125.42.62.239 to 134.149.173.123 Possible protocol tunneling | {
"geo_location": "South Africa",
"device_hash": "488c553b692872e4c2a88d80696ba56e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 10.0; Trident/3.1)",
"session_id": "0c963b28-3266-4d20-bede-601ef917191f",
"risk_score": 59.87,
"confidence": 0.12
} | 125.42.62.239 | 134.149.173.123 | null | null | null | Possible protocol tunneling | Network beaconing from 125.42.62.239 to 134.149.173.123 Possible protocol tunneling | beaconing | 450,941 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3d114aec-9891-456d-bb69-80c4073fd6a9 | 2025-04-02T10:08:47 | cloud | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|cloud|high| desc=Cloud api_abuse in Azure by evansangie Associated Threat Actor: APT37 | {
"geo_location": "Morocco",
"device_hash": "8e68f146e1d42bfc9a72477a3ffb59fb33c6a78a4aef6c89c73e67946b1f615e",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.2) AppleWebKit/532.2.6 (KHTML, like Gecko) Version/5.0.3 Safari/532.2.6",
"session_id": "b2755e6b-bfac-421e-99e9-c84cb353e22f",
"risk_score": 21.31,
"confidence": 0.5
} | null | null | null | null | null | Associated Threat Actor: APT37 | Cloud api_abuse in Azure by evansangie Associated Threat Actor: APT37 | api_abuse | null | null | evansangie | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-3d74442a |
72d28382-bf6a-4ba5-8d28-fc4e3e64a13c | 2025-06-08T04:40:30 | network | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|high| desc=Network data_exfiltration from 104.167.13.227 to 168.204.43.103 MITRE Technique: T1547.001 | {
"geo_location": "Vanuatu",
"device_hash": "0cc43ee431d514c513daf0c0cdd569ee",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_3) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/16.0.853.0 Safari/533.2",
"session_id": "44f59dc5-49ae-425c-ad4a-08137b0f8a7c",
"risk_score": 60.34,
"confidence": 0.11
} | 104.167.13.227 | 168.204.43.103 | null | null | null | MITRE Technique: T1547.001 | Network data_exfiltration from 104.167.13.227 to 168.204.43.103 MITRE Technique: T1547.001 | data_exfiltration | 583,995 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
bf4a52ea-abe9-454d-a4fc-106f4d954896 | 2025-04-12T20:12:55 | auth | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|medium| desc=Auth bypass for jamesregina via MFA from 190.63.145.207 No additional info | {
"geo_location": "Malaysia",
"device_hash": "a500d61ace537a6b5b0077d8987a7295c64a053c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 98; Win 9x 4.90; Trident/5.0)",
"session_id": "8192616e-fd9c-4041-b84c-451a821550fd",
"risk_score": 91.38,
"confidence": 0.14
} | 190.63.145.207 | null | null | null | null | No additional info | Auth bypass for jamesregina via MFA from 190.63.145.207 No additional info | bypass | null | null | jamesregina | null | null | null | null | null | null | null | null | null | null | MFA | 71:14:6c:1b:39:05 | null | null | null | null | null |
746c859a-99cd-4bb2-b4f7-ef4a832debaa | 2025-06-01T13:38:26 | firewall | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|low| desc=Firewall deny ICMP traffic from 175.182.18.64:877 to 222.84.28.244:523 No additional info | {
"geo_location": "Iran",
"device_hash": "7a653577d45d14b04da98f58c7c7986bb1ff8201",
"user_agent": "Opera/9.13.(X11; Linux i686; tg-TJ) Presto/2.9.173 Version/10.00",
"session_id": "216974f1-7fa2-4155-a5a4-d7ed22ee4ecc",
"risk_score": 24.45,
"confidence": 0.17
} | 175.182.18.64 | 222.84.28.244 | null | null | null | No additional info | Firewall deny ICMP traffic from 175.182.18.64:877 to 222.84.28.244:523 No additional info | deny | 627,419 | ICMP | null | null | null | null | null | null | null | null | 877 | 523 | 2,545 | null | null | null | null | null | null | null |
d0eec65c-85f6-4142-a711-4c2daa2f4d4c | 2025-03-06T00:56:44 | endpoint | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|high| desc=Endpoint service_install go by kjoseph MITRE Technique: T1059.001 | Living-off-the-land technique detected noise=number|her|value | {
"geo_location": "Saint Kitts and Nevis",
"device_hash": "991c4d4736a78102a3dee864fc6805d8e5cf923778179274649ed920bc819c2b",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_1_1 like Mac OS X) AppleWebKit/533.1 (KHTML, like Gecko) FxiOS/13.3j5529.0 Mobile/11G269 Safari/533.1",
"session_id": "5f87796b-04ba-4f00-8ac3-783d0664a672",
"risk_score": 41.29,
"confidence": 0.8
} | null | null | null | null | null | MITRE Technique: T1059.001 | Living-off-the-land technique detected | Endpoint service_install go by kjoseph MITRE Technique: T1059.001 | Living-off-the-land technique detected | service_install | null | null | kjoseph | go | 4,304 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
32a8f975-2be7-4dc6-bc24-ee7e32b13f87 | 2025-04-27T14:59:37 | firewall | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall log-only UDP traffic from 73.23.144.203:370 to 89.215.216.186:504 No additional info noise=TW90aGVyLg== | {
"geo_location": "New Caledonia",
"device_hash": "d517bbd6089603ba3b33908df5f1f5b195cdb7ff",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.2; Trident/4.0)",
"session_id": "f61ab38d-e850-43d9-b2ab-fa266a7e1aaf",
"risk_score": 71.81,
"confidence": 0.52
} | 73.23.144.203 | 89.215.216.186 | null | null | null | No additional info | Firewall log-only UDP traffic from 73.23.144.203:370 to 89.215.216.186:504 No additional info | log-only | 977,945 | UDP | null | null | null | null | null | null | null | null | 370 | 504 | 1,234 | null | null | null | null | null | null | null |
a68d89ff-f8cd-4aab-a4a5-f9f1449edfdb | 2025-04-25T20:17:50 | ai | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|critical| desc=AI system model_access by jacksonjoshua Unconventional IOC: CPU microcode changes | {
"geo_location": "Bhutan",
"device_hash": "82843fd155fadcbd6791a9b3abad854a",
"user_agent": "Mozilla/5.0 (Windows NT 6.2; tr-CY; rv:1.9.2.20) Gecko/9991-07-10 12:15:18 Firefox/11.0",
"session_id": "f4c34cb7-2e68-4b54-adfc-396b1b02638a",
"risk_score": 61.78,
"confidence": 0.55
} | null | null | null | null | null | Unconventional IOC: CPU microcode changes | AI system model_access by jacksonjoshua Unconventional IOC: CPU microcode changes | model_access | null | null | jacksonjoshua | null | null | null | null | null | null | null | null | null | null | null | null | model-97ee457b | 3f922013c868a768cb1d5b44230523a258769dc2dfb3edf437e08ca87dc75c10 | da9cc156642bae9c0b94378897809f6dbb9e91ae | null | null |
830e4d54-cb02-42d1-9dd1-d80a5e7e0c6e | 2025-07-06T10:55:47 | cloud | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|info| desc=Cloud instance_creation in OCI by garrisongregory MITRE Technique: T1078.004 | {
"geo_location": "Kuwait",
"device_hash": "c03e00d06c0c35dbcf3dafe846a4cc415b9bfa96",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Trident/5.0)",
"session_id": "ff37e423-2e3f-4b48-97b5-bc1480c7c681",
"risk_score": 59.37,
"confidence": 0.58
} | null | null | null | null | null | MITRE Technique: T1078.004 | Cloud instance_creation in OCI by garrisongregory MITRE Technique: T1078.004 | instance_creation | null | null | garrisongregory | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-a9b8a6a3 |
d03c8a1b-d225-4d91-aa7c-6dac15a2ede4 | 2025-05-28T04:34:20 | ids_alert | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|high| desc=Trellix Alert: Credential Stuffing detected from 95.82.157.88 targeting 171.122.79.48 MITRE Technique: T1059.001 | {
"geo_location": "Saint Barthelemy",
"device_hash": "c1af502f22f41c9638f150c83936d63974afa822acc7d5cc045b36f848fe0fcb",
"user_agent": "Mozilla/5.0 (Linux; Android 4.4.1) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/42.0.803.0 Safari/531.0",
"session_id": "c19b7894-21fc-4771-b5b5-583066cd6ab9",
"risk_score": 66.5,
"confidence": 0.18
} | 95.82.157.88 | 171.122.79.48 | Credential Stuffing | SIG-8269 | Policy | MITRE Technique: T1059.001 | Trellix Alert: Credential Stuffing detected from 95.82.157.88 targeting 171.122.79.48 MITRE Technique: T1059.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b3d9f214-6bc7-46b6-926a-cf87bd36d5c1 | 2025-03-09T02:27:44 | firewall | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|info| desc=Firewall allow RDP traffic from 10.236.39.28:632 to 24.229.195.81:553 No additional info | {
"geo_location": "Ireland",
"device_hash": "ebdf7084f689c2503de22ec6c533cb530f1a300b",
"user_agent": "Mozilla/5.0 (Android 1.0; Mobile; rv:21.0) Gecko/21.0 Firefox/21.0",
"session_id": "9f1a4c7f-75de-48b3-a925-3e3c5c9af4f0",
"risk_score": 71.45,
"confidence": 0.25
} | 10.236.39.28 | 24.229.195.81 | null | null | null | No additional info | Firewall allow RDP traffic from 10.236.39.28:632 to 24.229.195.81:553 No additional info | allow | 884,303 | RDP | null | null | null | null | null | null | null | null | 632 | 553 | 2,855 | null | null | null | null | null | null | null |
cbebf23b-e5a2-4dfe-bca1-344454dcc6ac | 2021-09-11T17:14:15 | auth | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|low| desc=Auth bypass for gregorykevin via biometric from 53.222.135.164 No additional info | {
"geo_location": "Isle of Man",
"device_hash": "77c7bcfeabe8b4e6f54df1420cfe8e57b2b39a028dbc1c3e3ea0d1d3383b00a6",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; da-DK) AppleWebKit/531.14.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B118 Safari/6531.14.6",
"session_id": "336c74f7-ff31-4035-961f-bd1250547719",
"risk_score": 53.05,
"confidence": 0.58
} | 53.222.135.164 | null | null | null | null | No additional info | Auth bypass for gregorykevin via biometric from 53.222.135.164 No additional info | bypass | null | null | gregorykevin | null | null | null | {
"baseline_deviation": 1.03,
"entropy": 4.96,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | biometric | f5:d5:f3:ba:4e:94 | null | null | null | null | null |
648eaf68-c31f-40fc-9dff-0170e9f8f5cd | 2025-05-25T17:10:35 | firewall | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|critical| desc=Firewall deny DNS traffic from 178.230.252.26:13464 to 158.127.50.79:459 No additional info | {
"geo_location": "Luxembourg",
"device_hash": "fc1aaa6ef8295d35bd58234bdd345e04eef9959d340c19414b1fedd4bb321fa0",
"user_agent": "Opera/9.83.(X11; Linux x86_64; my-MM) Presto/2.9.165 Version/12.00",
"session_id": "c5d5b38b-3e25-495f-a5d5-6facfe04ebc1",
"risk_score": 57.25,
"confidence": 0.32
} | 178.230.252.26 | 158.127.50.79 | null | null | null | No additional info | Firewall deny DNS traffic from 178.230.252.26:13464 to 158.127.50.79:459 No additional info | deny | 897,263 | DNS | null | null | null | null | null | null | null | null | 13,464 | 459 | 760 | null | null | null | null | null | null | null |
c9d2a1e7-9bf3-4590-8570-033656960626 | 2025-04-26T02:30:10 | ai | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|medium| desc=AI system adversarial_input by carrjohn No additional info | {
"geo_location": "Cote d'Ivoire",
"device_hash": "15a60fd14ab95b09f3037e1dbc0d1cef",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 95; Trident/4.1)",
"session_id": "5f0bfc70-bbc5-46c3-bf2e-af86eb19bcdb",
"risk_score": 73.39,
"confidence": 0.36
} | null | null | null | null | null | No additional info | AI system adversarial_input by carrjohn No additional info | adversarial_input | null | null | carrjohn | null | null | null | null | null | null | null | null | null | null | null | null | model-81d11613 | 92eca143c8d464c3e0ea834a60056d5b8e806cf4320e46b99898a4940b9ccc5b | 99eb13fa7e2b8a054fb5557209d40de0fddc180b60f239adc138e48d81a69b18 | null | null |
bf9da230-1770-41b4-99aa-34be92aa76a5 | 2025-06-13T14:54:49 | firewall | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|critical| desc=Firewall inspect SSH traffic from 94.220.21.25:39 to 77.236.127.11:472 No additional info | {
"geo_location": "Antarctica (the territory South of 60 deg S)",
"device_hash": "412acb506d280d2d007f162245d6e91612650d4d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Win 9x 4.90; Trident/4.0)",
"session_id": "5160d937-07af-41cd-bd9e-08cbb668c193",
"risk_score": 57.56,
"confidence": 0.06
} | 94.220.21.25 | 77.236.127.11 | null | null | null | No additional info | Firewall inspect SSH traffic from 94.220.21.25:39 to 77.236.127.11:472 No additional info | inspect | 600,392 | SSH | null | null | null | null | null | null | null | null | 39 | 472 | 3,218 | null | null | null | null | null | null | null |
441c150c-7cde-4800-a3a5-cea9653f5b0a | 2025-05-23T21:07:59 | cloud | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|high| desc=Cloud lambda_execution in GCP by melissa12 MITRE Technique: T1486 | {
"geo_location": "El Salvador",
"device_hash": "604e63e34b1d052dcb0b8724cbd34c28d10b3b7230ea7aa7bebdd9c4a0b19cd9",
"user_agent": "Mozilla/5.0 (Android 2.3.7; Mobile; rv:27.0) Gecko/27.0 Firefox/27.0",
"session_id": "db4bb810-7efd-4c9d-a05a-56d1824a97a1",
"risk_score": 47.36,
"confidence": 0.04
} | null | null | null | null | null | MITRE Technique: T1486 | Cloud lambda_execution in GCP by melissa12 MITRE Technique: T1486 | lambda_execution | null | null | melissa12 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-bb21a901 |
5aaac638-40b7-49f6-ba52-4096503722ba | 2025-04-01T10:22:47 | iot | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC firmware_update No additional info | {
"geo_location": "Somalia",
"device_hash": "56f858ddc4bc2a9b9d90934cfbeac240882c5181a3fc3aed5fdd4ad5f597b6f8",
"user_agent": "Opera/9.48.(X11; Linux x86_64; unm-US) Presto/2.9.169 Version/11.00",
"session_id": "c2466572-93d7-4c8c-99e7-878a59750864",
"risk_score": 31.48,
"confidence": 0.56
} | 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-11a7b08e | 3.2 | null | null | null | null | null | null | null | null | null | null |
f6c97f19-b387-44b4-a2b3-811082271d91 | 2025-04-25T00:44:23 | auth | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|medium| desc=Auth timeout for richard86 via password from 54.4.231.13 No additional info | {
"geo_location": "Philippines",
"device_hash": "24138fbacbf6e7f202a073a1e1ce6148",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; sq-AL) AppleWebKit/533.20.7 (KHTML, like Gecko) Version/3.0.5 Mobile/8B117 Safari/6533.20.7",
"session_id": "4c138713-94a8-46a7-bba2-4f16f49c6f4a",
"risk_score": 75.11,
"confidence": 0.05
} | 54.4.231.13 | null | null | null | null | No additional info | Auth timeout for richard86 via password from 54.4.231.13 No additional info | timeout | null | null | richard86 | null | null | null | null | null | null | null | null | null | null | password | 98:6b:2e:7e:76:88 | null | null | null | null | null |
3b054554-8fd7-4653-9079-8ac92a0f20e7 | 2025-03-20T06:10:45 | auth | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|medium| desc=Auth challenge for maryjackson via biometric from 57.129.117.123 MITRE Technique: T1190 noise=RGlubmVyLg== | {
"geo_location": "Zimbabwe",
"device_hash": "8291486adcc0b62b21ae1e9cbe8f2f0e79d8507411eb15d1bed009932e53003a",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/44.0.828.0 Safari/534.1",
"session_id": "78e55a58-1c90-4943-bf0d-6fc43a307280",
"risk_score": 32.91,
"confidence": 0.2
} | 57.129.117.123 | null | null | null | null | MITRE Technique: T1190 | Auth challenge for maryjackson via biometric from 57.129.117.123 MITRE Technique: T1190 | challenge | null | null | maryjackson | null | null | null | {
"baseline_deviation": 0.7,
"entropy": 4.13,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | biometric | f3:97:a4:31:f7:fa | null | null | null | null | null |
54f8b500-e9ba-4ed2-9b5b-71bcb9b6c34a | 2025-07-01T00:39:33 | network | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|info| desc=Network latency_spike from 2.161.193.137 to 10.146.139.225 No additional info | {
"geo_location": "Lebanon",
"device_hash": "eccbb7b1a9c054e7f2af5bfb56e20d1a3b917ba4a71f7aa3fdf2776dd24942d5",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 14_8_1 like Mac OS X) AppleWebKit/532.0 (KHTML, like Gecko) CriOS/19.0.839.0 Mobile/43G188 Safari/532.0",
"session_id": "0de73372-0450-46c6-971c-edcbbe0545b4",
"risk_score": 29.75,
"confidence": 0.01
} | 2.161.193.137 | 10.146.139.225 | null | null | null | No additional info | Network latency_spike from 2.161.193.137 to 10.146.139.225 No additional info | latency_spike | 602,644 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
59b08de9-d2a5-4422-8d76-6dd499f5ee58 | 2025-03-16T04:40:13 | iot | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|critical| desc=IoT device HVAC side_channel No additional info | {
"geo_location": "Afghanistan",
"device_hash": "b9ffcd84d6278f2623b70f3acdfd17962696fae3eba6def57b6b7f052bc58098",
"user_agent": "Opera/9.20.(Windows NT 5.01; hi-IN) Presto/2.9.163 Version/11.00",
"session_id": "e6c9abe7-4dad-4d9f-b75c-66420c10a86f",
"risk_score": 65.88,
"confidence": 0.8
} | 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": 1.28,
"entropy": 7.27,
"frequency_anomaly": true,
"sequence_anomaly": false
} | HVAC | iot-bd4606d8 | 1.0 | null | null | null | null | null | null | null | null | null | null |
ae98f633-2173-4ae1-8d7f-7053a032d10f | 2025-03-27T00:59:17 | auth | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|high| desc=Auth success for jorge49 via key from 74.4.6.72 MITRE Technique: T1566.001 | Associated Threat Actor: Conti noise=EC46EA95 | {
"geo_location": "Gambia",
"device_hash": "d85494588df63fe57106ab8a8439a017d3244ac3",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/5935-10-20 19:36:20 Firefox/3.6.10",
"session_id": "1ed78869-f38a-4db5-8efe-16563b734498",
"risk_score": 77.5,
"confidence": 0.5
} | 74.4.6.72 | null | null | null | null | MITRE Technique: T1566.001 | Associated Threat Actor: Conti | Auth success for jorge49 via key from 74.4.6.72 MITRE Technique: T1566.001 | Associated Threat Actor: Conti | success | null | null | jorge49 | null | null | null | {
"baseline_deviation": 1.52,
"entropy": 3.72,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | key | 6d:7b:b8:1e:7e:24 | null | null | null | null | null |
fb512a44-6933-4005-9a54-b3d27dc6d13f | 2025-07-02T20:27:57 | iot | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|critical| desc=IoT device Camera physical_tamper No additional info | {
"geo_location": "Pakistan",
"device_hash": "1523f0e5022d893f29e0918fdd3a22a74f16287c",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; tcy-IN) AppleWebKit/534.4.5 (KHTML, like Gecko) Version/4.0.5 Mobile/8B114 Safari/6534.4.5",
"session_id": "a196245c-dbb0-4211-80da-a1fe2d4d1e42",
"risk_score": 36.94,
"confidence": 0.24
} | 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-a7598b7f | 2.7 | null | null | null | null | null | null | null | null | null | null |
7908f7d5-d944-496a-94e6-32d0d8490d92 | 2025-06-15T14:35:11 | firewall | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|high| desc=Firewall allow ICMP traffic from 166.173.66.29:898 to 10.162.249.139:49161 No additional info | {
"geo_location": "Equatorial Guinea",
"device_hash": "41e7b47db9864395c1574e29aaf59a524d403c045d69861039394cdb8581f17d",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; th-TH) AppleWebKit/534.26.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B111 Safari/6534.26.2",
"session_id": "f64b3f35-0d43-4231-9c2b-fb5c56a67d96",
"risk_score": 46.13,
"confidence": 0.94
} | 166.173.66.29 | 10.162.249.139 | null | null | null | No additional info | Firewall allow ICMP traffic from 166.173.66.29:898 to 10.162.249.139:49161 No additional info | allow | 340,512 | ICMP | null | null | null | null | {
"baseline_deviation": 2.46,
"entropy": 4.6,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 898 | 49,161 | 1,066 | null | null | null | null | null | null | null |
88164cc0-dc4a-4d4e-a2a4-01aa983f23c5 | 2027-05-29T00:14:15 | ai | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|medium| desc=AI system api_abuse by jeremy57 No additional info | {
"geo_location": "French Guiana",
"device_hash": "0e62d090ac899a7e3cb7e94fdba3fa0efd0215a9",
"user_agent": "Mozilla/5.0 (Linux; Android 3.2.3) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/43.0.825.0 Safari/532.2",
"session_id": "8652f18e-7b59-47bc-8e33-74168e883688",
"risk_score": 43.33,
"confidence": 1
} | null | null | null | null | null | No additional info | AI system api_abuse by jeremy57 No additional info | api_abuse | null | null | jeremy57 | null | null | null | {
"baseline_deviation": 0.76,
"entropy": 6.89,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | model-92085246 | 04f5dfbdf161650d2e594f317545ffa3 | 7054b789b55d669aca0208774c448a401103bb6d | null | null |
b45b6c46-6f3c-4d33-8f25-03ee08547b35 | 2025-04-02T01:14:59 | endpoint | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint driver_load north by elizabethsmith MITRE Technique: T1204.002 | {
"geo_location": "Algeria",
"device_hash": "7fa28670a96a57b0d4e19a5111426d25c0f39d22",
"user_agent": "Opera/8.66.(Windows NT 10.0; sc-IT) Presto/2.9.168 Version/10.00",
"session_id": "564b1367-8bf0-4af1-91ca-849b5f5acc9e",
"risk_score": 36.45,
"confidence": 0.59
} | null | null | null | null | null | MITRE Technique: T1204.002 | Endpoint driver_load north by elizabethsmith MITRE Technique: T1204.002 | driver_load | null | null | elizabethsmith | north | 1,100 | cmd.exe | {
"baseline_deviation": 0.75,
"entropy": 7.58,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
9f504e99-101b-42c0-b393-7b46a36f6efd | 2025-06-01T12:42:10 | ai | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|critical| desc=AI system membership_inference by harrisonlauren No additional info | {
"geo_location": "Iraq",
"device_hash": "811b9051e34c781830782f3937572facb3245ccc5c7c8a8942d4202c9a9acd95",
"user_agent": "Opera/8.59.(X11; Linux i686; wal-ET) Presto/2.9.182 Version/11.00",
"session_id": "5a82cef1-a074-46a9-a347-f81d0e8679b9",
"risk_score": 65.06,
"confidence": 0.48
} | null | null | null | null | null | No additional info | AI system membership_inference by harrisonlauren No additional info | membership_inference | null | null | harrisonlauren | null | null | null | null | null | null | null | null | null | null | null | null | model-808876fa | bab45f8a3e9b7e3dd0cce3c19fc6cde6 | dfa8e2b151122df57d68e5e5063d715a438e12c3 | null | null |
31d84500-c103-49e2-90a0-0a391fa092b7 | 2025-01-17T16:51:56 | cloud | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|high| desc=Cloud shadow_it in GCP by james65 MITRE Technique: T1190 | Unconventional IOC: GPU memory artifacts | {
"geo_location": "United States Virgin Islands",
"device_hash": "1600cc190b644d2f96bbdfb33fe4147848e4570ad2ae3610ffb21b2a32b13164",
"user_agent": "Opera/9.80.(Windows NT 5.0; sid-ET) Presto/2.9.181 Version/10.00",
"session_id": "9cbf2ccf-a6c7-444a-955d-d2e15398d7b5",
"risk_score": 100,
"confidence": 0.05
} | null | null | null | null | null | MITRE Technique: T1190 | Unconventional IOC: GPU memory artifacts | Cloud shadow_it in GCP by james65 MITRE Technique: T1190 | Unconventional IOC: GPU memory artifacts | shadow_it | null | null | james65 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-bcdf4d12 |
79b6b245-2244-4fee-8d31-feaf6a219963 | 2025-07-08T21:07:28 | ids_alert | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|high| desc=Zeek Alert: AI Model Poisoning detected from 183.99.64.50 targeting 148.118.219.170 No additional info | {
"geo_location": "American Samoa",
"device_hash": "8a70df099e73dbf5a18ee7a6db91c3d748bd1f4b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 4.0; Trident/4.1)",
"session_id": "215976c2-4407-4d35-ba8b-9c91d83fbffc",
"risk_score": 100,
"confidence": 0.85
} | 183.99.64.50 | 148.118.219.170 | AI Model Poisoning | SIG-8553 | Evasion | No additional info | Zeek Alert: AI Model Poisoning detected from 183.99.64.50 targeting 148.118.219.170 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e369d69d-c174-43d1-bf00-22bd31f19ecc | 2025-05-25T13:00:09 | network | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|high| desc=Network connection from 175.80.42.199 to 10.210.226.232 No additional info | {
"geo_location": "Lao People's Democratic Republic",
"device_hash": "ee7a81e83289c0b6b2bfd416c02beb09",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/20.0.809.0 Safari/534.0",
"session_id": "a2f85983-db62-48f5-ba01-419c671aa77c",
"risk_score": 55.82,
"confidence": 0.04
} | 175.80.42.199 | 10.210.226.232 | null | null | null | No additional info | Network connection from 175.80.42.199 to 10.210.226.232 No additional info | connection | 616,790 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f316bc33-9784-4dfb-a88d-1121e5895db2 | 2025-06-04T11:02:22 | ai | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|medium| desc=AI system model_inversion by fpalmer No additional info | {
"geo_location": "Denmark",
"device_hash": "d4aebdb2e12cbe08a81d341abc4201543bd57772",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_9_0) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/38.0.896.0 Safari/531.0",
"session_id": "f38b89be-e332-40f9-9a49-70e646211697",
"risk_score": 50.07,
"confidence": 0.67
} | null | null | null | null | null | No additional info | AI system model_inversion by fpalmer No additional info | model_inversion | null | null | fpalmer | null | null | null | {
"baseline_deviation": 2.89,
"entropy": 3.01,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | model-692cca27 | f80672a74d56515e3bf57b70e9fa200c770d660c | 56aa1749b4a18768499e4d7d29e62447280f0df6812efbcc8c5f436831c82c46 | null | null |
a4d78404-1dde-4835-b18f-6cb9daa41d58 | 2025-02-02T17:17:49 | ids_alert | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|medium| desc=CrowdStrike Alert: Fileless Attack detected from 78.208.67.47 targeting 10.165.118.80 No additional info | {
"geo_location": "Macao",
"device_hash": "31ba16e9a4947fb02c25b0907ab7b13e7fa5067e24de7ffefb392670b2362744",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/2780-04-09 19:31:29 Firefox/3.8",
"session_id": "ddb16320-d6d3-407d-ab62-9bd6d1ada3c1",
"risk_score": 35,
"confidence": 0.38
} | 78.208.67.47 | 10.165.118.80 | Fileless Attack | SIG-6470 | Evasion | No additional info | CrowdStrike Alert: Fileless Attack detected from 78.208.67.47 targeting 10.165.118.80 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b84d3a68-5711-4847-b6cd-212e165980e3 | 2025-02-27T07:28:40 | ai | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|low| desc=AI system fine_tuning by annferguson No additional info | {
"geo_location": "Kazakhstan",
"device_hash": "284e9c81acc278c604fd7755b8a8b92d0a4e08e5",
"user_agent": "Mozilla/5.0 (Android 2.0; Mobile; rv:12.0) Gecko/12.0 Firefox/12.0",
"session_id": "589b27fd-cb63-4416-89e4-c164f493ef02",
"risk_score": 60.59,
"confidence": 0.56
} | null | null | null | null | null | No additional info | AI system fine_tuning by annferguson No additional info | fine_tuning | null | null | annferguson | null | null | null | null | null | null | null | null | null | null | null | null | model-3c1b1d11 | 490cf290ae8c8f098b4816cbdadcb461 | 77a277a43303691e721837f1b3c0e971 | null | null |
158c7122-7719-4c00-ba44-459541b8d351 | 2025-01-21T10:52:51 | ai | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|info| desc=AI system model_access by scott77 Associated Threat Actor: APT29 | {
"geo_location": "Ecuador",
"device_hash": "79be0974d7b3c13ab7f98dc2f894b07dbee17e14b4b82fe4ae44a2c789140cc6",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_3; rv:1.9.3.20) Gecko/9580-09-07 09:23:45 Firefox/4.0",
"session_id": "25c73e8a-c832-4fb8-a275-cff0f16174f1",
"risk_score": 55.22,
"confidence": 0.96
} | null | null | null | null | null | Associated Threat Actor: APT29 | AI system model_access by scott77 Associated Threat Actor: APT29 | model_access | null | null | scott77 | null | null | null | null | null | null | null | null | null | null | null | null | model-993eb670 | 36adb6d90c09238d720fc9989ca1623705950ec3 | eab0c6fab7093f1c782310fa5d07d87279b12180b89f18af54737cde0ce1ce0f | null | null |
5043d08b-e183-42b0-b75e-571058c90412 | 2025-04-22T14:26:18 | firewall | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall inspect UDP traffic from 103.2.154.10:132 to 76.39.5.248:230 No additional info | {
"geo_location": "Mexico",
"device_hash": "816e9206719741b94ce4e5ceea1c81573928a6b96530b3e81aba9252aa38f3f3",
"user_agent": "Opera/8.79.(Windows NT 4.0; the-NP) Presto/2.9.175 Version/12.00",
"session_id": "634b3a5f-fb71-4c92-9b05-1fb162bce171",
"risk_score": 42.65,
"confidence": 0.52
} | 103.2.154.10 | 76.39.5.248 | null | null | null | No additional info | Firewall inspect UDP traffic from 103.2.154.10:132 to 76.39.5.248:230 No additional info | inspect | 315,265 | UDP | null | null | null | null | {
"baseline_deviation": 1.78,
"entropy": 2.64,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 132 | 230 | 3,268 | null | null | null | null | null | null | null |
66d30ada-0d4b-424c-9727-4bfd28a5a5e3 | 2025-01-22T23:09:50 | ids_alert | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ids_alert|high| desc=FireEye HX Alert: Cloud API Abuse detected from 10.168.188.70 targeting 57.25.190.169 No additional info | {
"geo_location": "Guadeloupe",
"device_hash": "89fb1a2c3867e9d1b04ee15c1dc005061dd5e799",
"user_agent": "Mozilla/5.0 (Linux; Android 4.2.1) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/15.0.802.0 Safari/536.0",
"session_id": "e5f0a4c1-51c7-4159-b1bf-267a0dce191a",
"risk_score": 26.08,
"confidence": 0.39
} | 10.168.188.70 | 57.25.190.169 | Cloud API Abuse | SIG-4610 | Malware | No additional info | FireEye HX Alert: Cloud API Abuse detected from 10.168.188.70 targeting 57.25.190.169 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9e5b0277-970d-4313-9a35-67891f43ae7b | 2025-07-01T06:49:30 | iot | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|low| desc=IoT device Sensor protocol_violation Unconventional IOC: Quantum random number deviations noise=hard|back|explain | {
"geo_location": "Slovakia (Slovak Republic)",
"device_hash": "5b2371ca50afe48db4b788348a89f044",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.2; Trident/5.0)",
"session_id": "2844dc47-306a-4bc9-bf7d-5134854095f1",
"risk_score": 66.04,
"confidence": 0.39
} | null | null | null | null | null | Unconventional IOC: Quantum random number deviations | IoT device Sensor protocol_violation Unconventional IOC: Quantum random number deviations | protocol_violation | null | null | null | null | null | null | null | Sensor | iot-f395161c | 2.5 | null | null | null | null | null | null | null | null | null | null |
7e50f367-5774-4b2a-b828-ce3b238fc822 | 2025-07-08T10:13:46 | cloud | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|medium| desc=Cloud crypto_mining in GCP by geraldwebb No additional info | {
"geo_location": "Greece",
"device_hash": "b0a04fe315fe4c5e8325a3485ccf7ba49e70e92a",
"user_agent": "Opera/8.91.(Windows NT 10.0; mag-IN) Presto/2.9.168 Version/12.00",
"session_id": "498b62f6-2849-4753-a166-898c5ec04b31",
"risk_score": 11.61,
"confidence": 0.65
} | null | null | null | null | null | No additional info | Cloud crypto_mining in GCP by geraldwebb No additional info | crypto_mining | null | null | geraldwebb | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-1f50e5ad |
1943f717-ab36-45cf-b0b2-8f56f5b6d617 | 2025-01-19T21:08:32 | auth | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|info| desc=Auth locked for crystal66 via OAuth from 222.247.98.167 No additional info | {
"geo_location": "Guadeloupe",
"device_hash": "e1f1b8d160272e0587b1797f2271afaf",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; fo-FO) AppleWebKit/535.12.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B111 Safari/6535.12.2",
"session_id": "d52f410d-f505-499c-ad39-1d09904ca441",
"risk_score": 54.32,
"confidence": 0.71
} | 222.247.98.167 | null | null | null | null | No additional info | Auth locked for crystal66 via OAuth from 222.247.98.167 No additional info | locked | null | null | crystal66 | null | null | null | null | null | null | null | null | null | null | OAuth | 02:d2:dd:dd:19:0d | null | null | null | null | null |
83c674fd-c242-48a8-90a8-ef7e6cffee0a | 2025-06-23T17:41:52 | firewall | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|info| desc=Firewall inspect SMB traffic from 10.156.144.118:184 to 43.185.130.208:909 Associated Threat Actor: APT29 | {
"geo_location": "United States Minor Outlying Islands",
"device_hash": "7852bd9e8a19b6efde4262fd694c9adafc0755c52c2880b53fe351b7fb511200",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/35.0.886.0 Safari/534.0",
"session_id": "fe506b14-993a-44db-b1bf-7b42383b63f7",
"risk_score": 56.05,
"confidence": 0.36
} | 10.156.144.118 | 43.185.130.208 | null | null | null | Associated Threat Actor: APT29 | Firewall inspect SMB traffic from 10.156.144.118:184 to 43.185.130.208:909 Associated Threat Actor: APT29 | inspect | 158,719 | SMB | null | null | null | null | null | null | null | null | 184 | 909 | 1,357 | null | null | null | null | null | null | null |
ac7be92b-6263-4288-adbb-d6fde1ea37de | 2025-06-07T11:53:18 | auth | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|info| desc=Auth bypass for cynthiabryant via password from 198.255.105.76 MITRE Technique: T1053.005 | {
"geo_location": "Uganda",
"device_hash": "f994b6afdd2de1947ca030747f4ebeea",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/35.0.862.0 Safari/531.2",
"session_id": "3225178d-d8d3-49ab-b1a4-3fc693c2525b",
"risk_score": 82.25,
"confidence": 0.95
} | 198.255.105.76 | null | null | null | null | MITRE Technique: T1053.005 | Auth bypass for cynthiabryant via password from 198.255.105.76 MITRE Technique: T1053.005 | bypass | null | null | cynthiabryant | null | null | null | null | null | null | null | null | null | null | password | 28:47:2c:a0:f6:5b | null | null | null | null | null |
67e84647-2e7d-4c42-9165-ffdbd6ee60a6 | 2025-03-28T04:05:01 | cloud | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|info| desc=Cloud crypto_mining in Alibaba by heidijohnson No additional info noise=categories/blog/app | {
"geo_location": "Netherlands Antilles",
"device_hash": "d659b140b45bcefc39fedabfeeb9272baa6c4c51",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 95; Trident/3.1)",
"session_id": "84d8ba2d-9086-4e4c-aaac-9fde7e4a53a0",
"risk_score": 83.75,
"confidence": 0.92
} | null | null | null | null | null | No additional info | Cloud crypto_mining in Alibaba by heidijohnson No additional info | crypto_mining | null | null | heidijohnson | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-f322d82e |
fae35040-6ca5-4e8e-887d-82c8039f1066 | 2025-03-08T15:44:34 | iot | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|medium| desc=IoT device Camera side_channel No additional info noise=hope|door|policy | {
"geo_location": "Saint Vincent and the Grenadines",
"device_hash": "e29d349c675150b0aed8c761c136881f5c915a33",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_7_0 rv:3.0; ln-CD) AppleWebKit/534.10.5 (KHTML, like Gecko) Version/4.0.5 Safari/534.10.5",
"session_id": "f499ef1d-cec3-499a-8380-ce92722274a2",
"risk_score": 46.18,
"confidence": 0.48
} | null | null | null | null | null | No additional info | IoT device Camera side_channel No additional info | side_channel | null | null | null | null | null | null | null | Camera | iot-f68bcb38 | 6.5 | null | null | null | null | null | null | null | null | null | null |
0a50e350-17e3-4f54-b4c3-145a5fdb3beb | 2025-04-13T02:11:12 | ai | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|medium| desc=AI system model_access by adamsscott No additional info | {
"geo_location": "Nigeria",
"device_hash": "45ce0fc885b298d76b15190bd83dcb2aca53892b",
"user_agent": "Opera/8.19.(Windows 95; ckb-IQ) Presto/2.9.176 Version/11.00",
"session_id": "8c75a03c-d1aa-4f27-b773-40d323da765c",
"risk_score": 43.63,
"confidence": 0.99
} | null | null | null | null | null | No additional info | AI system model_access by adamsscott No additional info | model_access | null | null | adamsscott | null | null | null | null | null | null | null | null | null | null | null | null | model-5aeee860 | fdd0504bc21ab658ce00f06dc91d1285ea41d1948a1a92262a65a5c95c1536ae | 60a24c2e8c7d8aa552eba41bb2a1fa5f55e2525a | null | null |
4f897be8-7ab7-48e9-97cf-aa9528b13a5b | 2025-07-02T03:17:03 | ids_alert | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|high| desc=LogRhythm Alert: MFA Bypass detected from 26.234.87.164 targeting 119.63.188.172 MITRE Technique: T1547.001 | {
"geo_location": "San Marino",
"device_hash": "c1542d13bb9c5b75e2eb2b16a7ba0e674f97612c69e890ba8d572dfaa653f3f5",
"user_agent": "Opera/8.22.(X11; Linux i686; cmn-TW) Presto/2.9.160 Version/12.00",
"session_id": "233c9fca-e06b-4084-8bb6-06348ef928ff",
"risk_score": 78.41,
"confidence": 0.47
} | 26.234.87.164 | 119.63.188.172 | MFA Bypass | SIG-2488 | Recon | MITRE Technique: T1547.001 | LogRhythm Alert: MFA Bypass detected from 26.234.87.164 targeting 119.63.188.172 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 |
c7e23a83-181c-4ae8-9abc-976405be6189 | 2025-06-01T19:45:07 | ai | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ai|critical| desc=AI system api_abuse by lsanders MITRE Technique: T1204.002 | Unconventional IOC: GPU memory artifacts noise=family|practice|type | {
"geo_location": "Monaco",
"device_hash": "40d9d7893720d21de83350d68235a531",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_8_7) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/47.0.869.0 Safari/533.1",
"session_id": "8eb2ea20-06b4-4e3c-b7f9-0def2cff4242",
"risk_score": 53.56,
"confidence": 0.43
} | null | null | null | null | null | MITRE Technique: T1204.002 | Unconventional IOC: GPU memory artifacts | AI system api_abuse by lsanders MITRE Technique: T1204.002 | Unconventional IOC: GPU memory artifacts | api_abuse | null | null | lsanders | null | null | null | null | null | null | null | null | null | null | null | null | model-206f914b | 0db5983a2d75567f6e3cce16ced65779 | afa23abc87ea4026bb34d6373857c8a2e6e077e4 | null | null |
cec38af7-2b4f-4dff-a55c-5db94218d92e | 2025-02-08T02:13:58 | iot | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|high| desc=IoT device Medical side_channel MITRE Technique: T1059.001 | {
"geo_location": "Jordan",
"device_hash": "241167aaac35e65959c1f935050b2072432f1b0285f5e5d67b99e002f8b35701",
"user_agent": "Mozilla/5.0 (Windows NT 4.0; ve-ZA; rv:1.9.0.20) Gecko/7464-02-26 14:27:53 Firefox/11.0",
"session_id": "078940d5-fd20-4f18-834b-906e3d8ec54c",
"risk_score": 28.27,
"confidence": 0.77
} | null | null | null | null | null | MITRE Technique: T1059.001 | IoT device Medical side_channel MITRE Technique: T1059.001 | side_channel | null | null | null | null | null | null | null | Medical | iot-011d5f48 | 10.4 | null | null | null | null | null | null | null | null | null | null |
505089c5-6fc3-4d8d-84a0-e485b0977965 | 2025-02-16T16:32:21 | network | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|critical| desc=Network beaconing from 163.32.33.79 to 214.8.250.71 No additional info noise=T3V0c2lkZS4= | {
"geo_location": "Ghana",
"device_hash": "ffe3394da6557af3c7e23472e750f702",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows CE; Trident/3.1)",
"session_id": "424636ab-464e-4fef-ba26-80bd07345a52",
"risk_score": 64.59,
"confidence": 0.75
} | 163.32.33.79 | 214.8.250.71 | null | null | null | No additional info | Network beaconing from 163.32.33.79 to 214.8.250.71 No additional info | beaconing | 634,745 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a141ebd2-0ae0-497b-9945-a2888eb090eb | 2025-05-25T00:42:02 | network | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|low| desc=Network data_exfiltration from 108.153.252.112 to 205.135.18.239 No additional info | {
"geo_location": "Mayotte",
"device_hash": "c40fb34d4e880dfe64ad3188cd76ceb176ef1f5a",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_6; rv:1.9.6.20) Gecko/6325-10-20 11:14:09 Firefox/3.8",
"session_id": "ccf4dff9-0475-4a4e-b346-17d9cd6d4648",
"risk_score": 78.11,
"confidence": 0.42
} | 108.153.252.112 | 205.135.18.239 | null | null | null | No additional info | Network data_exfiltration from 108.153.252.112 to 205.135.18.239 No additional info | data_exfiltration | 208,485 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
cc0d24e2-3bfe-4521-8337-60b1372a89be | 2025-01-13T01:13:50 | iot | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC sensor_spoofing MITRE Technique: T1078.004 | Associated Threat Actor: APT38 | {
"geo_location": "North Korea",
"device_hash": "e2725991e0438b799ed0eb871eb4da9515d2e37d",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.2) AppleWebKit/531.39.3 (KHTML, like Gecko) Version/4.0 Safari/531.39.3",
"session_id": "022e9b12-c442-408b-aa66-fb72014f9a24",
"risk_score": 81.01,
"confidence": 0.2
} | null | null | null | null | null | MITRE Technique: T1078.004 | Associated Threat Actor: APT38 | IoT device HVAC sensor_spoofing MITRE Technique: T1078.004 | Associated Threat Actor: APT38 | sensor_spoofing | null | null | null | null | null | null | null | HVAC | iot-3efa517c | 6.4 | null | null | null | null | null | null | null | null | null | null |
3bdb5d48-27a8-422d-a651-031ec3b213ea | 2025-05-09T12:17:13 | network | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|critical| desc=Network disconnection from 10.155.0.219 to 145.21.215.232 No additional info | {
"geo_location": "Iceland",
"device_hash": "dbf219735ca164cc0fc2690f2fa1bec0a3eba8d2",
"user_agent": "Opera/8.43.(X11; Linux x86_64; tn-ZA) Presto/2.9.161 Version/10.00",
"session_id": "8bf76834-15fc-4d2d-842c-3e2a0a2ecbb8",
"risk_score": 67.61,
"confidence": 0.61
} | 10.155.0.219 | 145.21.215.232 | null | null | null | No additional info | Network disconnection from 10.155.0.219 to 145.21.215.232 No additional info | disconnection | 529,810 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e0d169aa-042e-4299-bd64-c58ba73b96c3 | 2025-06-03T16:41:41 | firewall | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|high| desc=Firewall quarantine HTTPS traffic from 96.171.6.196:329 to 5.39.137.178:652 No additional info noise=main/search | {
"geo_location": "Vanuatu",
"device_hash": "d1d04e26a8e814a9fa8da4cb73c9d87e3c66d87f637d471142caa853fe565e73",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; nr-ZA) AppleWebKit/534.24.6 (KHTML, like Gecko) Version/4.0.5 Mobile/8B118 Safari/6534.24.6",
"session_id": "c7f03400-6f59-473a-b699-0c4abe43d116",
"risk_score": 73.9,
"confidence": 0.78
} | 96.171.6.196 | 5.39.137.178 | null | null | null | No additional info | Firewall quarantine HTTPS traffic from 96.171.6.196:329 to 5.39.137.178:652 No additional info | quarantine | 197,820 | HTTPS | null | null | null | null | null | null | null | null | 329 | 652 | 1,226 | null | null | null | null | null | null | null |
003c15e2-e43c-4a75-aee8-4a16c09fa752 | 2025-04-23T04:54:31 | iot | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|info| desc=IoT device Thermostat battery_drain MITRE Technique: T1134.001 | {
"geo_location": "United Kingdom",
"device_hash": "90bf6ce168a23161c4f1b1fac2a0fbc9b6b3d889",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.1; Trident/5.1)",
"session_id": "058dbefa-168e-43b3-bcba-2a32b912b85b",
"risk_score": 39.69,
"confidence": 0.05
} | null | null | null | null | null | MITRE Technique: T1134.001 | IoT device Thermostat battery_drain MITRE Technique: T1134.001 | battery_drain | null | null | null | null | null | null | null | Thermostat | iot-2d4a26df | 4.1 | null | null | null | null | null | null | null | null | null | null |
75fabbcf-3c6c-4842-9d3c-402e05a91963 | 2021-08-10T16:29:36 | cloud | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|low| desc=Cloud storage_access in Azure by ashleyjohnson Associated Threat Actor: APT29 | {
"geo_location": "United States Minor Outlying Islands",
"device_hash": "fe494c0fea3fc0a062630c2821df2f336a847bff",
"user_agent": "Mozilla/5.0 (Windows NT 5.1; dv-MV; rv:1.9.0.20) Gecko/6447-08-20 03:48:42 Firefox/3.6.1",
"session_id": "80e9cb2d-7858-4105-8eb8-58127696ca5a",
"risk_score": 53.32,
"confidence": 0.23
} | null | null | null | null | null | Associated Threat Actor: APT29 | Cloud storage_access in Azure by ashleyjohnson Associated Threat Actor: APT29 | storage_access | null | null | ashleyjohnson | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-d2125793 |
294204f4-7007-431a-8ce7-dee421c7fef2 | 2025-03-21T13:12:55 | iot | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|medium| desc=IoT device Thermostat battery_drain No additional info | {
"geo_location": "Isle of Man",
"device_hash": "934f80e5549acfe7e327080ced867b35",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows CE; Trident/5.1)",
"session_id": "51eb9607-32a0-4057-bef0-3bea81da0ed7",
"risk_score": 66.54,
"confidence": 0.02
} | null | null | null | null | null | No additional info | IoT device Thermostat battery_drain No additional info | battery_drain | null | null | null | null | null | null | null | Thermostat | iot-608478ee | 9.3 | null | null | null | null | null | null | null | null | null | null |
6cf59f98-c47c-4c79-a077-793571e56882 | 2025-03-23T11:03:11 | iot | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|critical| desc=IoT device HVAC battery_drain No additional info | {
"geo_location": "Northern Mariana Islands",
"device_hash": "ed7fc2ce87f033b58ffd8ce52ffedb4769e982ef263ed921bf123bc4023f8312",
"user_agent": "Opera/9.79.(X11; Linux x86_64; lzh-TW) Presto/2.9.177 Version/11.00",
"session_id": "81b776c3-e241-4f99-8516-14546ad7a12d",
"risk_score": 12.11,
"confidence": 0.32
} | null | null | null | null | null | No additional info | IoT device HVAC battery_drain No additional info | battery_drain | null | null | null | null | null | null | null | HVAC | iot-bdba19e6 | 8.5 | null | null | null | null | null | null | null | null | null | null |
eae5d154-c8b1-4701-a1ca-6a42ea77f59c | 2025-06-16T22:02:47 | firewall | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall drop UDP traffic from 97.63.192.148:144 to 161.226.13.36:344 No additional info | {
"geo_location": "Vietnam",
"device_hash": "11a45441928d7145c9407c72dee65f08",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_11_4) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/27.0.845.0 Safari/533.0",
"session_id": "9cf76091-c0e1-4d71-b48a-317fbe6b5466",
"risk_score": 66.43,
"confidence": 0.37
} | 97.63.192.148 | 161.226.13.36 | null | null | null | No additional info | Firewall drop UDP traffic from 97.63.192.148:144 to 161.226.13.36:344 No additional info | drop | 99,934 | UDP | null | null | null | null | null | null | null | null | 144 | 344 | 2,177 | null | null | null | null | null | null | null |
60e341d3-8a22-4621-a59c-261fdd74b9d2 | 2025-05-19T23:27:24 | auth | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|medium| desc=Auth failed for mary32 via key from 140.32.3.95 No additional info noise=73FC03FE | {
"geo_location": "French Southern Territories",
"device_hash": "f02aa944b052bd9ef033a5d3fad5b63e",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/36.0.899.0 Safari/536.1",
"session_id": "e43c6e60-b177-45db-817f-44be4e6be85f",
"risk_score": 62.28,
"confidence": 0.44
} | 140.32.3.95 | null | null | null | null | No additional info | Auth failed for mary32 via key from 140.32.3.95 No additional info | failed | null | null | mary32 | null | null | null | null | null | null | null | null | null | null | key | 0e:ac:b7:9f:01:3a | null | null | null | null | null |
b0fae5e5-0340-4012-8c26-1b2f87fa6032 | 2025-05-21T02:54:34 | firewall | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|medium| desc=Firewall inspect TCP traffic from 145.20.119.78:970 to 107.130.1.199:922 Associated Threat Actor: Leafminer | {
"geo_location": "Cook Islands",
"device_hash": "ad241811b5c4c695697ecd7d9dee77e81eb917b0",
"user_agent": "Mozilla/5.0 (Android 2.2.2; Mobile; rv:55.0) Gecko/55.0 Firefox/55.0",
"session_id": "d3d5f99a-dda9-43eb-b3b1-078e4fd519a6",
"risk_score": 100,
"confidence": 0.7
} | 145.20.119.78 | 107.130.1.199 | null | null | null | Associated Threat Actor: Leafminer | Firewall inspect TCP traffic from 145.20.119.78:970 to 107.130.1.199:922 Associated Threat Actor: Leafminer | inspect | 577,544 | TCP | null | null | null | null | null | null | null | null | 970 | 922 | 1,027 | null | null | null | null | null | null | null |
98173905-2058-406f-87f8-8897b3615b00 | 2025-02-16T12:23:21 | auth | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|low| desc=Auth success for crystalhall via password from 133.121.105.154 No additional info | {
"geo_location": "North Macedonia",
"device_hash": "6ff3999f33c52c241334bfb8c16e6f4b054ba2ee2d9c5589dc6a1bfd7d8cbb45",
"user_agent": "Opera/9.97.(Windows 98; Win 9x 4.90; tr-CY) Presto/2.9.175 Version/11.00",
"session_id": "dc3fc13c-6477-4be9-9d85-2f463bd582e7",
"risk_score": 47.33,
"confidence": 0.18
} | 133.121.105.154 | null | null | null | null | No additional info | Auth success for crystalhall via password from 133.121.105.154 No additional info | success | null | null | crystalhall | null | null | null | null | null | null | null | null | null | null | password | a3:e2:ae:ad:14:22 | null | null | null | null | null |
c6a6ef5b-62f8-4b9d-8542-a0554a8bc6f7 | 2025-03-11T01:04:40 | 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 sensor_spoofing No additional info noise=heavy|pass|else | {
"geo_location": "Canada",
"device_hash": "8d465d1d2bea2f590b9b3505e5486102",
"user_agent": "Opera/8.23.(Windows NT 10.0; sk-SK) Presto/2.9.189 Version/11.00",
"session_id": "82e3453e-f0a9-4df1-93b2-bf079c001acb",
"risk_score": 38.72,
"confidence": 0.58
} | 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-f1dc624e | 7.2 | null | null | null | null | null | null | null | null | null | null |
aad61ebe-a30e-4e97-a3a9-fbd32c0e2e86 | 2025-04-04T13:20:33 | endpoint | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint powershell_exec /speak/could.mp4 by nealjeffery MITRE Technique: T1543.003 | {
"geo_location": "Martinique",
"device_hash": "21848dd067185ae25f786bfaff89cd4af718d81321b5be74fbfa7a8faa2d6332",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_12_0) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/16.0.825.0 Safari/533.1",
"session_id": "25b5abfc-5d63-4fdf-92e1-f0250b230c14",
"risk_score": 82.34,
"confidence": 0.08
} | null | null | null | null | null | MITRE Technique: T1543.003 | Endpoint powershell_exec /speak/could.mp4 by nealjeffery MITRE Technique: T1543.003 | powershell_exec | null | null | nealjeffery | /speak/could.mp4 | 3,836 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
eb7d4add-ecff-445e-bb59-4a0e5768a1e7 | 2025-06-28T22:10:00 | network | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|high| desc=Network data_exfiltration from 21.31.190.176 to 1.58.129.247 No additional info | {
"geo_location": "Australia",
"device_hash": "c704dee2050784afd4f460277e8416bdeb1741d2",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_5_0 rv:4.0; ks-IN) AppleWebKit/532.31.7 (KHTML, like Gecko) Version/5.1 Safari/532.31.7",
"session_id": "cfd0f1d0-56b0-4d09-ae5f-bb8caaa5ab98",
"risk_score": 28.23,
"confidence": 0.3
} | 21.31.190.176 | 1.58.129.247 | null | null | null | No additional info | Network data_exfiltration from 21.31.190.176 to 1.58.129.247 No additional info | data_exfiltration | 393,354 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ff47ca11-cdda-400a-a936-c407350d616a | 2025-01-20T03:52:18 | cloud | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|critical| desc=Cloud lambda_execution in Alibaba by stephen28 Associated Threat Actor: APT35 | {
"geo_location": "Guinea-Bissau",
"device_hash": "0d390f2dbb6d443aedfbd69a6659e82ff57e7473",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; gu-IN) AppleWebKit/533.26.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B115 Safari/6533.26.2",
"session_id": "87e900cd-a476-4810-bfa4-c5f658a636b6",
"risk_score": 70.87,
"confidence": 0.04
} | null | null | null | null | null | Associated Threat Actor: APT35 | Cloud lambda_execution in Alibaba by stephen28 Associated Threat Actor: APT35 | lambda_execution | null | null | stephen28 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-81e9d808 |
933b76d5-6b53-4e02-b239-3802daf85854 | 2025-02-20T08:43:06 | auth | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|low| desc=Auth failed for ruizhaley via OAuth from 133.68.78.106 No additional info | {
"geo_location": "Brunei Darussalam",
"device_hash": "5aac537c58e737d94a03574254ab48bb",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 98; Win 9x 4.90; Trident/4.1)",
"session_id": "0ff04f49-1a39-4202-97c5-26d75b0ebc15",
"risk_score": 36.5,
"confidence": 0.68
} | 133.68.78.106 | null | null | null | null | No additional info | Auth failed for ruizhaley via OAuth from 133.68.78.106 No additional info | failed | null | null | ruizhaley | null | null | null | null | null | null | null | null | null | null | OAuth | 69:fe:92:ae:12:30 | null | null | null | null | null |
bd9cd908-5f3b-4928-97d6-36260d958330 | 2025-05-15T17:43:32 | network | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|network|info| desc=Network connection from 83.87.185.29 to 134.214.161.57 Associated Threat Actor: Scattered Spider | {
"geo_location": "Moldova",
"device_hash": "9cfa39b3bc7d60a7b8809252bbcddb73aa281b5ce54fda06ab3f6506867c63f7",
"user_agent": "Mozilla/5.0 (Android 4.4.3; Mobile; rv:59.0) Gecko/59.0 Firefox/59.0",
"session_id": "a691a77a-457d-4895-a349-2f6ad13f7968",
"risk_score": 17.08,
"confidence": 0.7
} | 83.87.185.29 | 134.214.161.57 | null | null | null | Associated Threat Actor: Scattered Spider | Network connection from 83.87.185.29 to 134.214.161.57 Associated Threat Actor: Scattered Spider | connection | 99,782 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f8aa3e00-60a1-4827-9a2e-96cc687a9342 | 2025-04-10T17:43:09 | network | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|high| desc=Network covert_channel from 16.234.103.224 to 24.74.143.207 No additional info noise=most|quite|middle | {
"geo_location": "Kuwait",
"device_hash": "d7519bc37e10f5c5fd77d756db9fea06055cceea",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.01; Trident/4.0)",
"session_id": "99b266f3-9cd2-48bd-98ed-d0a57bed3feb",
"risk_score": 64.61,
"confidence": 0.03
} | 16.234.103.224 | 24.74.143.207 | null | null | null | No additional info | Network covert_channel from 16.234.103.224 to 24.74.143.207 No additional info | covert_channel | 1,927 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
64e66f89-ea96-4f45-a8fd-7dfadf74330e | 2025-05-11T11:25:46 | auth | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|auth|low| desc=Auth challenge for allenstephen via password from 139.161.236.98 No additional info | {
"geo_location": "Ghana",
"device_hash": "24bb9871dab8fe13d052f4f6badf624c5b2a5d22d6ad9d59dda34256e39a8b7d",
"user_agent": "Mozilla/5.0 (Linux; Android 4.4.3) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/39.0.874.0 Safari/534.2",
"session_id": "4cce90e9-0ebc-4904-94a5-36569a9466b0",
"risk_score": 64.86,
"confidence": 0.35
} | 139.161.236.98 | null | null | null | null | No additional info | Auth challenge for allenstephen via password from 139.161.236.98 No additional info | challenge | null | null | allenstephen | null | null | null | {
"baseline_deviation": 2.27,
"entropy": 6.48,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | password | c3:62:77:21:21:1d | null | null | null | null | null |
e67c7582-bddf-4d84-a7cd-f9647bfbeb73 | 2025-03-02T00:11:52 | iot | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|critical| desc=IoT device Thermostat side_channel MITRE Technique: T1059.001 | Associated Threat Actor: Leafminer | {
"geo_location": "United Kingdom",
"device_hash": "c2ff63cab9b2f6f55b98fcc1e25f4e4370bf9246",
"user_agent": "Mozilla/5.0 (Android 4.3; Mobile; rv:48.0) Gecko/48.0 Firefox/48.0",
"session_id": "2f8940e8-c520-4a0c-b465-3e9530813e33",
"risk_score": 80.51,
"confidence": 0.4
} | null | null | null | null | null | MITRE Technique: T1059.001 | Associated Threat Actor: Leafminer | IoT device Thermostat side_channel MITRE Technique: T1059.001 | Associated Threat Actor: Leafminer | side_channel | null | null | null | null | null | null | null | Thermostat | iot-35de6f44 | 8.4 | null | null | null | null | null | null | null | null | null | null |
1b0fdabf-2381-4ce6-b680-483a40fb46c3 | 2025-04-03T02:26:54 | network | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|high| desc=Network beaconing from 132.165.34.95 to 181.202.213.185 MITRE Technique: T1053.005 | Possible protocol tunneling noise=A3730863 | {
"geo_location": "Mauritania",
"device_hash": "46789f68992e66acbee813dc6ac4228b27da1a91",
"user_agent": "Opera/8.55.(X11; Linux i686; eo-US) Presto/2.9.186 Version/10.00",
"session_id": "3030368c-2729-44e1-b94b-38e93d19fa3e",
"risk_score": 60.64,
"confidence": 0.37
} | 132.165.34.95 | 181.202.213.185 | null | null | null | MITRE Technique: T1053.005 | Possible protocol tunneling | Network beaconing from 132.165.34.95 to 181.202.213.185 MITRE Technique: T1053.005 | Possible protocol tunneling | beaconing | 38,826 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
04b91f60-bd23-4c70-bebf-d67d739a2334 | 2025-06-10T05:58:59 | endpoint | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint file_access walk by charlesreed MITRE Technique: T1059.001 | Fileless execution detected | {
"geo_location": "Sudan",
"device_hash": "4f0cd539c18f74aa7ff8b018ce885fde",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_9_8 rv:4.0; nan-TW) AppleWebKit/535.19.4 (KHTML, like Gecko) Version/5.0.2 Safari/535.19.4",
"session_id": "af686900-57e0-48bb-848b-62d023c9a545",
"risk_score": 52.68,
"confidence": 0.5
} | null | null | null | null | null | MITRE Technique: T1059.001 | Fileless execution detected | Endpoint file_access walk by charlesreed MITRE Technique: T1059.001 | Fileless execution detected | file_access | null | null | charlesreed | walk | 4,282 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5ce518c0-4023-4fc9-bfc6-fd98e0ec8751 | 2029-07-24T13:32:48 | firewall | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|low| desc=Firewall allow UDP traffic from 181.120.244.151:777 to 119.15.194.104:118 MITRE Technique: T1059.005 | {
"geo_location": "Pitcairn Islands",
"device_hash": "7a63716d8844edb9cd5c4e0f8f227b2ee569f4781ba65db77d088e1d95618e10",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.1; Trident/5.1)",
"session_id": "b1616fbe-e08e-4f75-aff1-59776ae6d061",
"risk_score": 29.03,
"confidence": 0.41
} | 181.120.244.151 | 119.15.194.104 | null | null | null | MITRE Technique: T1059.005 | Firewall allow UDP traffic from 181.120.244.151:777 to 119.15.194.104:118 MITRE Technique: T1059.005 | allow | 210,165 | UDP | null | null | null | null | null | null | null | null | 777 | 118 | 1,638 | null | null | null | null | null | null | null |
b4652327-64b0-4076-86d1-1348a244e719 | 2025-06-03T13:39:10 | auth | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|low| desc=Auth failed for stanleybarbara via OAuth from 10.95.113.122 No additional info | {
"geo_location": "Taiwan",
"device_hash": "ecbd8f1cb6ef6891a8698e6c52e0ed10",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_9_9 rv:2.0; te-IN) AppleWebKit/535.17.6 (KHTML, like Gecko) Version/5.0.4 Safari/535.17.6",
"session_id": "e2a884e8-42ab-4f0f-8f2c-5132cc462758",
"risk_score": 56.38,
"confidence": 0.32
} | 10.95.113.122 | null | null | null | null | No additional info | Auth failed for stanleybarbara via OAuth from 10.95.113.122 No additional info | failed | null | null | stanleybarbara | null | null | null | null | null | null | null | null | null | null | OAuth | 13:75:da:bc:6b:af | null | null | null | null | null |
70c468e6-f714-47b5-83fd-23ff1fc914c1 | 2025-04-08T09:41:56 | ids_alert | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|low| desc=Snort Alert: DDoS detected from 128.247.68.139 targeting 12.141.25.203 MITRE Technique: T1566.001 | {
"geo_location": "Japan",
"device_hash": "528fb3a7cc8bc5aeca38f939f1426f77cb35e35c",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_9 rv:6.0; ss-ZA) AppleWebKit/534.45.2 (KHTML, like Gecko) Version/4.0 Safari/534.45.2",
"session_id": "4a8d5e9d-f0fb-47e8-81d5-ce27b1d8c6e1",
"risk_score": 55.35,
"confidence": 0.92
} | 128.247.68.139 | 12.141.25.203 | DDoS | SIG-8939 | Policy | MITRE Technique: T1566.001 | Snort Alert: DDoS detected from 128.247.68.139 targeting 12.141.25.203 MITRE Technique: T1566.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
806d20ed-4fbc-41bd-a72a-16cc66eba995 | 2025-03-01T16:41:04 | iot | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|low| desc=IoT device Thermostat unusual_activity No additional info | {
"geo_location": "Colombia",
"device_hash": "1f46c68e56c0d37527b70f3075c0dd6c",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/35.0.855.0 Safari/532.1",
"session_id": "3c49df62-3850-4d1b-9859-66abd8892328",
"risk_score": 20.68,
"confidence": 0.92
} | null | null | null | null | null | No additional info | IoT device Thermostat unusual_activity No additional info | unusual_activity | null | null | null | null | null | null | null | Thermostat | iot-4f5f9e5b | 9.3 | null | null | null | null | null | null | null | null | null | null |
6623d6b6-0825-42b3-99e7-8e2382142f63 | 2025-04-19T09:54:51 | cloud | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud api_abuse in Alibaba by meyermichael No additional info | {
"geo_location": "Kyrgyz Republic",
"device_hash": "e36eb7a085cda24025aced971e5c0e7d",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.2) AppleWebKit/531.36.1 (KHTML, like Gecko) Version/4.0.2 Safari/531.36.1",
"session_id": "f697e29e-5c03-4eea-acf9-fc3b10b9cfb7",
"risk_score": 0,
"confidence": 0.48
} | null | null | null | null | null | No additional info | Cloud api_abuse in Alibaba by meyermichael No additional info | api_abuse | null | null | meyermichael | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-c3eaf670 |
fd7bbe5a-90a8-44ed-a042-a5ef5fb72aff | 2025-04-16T08:39:23 | endpoint | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint process_stop /certainly/charge.js by anthony30 Living-off-the-land technique detected | {
"geo_location": "Brazil",
"device_hash": "3977770195e74d397c8abe1c2f71b2cfa8cf1d83eff08f2571dd80c447df1e26",
"user_agent": "Opera/8.43.(Windows NT 10.0; dv-MV) Presto/2.9.179 Version/10.00",
"session_id": "5da3b0ce-4260-47b7-af4b-e6d3d6a22b8d",
"risk_score": 28.23,
"confidence": 0.74
} | null | null | null | null | null | Living-off-the-land technique detected | Endpoint process_stop /certainly/charge.js by anthony30 Living-off-the-land technique detected | process_stop | null | null | anthony30 | /certainly/charge.js | 9,637 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1f125571-98f9-4bba-a009-dd766ae3e10c | 2025-05-23T12:30:24 | cloud | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|low| desc=Cloud storage_access in Alibaba by johnsonwilliam MITRE Technique: T1574.002 | {
"geo_location": "Ecuador",
"device_hash": "9d4927ec0df985f39a81f26b9b281a3d31262df5",
"user_agent": "Opera/8.64.(Windows NT 6.2; quz-PE) Presto/2.9.170 Version/12.00",
"session_id": "cf711c05-2001-4696-af33-be96a0a723c8",
"risk_score": 46.31,
"confidence": 0.92
} | null | null | null | null | null | MITRE Technique: T1574.002 | Cloud storage_access in Alibaba by johnsonwilliam MITRE Technique: T1574.002 | storage_access | null | null | johnsonwilliam | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-4544e3fb |
31b68b4c-0745-44de-bdc1-36f251487da7 | 2025-03-11T22:56:01 | iot | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Medical physical_tamper No additional info noise=A0E71939 | {
"geo_location": "Ecuador",
"device_hash": "61943066920d0fdf38bf6461c5685d489a285c8744cc4f4c68f9b58ef45b8c83",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 95; Trident/3.0)",
"session_id": "a0e06b1d-e683-41a9-be15-d9d0c68c5c2f",
"risk_score": 75,
"confidence": 0.74
} | null | null | null | null | null | No additional info | IoT device Medical physical_tamper No additional info | physical_tamper | null | null | null | null | null | null | null | Medical | iot-556a341a | 1.6 | null | null | null | null | null | null | null | null | null | null |
8576df48-c5ca-4a83-9c7c-190bc3bcd72f | 2025-03-22T08:20:20 | iot | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|info| desc=IoT device Sensor physical_tamper MITRE Technique: T1574.002 | {
"geo_location": "Gabon",
"device_hash": "623b6bbcd5fcf8a962e2e79040bd618d",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/8149-10-22 21:31:18 Firefox/3.8",
"session_id": "a7573786-7fc8-4b68-be66-b36d0e45d4e4",
"risk_score": 41.72,
"confidence": 0.73
} | null | null | null | null | null | MITRE Technique: T1574.002 | IoT device Sensor physical_tamper MITRE Technique: T1574.002 | physical_tamper | null | null | null | null | null | null | null | Sensor | iot-321f3146 | 2.2 | null | null | null | null | null | null | null | null | null | null |
a6610adf-0510-4af6-a416-3ab65a3d62fd | 2029-06-17T00:54:35 | endpoint | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint scheduled_task west by draketimothy No additional info | {
"geo_location": "Gibraltar",
"device_hash": "31f1ae83c0dfa3c8919ec8acfcca173ca771a891",
"user_agent": "Opera/8.84.(X11; Linux x86_64; quz-PE) Presto/2.9.172 Version/10.00",
"session_id": "66731e94-bfd9-4eb1-9351-77fc17ce643a",
"risk_score": 53.05,
"confidence": 0.12
} | null | null | null | null | null | No additional info | Endpoint scheduled_task west by draketimothy No additional info | scheduled_task | null | null | draketimothy | west | 708 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2d4b563d-b299-4ead-b52e-39718a6f9247 | 2025-06-27T08:33:55 | auth | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|high| desc=Auth bypass for jenniferbaker via OAuth from 69.59.122.163 MITRE Technique: T1566.001 | Associated Threat Actor: BlueNoroff | {
"geo_location": "Ethiopia",
"device_hash": "320f9876b903a2b97d4de24dfbc2e3c04f4582df8d05434b86b8b924358cda74",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 15_8_2 like Mac OS X) AppleWebKit/533.2 (KHTML, like Gecko) FxiOS/18.1r8463.0 Mobile/36B589 Safari/533.2",
"session_id": "c3987305-7be7-41ec-8d04-109b28f9306c",
"risk_score": 92.88,
"confidence": 0.16
} | 69.59.122.163 | null | null | null | null | MITRE Technique: T1566.001 | Associated Threat Actor: BlueNoroff | Auth bypass for jenniferbaker via OAuth from 69.59.122.163 MITRE Technique: T1566.001 | Associated Threat Actor: BlueNoroff | bypass | null | null | jenniferbaker | null | null | null | null | null | null | null | null | null | null | OAuth | 71:13:94:0d:f8:73 | null | null | null | null | null |
aedb703a-b352-49ce-9c55-3a6d5ab1f6a6 | 2025-03-04T10:15:22 | auth | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|info| desc=Auth failed for sarah01 via OAuth from 55.101.208.223 No additional info | {
"geo_location": "China",
"device_hash": "6f77401fa69b2ab1fa7593cd30ab3bfd51c8aa58064d593310e7142f9eb236fa",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; sw-TZ) AppleWebKit/535.13.6 (KHTML, like Gecko) Version/4.0.5 Mobile/8B113 Safari/6535.13.6",
"session_id": "bc9dc68a-98f6-4c14-b9df-b158bc50bf2b",
"risk_score": 45.02,
"confidence": 0.87
} | 55.101.208.223 | null | null | null | null | No additional info | Auth failed for sarah01 via OAuth from 55.101.208.223 No additional info | failed | null | null | sarah01 | null | null | null | null | null | null | null | null | null | null | OAuth | 71:ff:20:8c:50:f7 | null | null | null | null | null |
0c76ae7e-4064-4549-8205-3be22defd53b | 2025-06-13T12:37:15 | network | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|low| desc=Network covert_channel from 201.182.36.109 to 101.251.224.109 MITRE Technique: T1071.001 | {
"geo_location": "Lao People's Democratic Republic",
"device_hash": "7de5e4200aba978e9d0d3009629f282976fb32fb76695c5af1687359f8b67d1f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Trident/3.0)",
"session_id": "3b112edc-7309-4af8-a876-91d60aa0c224",
"risk_score": 30.12,
"confidence": 0.71
} | 201.182.36.109 | 101.251.224.109 | null | null | null | MITRE Technique: T1071.001 | Network covert_channel from 201.182.36.109 to 101.251.224.109 MITRE Technique: T1071.001 | covert_channel | 93,094 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7e901045-f895-4653-8e07-f315f64ddb5d | 2025-03-23T22:29:50 | ids_alert | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ids_alert|high| desc=Palo Alto Cortex Alert: Zero-Day Exploit detected from 208.46.122.43 targeting N/A No additional info | {
"geo_location": "New Zealand",
"device_hash": "85ea71d427d4b815e6ad3b44d5f892a693c845ba",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; tig-ER) AppleWebKit/532.38.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B111 Safari/6532.38.7",
"session_id": "f2e79997-682e-4b93-a79f-4f9f56443a72",
"risk_score": 15,
"confidence": 0.05
} | 208.46.122.43 | N/A | Zero-Day Exploit | SIG-4460 | Policy | No additional info | Palo Alto Cortex Alert: Zero-Day Exploit detected from 208.46.122.43 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 |
556e8c9e-2cc2-480d-b68b-644707933045 | 2025-07-01T02:30:00 | firewall | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|low| desc=Firewall inspect RDP traffic from 36.19.227.54:36 to 102.218.55.198:193 No additional info noise=RmVhciBuZXcu | {
"geo_location": "United Kingdom",
"device_hash": "b49dc536dec97ccd764304fa4a49aeaa7337de1d7961f82a3adb0e4fbe904db6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.1; Trident/3.1)",
"session_id": "f343c0e1-9d2f-4afc-88fd-500d457f2435",
"risk_score": 29.76,
"confidence": 0.24
} | 36.19.227.54 | 102.218.55.198 | null | null | null | No additional info | Firewall inspect RDP traffic from 36.19.227.54:36 to 102.218.55.198:193 No additional info | inspect | 36,011 | RDP | null | null | null | null | null | null | null | null | 36 | 193 | 205 | null | null | null | null | null | null | null |
e8b5f73d-e939-4220-a7d1-373f0c44252e | 2025-01-23T01:58:36 | iot | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC physical_tamper No additional info | {
"geo_location": "Uganda",
"device_hash": "24c949159f7e03ed257c9593c4726ce8b2a0a5fbf99c34fb3980bc813357e43a",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.0) AppleWebKit/531.47.7 (KHTML, like Gecko) Version/5.0.1 Safari/531.47.7",
"session_id": "4591381d-40b1-4f87-9d81-848fc07b013d",
"risk_score": 47.33,
"confidence": 0.67
} | null | null | null | null | null | No additional info | IoT device HVAC physical_tamper No additional info | physical_tamper | null | null | null | null | null | null | null | HVAC | iot-b18d8f36 | 2.9 | null | null | null | null | null | null | null | null | null | null |
52c5a910-6e20-4ffb-809f-b2d5de3ed4a0 | 2025-05-29T00:28:10 | firewall | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|medium| desc=Firewall inspect DNS traffic from 82.50.252.135:45 to 58.235.131.164:624 MITRE Technique: T1486 noise=room|a|attention | {
"geo_location": "Estonia",
"device_hash": "3d3dfb1b24ab70e435b11a5d35d72486",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 10.0) AppleWebKit/533.21.2 (KHTML, like Gecko) Version/5.0.1 Safari/533.21.2",
"session_id": "189385d9-f2ec-424e-b59d-412ab3756a1b",
"risk_score": 33.69,
"confidence": 0.48
} | 82.50.252.135 | 58.235.131.164 | null | null | null | MITRE Technique: T1486 | Firewall inspect DNS traffic from 82.50.252.135:45 to 58.235.131.164:624 MITRE Technique: T1486 | inspect | 348,161 | DNS | null | null | null | null | null | null | null | null | 45 | 624 | 2,748 | null | null | null | null | null | null | null |
794a7c57-85a3-4648-8467-fcfd2b83dc92 | 2025-02-05T11:44:13 | firewall | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall allow NTP traffic from 10.63.19.163:719 to 201.225.233.249:900 MITRE Technique: T1078.004 | {
"geo_location": "Papua New Guinea",
"device_hash": "5dc1ec8d48b1c92777d15c91bfbf91dd29abdb1a91b85c3dde69c394b13f1f95",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 10.0; Trident/3.1)",
"session_id": "0881e3b8-14e0-4321-a60d-e9a8b9277ca4",
"risk_score": 20.57,
"confidence": 0.13
} | 10.63.19.163 | 201.225.233.249 | null | null | null | MITRE Technique: T1078.004 | Firewall allow NTP traffic from 10.63.19.163:719 to 201.225.233.249:900 MITRE Technique: T1078.004 | allow | 305,028 | NTP | null | null | null | null | null | null | null | null | 719 | 900 | 1,375 | null | null | null | null | null | null | null |
c21a969f-ef15-4387-9d2b-b52eb5ec6751 | 2025-05-23T20:26:12 | endpoint | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint process_stop your by ccooper MITRE Technique: T1134.001 noise=blog/posts/categories | {
"geo_location": "Hungary",
"device_hash": "5c788d9034f32db05a1cfd47c8d72d12",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/534.34.6 (KHTML, like Gecko) Version/5.1 Safari/534.34.6",
"session_id": "ecd93323-df6c-41e2-b294-6236bb7239f5",
"risk_score": 56.44,
"confidence": 0.03
} | null | null | null | null | null | MITRE Technique: T1134.001 | Endpoint process_stop your by ccooper MITRE Technique: T1134.001 | process_stop | null | null | ccooper | your | 8,121 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ec006533-e7fa-4118-a95d-6e71bebd70cf | 2025-03-12T18:34:15 | ai | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|low| desc=AI system adversarial_input by xsantos MITRE Technique: T1071.001 | {
"geo_location": "Guernsey",
"device_hash": "dc101981b6bdabeba8a49c8d8e37c3fb",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_11_3 rv:4.0; fa-IR) AppleWebKit/531.18.5 (KHTML, like Gecko) Version/5.0.4 Safari/531.18.5",
"session_id": "25fbab2c-1856-4d03-822e-43c08c927469",
"risk_score": 72.95,
"confidence": 0.33
} | null | null | null | null | null | MITRE Technique: T1071.001 | AI system adversarial_input by xsantos MITRE Technique: T1071.001 | adversarial_input | null | null | xsantos | null | null | null | null | null | null | null | null | null | null | null | null | model-f7fa8e21 | 1921ffdacb23d9e15c4a1645ced27ce7a1fec67bd3fd694f023e3cef2afc4ae5 | 4408672d559ad2008904c50bea14127be7394e931d65fdb730312d39196178da | null | null |
e1979029-6c3a-4835-b810-f113583aa951 | 2025-05-17T23:25:45 | network | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|low| desc=Network protocol_anomaly from 184.158.9.243 to 66.111.212.156 No additional info noise=blog/wp-content | {
"geo_location": "Kiribati",
"device_hash": "e1379094073c96a0c1d6eb62e65660aa1cbbdecf",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_8_9 rv:5.0; el-GR) AppleWebKit/533.48.7 (KHTML, like Gecko) Version/5.0.3 Safari/533.48.7",
"session_id": "bcaa9498-cfc1-4c6f-a711-3932ae60abdb",
"risk_score": 32.3,
"confidence": 0.81
} | 184.158.9.243 | 66.111.212.156 | null | null | null | No additional info | Network protocol_anomaly from 184.158.9.243 to 66.111.212.156 No additional info | protocol_anomaly | 631,344 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3a5bb55a-3d2b-428b-8cfa-efccc08f1e87 | 2025-05-01T06:07:19 | network | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|medium| desc=Network disconnection from 10.145.50.170 to 215.63.227.145 No additional info | {
"geo_location": "Bhutan",
"device_hash": "727b94ea0e156d6f6b01e651ee7a2640",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.2; Trident/3.0)",
"session_id": "7c8d60c0-6796-4b52-8d9c-e9ca0efbe67e",
"risk_score": 86.76,
"confidence": 0.04
} | 10.145.50.170 | 215.63.227.145 | null | null | null | No additional info | Network disconnection from 10.145.50.170 to 215.63.227.145 No additional info | disconnection | 678,359 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d6c1e621-d3dd-49a3-835f-5a5727a431ac | 2025-02-01T18:30:47 | ids_alert | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|low| desc=LogRhythm Alert: Supply Chain Compromise detected from 103.92.1.75 targeting N/A No additional info noise=0627D1C9 | {
"geo_location": "Guadeloupe",
"device_hash": "5a7a0d7121cc94af07ed9672a3df61ac7f92ab30",
"user_agent": "Mozilla/5.0 (Android 2.1; Mobile; rv:23.0) Gecko/23.0 Firefox/23.0",
"session_id": "d66a10f1-9c2f-48fc-95d4-6e97f2905e1e",
"risk_score": 62.33,
"confidence": 0.02
} | 103.92.1.75 | N/A | Supply Chain Compromise | SIG-4637 | Policy | No additional info | LogRhythm Alert: Supply Chain Compromise detected from 103.92.1.75 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 |
1a8389f8-1b81-4b50-8e71-18dd51365e5d | 2025-06-03T10:14:53 | auth | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|low| desc=Auth success for jensenjohn via passwordless from 196.28.142.26 No additional info | {
"geo_location": "Faroe Islands",
"device_hash": "af9103e075137bd90196b050749232520f1a0c42399fdba8132238ef57858d4e",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.6.20) Gecko/8522-03-17 22:58:47 Firefox/3.6.10",
"session_id": "5c4d6d6c-3b7a-4227-bcc6-98acfdd3a2d0",
"risk_score": 30.03,
"confidence": 0.94
} | 196.28.142.26 | null | null | null | null | No additional info | Auth success for jensenjohn via passwordless from 196.28.142.26 No additional info | success | null | null | jensenjohn | null | null | null | null | null | null | null | null | null | null | passwordless | 91:96:2a:3e:cf:aa | null | null | null | null | null |
50f8c1a7-dcde-48b5-9efb-64e2c84eac3c | 2025-04-20T20:50:09 | network | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|critical| desc=Network data_exfiltration from 131.93.185.226 to 68.216.108.49 No additional info | {
"geo_location": "Myanmar",
"device_hash": "6fe996dc0ba42e924979e8c24d16b60bcd55a3ad5ba760fffb15d98886143133",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 10.0) AppleWebKit/533.36.7 (KHTML, like Gecko) Version/4.1 Safari/533.36.7",
"session_id": "4df0d5cb-30cb-44d0-881b-05bc3ed0f1c0",
"risk_score": 29.91,
"confidence": 0.16
} | 131.93.185.226 | 68.216.108.49 | null | null | null | No additional info | Network data_exfiltration from 131.93.185.226 to 68.216.108.49 No additional info | data_exfiltration | 291,462 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
408bb66a-a30f-4cd7-b349-8971b662865f | 2025-01-26T00:36:21 | auth | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|high| desc=Auth bypass for tracey64 via OAuth from 170.176.35.238 No additional info | {
"geo_location": "Trinidad and Tobago",
"device_hash": "e96d73feb5644baccca86825cc2da4536e33aa5c",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_2_1 like Mac OS X) AppleWebKit/532.2 (KHTML, like Gecko) FxiOS/12.2e3636.0 Mobile/28N283 Safari/532.2",
"session_id": "51490b46-a2d7-48e0-a5ac-da83f3401b2e",
"risk_score": 45.31,
"confidence": 0.26
} | 170.176.35.238 | null | null | null | null | No additional info | Auth bypass for tracey64 via OAuth from 170.176.35.238 No additional info | bypass | null | null | tracey64 | null | null | null | {
"baseline_deviation": 1.97,
"entropy": 6.32,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | OAuth | c6:4a:a8:bd:4f:98 | null | null | null | null | null |
86eb57ac-3fc6-4299-925d-e2d6ab24eb93 | 2025-01-31T16:11:52 | network | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|medium| desc=Network covert_channel from 131.97.227.58 to 204.7.244.180 No additional info | {
"geo_location": "Serbia",
"device_hash": "5ef6c01d76e062a98bd664d2c4896d414266700529e68ae6da733f79dd5a6e80",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.0; Trident/5.0)",
"session_id": "5bbcc07c-9775-4877-8d63-1d0360dfbdfc",
"risk_score": 34.05,
"confidence": 0.85
} | 131.97.227.58 | 204.7.244.180 | null | null | null | No additional info | Network covert_channel from 131.97.227.58 to 204.7.244.180 No additional info | covert_channel | 762,005 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
522c66e6-f7ba-4c6e-9326-c996e8aa62cf | 2025-04-13T04:49:00 | ids_alert | OSSEC v3.7.0 | emergency | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ids_alert|emergency| desc=OSSEC Alert: DDoS detected from 158.227.14.176 targeting N/A No additional info | {
"geo_location": "Romania",
"device_hash": "336365cc17c5942073b51ffd836a3a08",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_9_9; rv:1.9.3.20) Gecko/5337-09-04 12:19:56 Firefox/3.6.9",
"session_id": "6c33a3e4-e4e5-4432-9978-cce375db4609",
"risk_score": 54.09,
"confidence": 0.51
} | 158.227.14.176 | N/A | DDoS | SIG-1573 | Recon | No additional info | OSSEC Alert: DDoS detected from 158.227.14.176 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 |
8b0c0b3d-fb1d-4361-a0e3-71979ce47eb5 | 2025-04-11T15:58:23 | auth | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|auth|low| desc=Auth bypass for jessicagomez via passwordless from 35.22.102.16 No additional info | {
"geo_location": "Poland",
"device_hash": "f02ca152fdf1966de70346c7cad4d81200fbfd8ae5a98f99734732f76d66dc84",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.2; Trident/3.0)",
"session_id": "c1a25837-2d85-4b0a-aa95-0c9c895741ad",
"risk_score": 34.46,
"confidence": 0.97
} | 35.22.102.16 | null | null | null | null | No additional info | Auth bypass for jessicagomez via passwordless from 35.22.102.16 No additional info | bypass | null | null | jessicagomez | null | null | null | null | null | null | null | null | null | null | passwordless | 18:65:d5:ee:fd:1d | null | null | null | null | null |
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