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 | user stringlengths 3 22 ⌀ | action stringclasses 55
values | object stringlengths 1 32 ⌀ | process_id int64 100 10k ⌀ | parent_process stringclasses 4
values | additional_info stringlengths 18 148 | description stringlengths 45 225 | behavioral_analytics dict | device_type stringclasses 5
values | device_id stringlengths 12 12 ⌀ | firmware_version stringclasses 100
values | src_ip stringlengths 8 15 ⌀ | dst_ip stringlengths 3 15 ⌀ | alert_type stringclasses 17
values | signature_id stringlengths 8 8 ⌀ | category stringclasses 5
values | cloud_service stringclasses 5
values | resource_id stringlengths 12 12 ⌀ | model_id stringlengths 14 14 ⌀ | input_hash stringlengths 32 64 ⌀ | output_hash stringlengths 32 64 ⌀ | src_port int64 1 65.5k ⌀ | dst_port int64 1 65.5k ⌀ | protocol stringclasses 10
values | bytes int64 105 1,000k ⌀ | duration int64 1 3.6k ⌀ | method stringclasses 7
values | mac_address stringlengths 17 17 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
da076b8f-12d0-441a-a494-ac0a86a7e8a9 | 2025-03-18T11:22:00 | iot | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|critical| desc=IoT device Thermostat sensor_spoofing No additional info | {
"geo_location": "Congo",
"device_hash": "6665bc16455bdf304d37817da90d8ba4f38de4e7",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.0; Trident/5.1)",
"session_id": "7afe6a54-dc26-49f5-b03a-d8fe7583dddf",
"risk_score": 84.98,
"confidence": 0.17
} | null | sensor_spoofing | null | null | null | No additional info | IoT device Thermostat sensor_spoofing No additional info | null | Thermostat | iot-c8efeed3 | 6.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8801c951-3cb2-48ec-ac4c-c2e629cca377 | 2025-04-16T11:41:28 | endpoint | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint file_access performance by aprilespinoza MITRE Technique: T1059.005 | {
"geo_location": "Zimbabwe",
"device_hash": "6c62cb51327a90f3592ed4017e2a6f543fa3f8b47d2ff94c1feb63c56b84bcec",
"user_agent": "Opera/9.47.(Windows NT 5.2; am-ET) Presto/2.9.160 Version/11.00",
"session_id": "4a028cf7-8801-4dc3-b402-422151e4c00f",
"risk_score": 84.69,
"confidence": 0.5
} | aprilespinoza | file_access | performance | 5,649 | powershell.exe | MITRE Technique: T1059.005 | Endpoint file_access performance by aprilespinoza MITRE Technique: T1059.005 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
10491754-2755-4242-9c7c-5ab1f29a90e8 | 2025-03-08T00:47:27 | iot | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|medium| desc=IoT device Medical physical_tamper No additional info | {
"geo_location": "Russia",
"device_hash": "37bf093254c09ae611532e07cb5dc516",
"user_agent": "Opera/9.17.(X11; Linux i686; br-FR) Presto/2.9.171 Version/12.00",
"session_id": "ce82cf22-fedd-4262-ab18-3f6284ca29a6",
"risk_score": 59.39,
"confidence": 0.95
} | null | physical_tamper | null | null | null | No additional info | IoT device Medical physical_tamper No additional info | null | Medical | iot-21f924a9 | 7.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
741d4a19-597a-4473-b296-c32db5d8a4a9 | 2025-05-16T23:56:30 | auth | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|medium| desc=Auth timeout for lpowell via password from 212.238.91.104 No additional info | {
"geo_location": "Nigeria",
"device_hash": "5beb86572371d34ae7b6019ed7da83b43112b6a0",
"user_agent": "Opera/8.40.(X11; Linux x86_64; ayc-PE) Presto/2.9.187 Version/11.00",
"session_id": "9472aeed-da7e-4a21-8e9c-116ec56b1855",
"risk_score": 65.88,
"confidence": 0.44
} | lpowell | timeout | null | null | null | No additional info | Auth timeout for lpowell via password from 212.238.91.104 No additional info | null | null | null | null | 212.238.91.104 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | be:fc:47:75:dc:50 |
e0c150e4-f33f-4911-8e28-27c66c5036b6 | 2025-04-08T16:36:02 | ids_alert | Elastic SIEM v8.9.0 | emergency | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ids_alert|emergency| desc=Elastic SIEM Alert: Supply Chain Compromise detected from 125.102.206.99 targeting 24.148.226.233 MITRE Technique: T1053.005 noise=Q3VsdHVyYWwu | {
"geo_location": "Puerto Rico",
"device_hash": "09dff97061f024162ceea9138ac250d0afcce808",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Trident/4.1)",
"session_id": "fc728a7f-e3e1-4934-8d03-9b5cffda0ff2",
"risk_score": 44.54,
"confidence": 0.39
} | null | null | null | null | null | MITRE Technique: T1053.005 | Elastic SIEM Alert: Supply Chain Compromise detected from 125.102.206.99 targeting 24.148.226.233 MITRE Technique: T1053.005 | null | null | null | null | 125.102.206.99 | 24.148.226.233 | Supply Chain Compromise | SIG-9172 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
5a8747e6-3eda-4257-bc2f-9738c47b2068 | 2025-03-20T18:22:17 | auth | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|high| desc=Auth locked for jessicataylor via SAML from 149.255.140.24 No additional info noise=blog/posts/search | {
"geo_location": "Kyrgyz Republic",
"device_hash": "aec0b99e3a1566107d16ca85998cfe7a6523c5718dfaaef649a5fdfde4ca3b22",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; es-BO) AppleWebKit/535.41.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B117 Safari/6535.41.2",
"session_id": "272af8ca-7a8d... | jessicataylor | locked | null | null | null | No additional info | Auth locked for jessicataylor via SAML from 149.255.140.24 No additional info | null | null | null | null | 149.255.140.24 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | ff:e3:83:ac:59:c8 |
f1731edc-180e-4483-94c8-c78d6d0cc04a | 2025-03-20T06:28:05 | iot | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|medium| desc=IoT device Medical battery_drain No additional info noise=blog/wp-content | {
"geo_location": "Qatar",
"device_hash": "599a75f66cfa95c0d235e80b9d978163c794a80e",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 2_2_1 like Mac OS X) AppleWebKit/534.2 (KHTML, like Gecko) FxiOS/17.0v2975.0 Mobile/25R488 Safari/534.2",
"session_id": "da29481b-75a7-46f6-bbcc-e873424f2a0e",
"risk_score": 66.0... | null | battery_drain | null | null | null | No additional info | IoT device Medical battery_drain No additional info | null | Medical | iot-472dc69f | 6.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
52a0e4a3-c2cf-46ba-9084-faf0f4c7bed3 | 2025-01-19T06:22:16 | iot | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|info| desc=IoT device HVAC protocol_violation MITRE Technique: T1190 | {
"geo_location": "Gibraltar",
"device_hash": "ba6c0e6b112b2c932f1e5f0619cc124424d6cfb0",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 11.0) AppleWebKit/533.12.2 (KHTML, like Gecko) Version/4.0.5 Safari/533.12.2",
"session_id": "d20c4044-2ca3-47aa-a6d5-f1545418ff8c",
"risk_score": 41.58,
"confidence":... | null | protocol_violation | null | null | null | MITRE Technique: T1190 | IoT device HVAC protocol_violation MITRE Technique: T1190 | {
"baseline_deviation": 0.71,
"entropy": 6.58,
"frequency_anomaly": false,
"sequence_anomaly": true
} | HVAC | iot-46ceef1d | 3.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8434ae81-c0ef-484a-817b-5fcc000fa8cd | 2025-03-28T09:25:26 | endpoint | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint scheduled_task thing by idavis No additional info | {
"geo_location": "Burkina Faso",
"device_hash": "08579d7ca2b8075cb86a972b75ed8346c0580f98",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; pl-PL) AppleWebKit/535.36.4 (KHTML, like Gecko) Version/3.0.5 Mobile/8B118 Safari/6535.36.4",
"session_id": "5e890843-cea1-43b0-9bb1-9b6ccfb32ee5",
... | idavis | scheduled_task | thing | 7,383 | cmd.exe | No additional info | Endpoint scheduled_task thing by idavis No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b0dc2cfd-c378-4dad-bb17-a0b31d961d5e | 2025-04-07T21:23:10 | endpoint | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint service_install /site/he.html by dmartinez No additional info | {
"geo_location": "China",
"device_hash": "f81cf69741829470b4b5af806c60948d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.01; Trident/3.1)",
"session_id": "c4d6fbfa-cc1c-47db-9626-215f33e7dca0",
"risk_score": 30.16,
"confidence": 0.17
} | dmartinez | service_install | /site/he.html | 2,136 | explorer.exe | No additional info | Endpoint service_install /site/he.html by dmartinez No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
79e6351f-af94-42ef-a47a-e5e0c2fa1b9f | 2025-05-22T16:59:49 | auth | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|low| desc=Auth locked for lewiskevin via passwordless from 10.227.22.77 No additional info | {
"geo_location": "Bhutan",
"device_hash": "76bc20b84c18609876d0303b7b5e683dc0b5bd38",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_9_4; rv:1.9.2.20) Gecko/6297-10-14 19:55:28 Firefox/10.0",
"session_id": "96a8f207-11ed-4598-8b39-e2deda5605bb",
"risk_score": 47.22,
"confidence": 0.88
} | lewiskevin | locked | null | null | null | No additional info | Auth locked for lewiskevin via passwordless from 10.227.22.77 No additional info | null | null | null | null | 10.227.22.77 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | aa:d3:81:4b:c8:16 |
c1b3b483-5429-4690-b0f5-015c553424d3 | 2025-06-09T04:56:25 | iot | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Sensor command_injection MITRE Technique: T1204.002 | {
"geo_location": "Antarctica (the territory South of 60 deg S)",
"device_hash": "f9b1323e4099532124f6551f5a4a3831cf7cdb502749b35ecf4f2b33a1b7c567",
"user_agent": "Opera/8.60.(X11; Linux i686; ml-IN) Presto/2.9.188 Version/12.00",
"session_id": "5846d192-560e-48f4-8670-b5f7c4d2aa48",
"risk_score": 34.54,
"c... | null | command_injection | null | null | null | MITRE Technique: T1204.002 | IoT device Sensor command_injection MITRE Technique: T1204.002 | null | Sensor | iot-f985dbd1 | 3.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
214f0c58-b777-485b-b105-9ebd24017ed0 | 2025-02-28T01:37:36 | ai | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|critical| desc=AI system api_abuse by zking MITRE Technique: T1486 | Associated Threat Actor: APT35 | {
"geo_location": "Russia",
"device_hash": "fbf2b3a7f75f4c503ccab415ad57ffd4",
"user_agent": "Opera/8.35.(X11; Linux x86_64; az-IN) Presto/2.9.173 Version/10.00",
"session_id": "8be452fb-c5e4-4661-9b9c-60edd7d28630",
"risk_score": 49.85,
"confidence": 0.3
} | zking | api_abuse | null | null | null | MITRE Technique: T1486 | Associated Threat Actor: APT35 | AI system api_abuse by zking MITRE Technique: T1486 | Associated Threat Actor: APT35 | null | null | null | null | null | null | null | null | null | null | null | model-26620fe4 | 121a3750ffacdcf8ff66420b524ae9c7fefa9a9c | d8cf1277d0e3f30ab613576402fccabfcfa70475b76e9df8bdc9ca234d027683 | null | null | null | null | null | null | null |
e4570e4a-6205-4343-a703-883dc6b325b1 | 2025-01-26T02:10:27 | iot | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|medium| desc=IoT device Sensor command_injection No additional info noise=QWZmZWN0Lg== | {
"geo_location": "North Korea",
"device_hash": "f49dff2ad6baa78ff6a2909494e6d697c77746c4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Trident/4.0)",
"session_id": "08d6b630-bad7-46c7-b581-2b37187f9fca",
"risk_score": 67.24,
"confidence": 0.95
} | null | command_injection | null | null | null | No additional info | IoT device Sensor command_injection No additional info | {
"baseline_deviation": 2.29,
"entropy": 5.72,
"frequency_anomaly": false,
"sequence_anomaly": true
} | Sensor | iot-1c6ce190 | 4.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
30b2c795-3b48-446c-9a7b-9aec0dcf00db | 2025-05-13T23:17:48 | cloud | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|critical| desc=Cloud permission_escalation in Azure by wendymurray MITRE Technique: T1078.004 | {
"geo_location": "Botswana",
"device_hash": "d0f065404761107f72541b96f6362434ee2efb05",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 11.0; Trident/3.0)",
"session_id": "f3ee81db-2138-43a9-8947-1f12088bbe6d",
"risk_score": 61.49,
"confidence": 0.92
} | wendymurray | permission_escalation | null | null | null | MITRE Technique: T1078.004 | Cloud permission_escalation in Azure by wendymurray MITRE Technique: T1078.004 | null | null | null | null | null | null | null | null | null | Azure | res-6130a878 | null | null | null | null | null | null | null | null | null | null |
70a5f715-98c1-4d0b-8550-397e5285c7fd | 2025-04-17T01:24:08 | auth | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|medium| desc=Auth failed for mariaclements via passwordless from 214.142.115.164 No additional info | {
"geo_location": "Philippines",
"device_hash": "19a43c83644dc41663a1bd28e48d1cdb0eca4997",
"user_agent": "Opera/8.67.(Windows NT 10.0; mn-MN) Presto/2.9.166 Version/10.00",
"session_id": "ae7b5d69-0b35-4136-90e0-e43954d594fe",
"risk_score": 61.58,
"confidence": 0.82
} | mariaclements | failed | null | null | null | No additional info | Auth failed for mariaclements via passwordless from 214.142.115.164 No additional info | null | null | null | null | 214.142.115.164 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 7b:65:9e:5e:05:2d |
60964a28-a35b-463f-8b26-e1466c9015d8 | 2025-05-21T02:47:43 | ai | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|info| desc=AI system api_abuse by bellgregory No additional info | {
"geo_location": "Grenada",
"device_hash": "a0c1d25930c47957166d7de12d1a68ddb099627c072f40ced0656213d01a4730",
"user_agent": "Opera/9.50.(X11; Linux x86_64; br-FR) Presto/2.9.170 Version/10.00",
"session_id": "482688c7-22f9-4210-9718-3d1fc593e498",
"risk_score": 60.34,
"confidence": 0.38
} | bellgregory | api_abuse | null | null | null | No additional info | AI system api_abuse by bellgregory No additional info | null | null | null | null | null | null | null | null | null | null | null | model-4e82093a | f801ab3d6d29c5806cebc148084b7bb5 | a6c377f514bf7f66eee81f2e82dced10 | null | null | null | null | null | null | null |
78949a02-8b79-41fa-bef9-4893173ec558 | 2025-02-01T10:11:41 | cloud | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|info| desc=Cloud crypto_mining in Azure by alisonbarnes No additional info noise=UG93ZXIgcGF5Lg== | {
"geo_location": "India",
"device_hash": "a5a8414689ae7d5b3578489e6950ddd43448dfe950b0b646c5382c91957d3d5d",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 11.0) AppleWebKit/535.28.5 (KHTML, like Gecko) Version/5.0.1 Safari/535.28.5",
"session_id": "9366253e-a323-41d4-bc43-6c7c5631ea4c",
"risk_score": 28... | alisonbarnes | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in Azure by alisonbarnes No additional info | null | null | null | null | null | null | null | null | null | Azure | res-f4a649b1 | null | null | null | null | null | null | null | null | null | null |
ca9b6996-df04-45eb-9de7-9162245adb2d | 2025-05-22T23:04:46 | iot | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|critical| desc=IoT device Sensor sensor_spoofing No additional info | {
"geo_location": "Belgium",
"device_hash": "ea8ece120ad0594d05b6576b7cb7b277692bfac3",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.1; Trident/4.0)",
"session_id": "4033f45b-569c-4ee6-8241-4453aeb8a222",
"risk_score": 47.82,
"confidence": 0.49
} | null | sensor_spoofing | null | null | null | No additional info | IoT device Sensor sensor_spoofing No additional info | null | Sensor | iot-a21c4e77 | 9.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
34aa4bf4-e54a-44b9-a03a-b5d39b8650ae | 2025-01-27T02:19:28 | endpoint | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint process_start system by michelle09 No additional info | {
"geo_location": "Gibraltar",
"device_hash": "83ebf108ddd177bf78ff558bf082cf58",
"user_agent": "Mozilla/5.0 (Windows NT 6.2; as-IN; rv:1.9.0.20) Gecko/6982-01-15 22:05:20 Firefox/3.8",
"session_id": "3ad18bf0-0dce-4260-8914-e49618c2a858",
"risk_score": 24.44,
"confidence": 0.93
} | michelle09 | process_start | system | 8,827 | explorer.exe | No additional info | Endpoint process_start system by michelle09 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
63b5a58f-4cd3-4526-bc2a-b4ee84ceb9a7 | 2025-03-05T04:24:07 | network | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|high| desc=Network disconnection from 152.251.21.30 to 147.249.201.182 No additional info | {
"geo_location": "Svalbard & Jan Mayen Islands",
"device_hash": "2e8e8ac70c45899a68f2cdf56a8e304ea9ac0e39",
"user_agent": "Mozilla/5.0 (Android 2.3; Mobile; rv:25.0) Gecko/25.0 Firefox/25.0",
"session_id": "65195968-4717-4fc3-80c2-5ab50b451f21",
"risk_score": 70.53,
"confidence": 0.58
} | null | disconnection | null | null | null | No additional info | Network disconnection from 152.251.21.30 to 147.249.201.182 No additional info | null | null | null | null | 152.251.21.30 | 147.249.201.182 | null | null | null | null | null | null | null | null | null | null | HTTPS | 888,055 | null | null | null |
54d281a1-538c-4bbd-85cb-ca2d6fc57189 | 2023-07-14T05:55:51 | firewall | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|medium| desc=Firewall deny TCP traffic from 167.187.24.23:959 to 90.209.84.85:31156 MITRE Technique: T1543.003 | {
"geo_location": "Botswana",
"device_hash": "4d8c557fb57a7886f894b857d0ad206c",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/54.0.847.0 Safari/531.1",
"session_id": "c1d78ab0-4229-499a-96a2-0b17930dd6ba",
"risk_score": 74.28,
"confidence": 0.13
} | null | deny | null | null | null | MITRE Technique: T1543.003 | Firewall deny TCP traffic from 167.187.24.23:959 to 90.209.84.85:31156 MITRE Technique: T1543.003 | null | null | null | null | 167.187.24.23 | 90.209.84.85 | null | null | null | null | null | null | null | null | 959 | 31,156 | TCP | 563,618 | 2,980 | null | null |
9d4c9fb3-1270-463a-beb7-3404ee26437e | 2025-04-10T17:28:08 | ai | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|high| desc=AI system fine_tuning by wallaceedward No additional info | {
"geo_location": "Nicaragua",
"device_hash": "99742639ead4af7c78667c8eaad3cb09cd5d0b1d675a64221d3be67253a7b718",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_8_8) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/26.0.812.0 Safari/532.0",
"session_id": "0dc4a456-2370-4b8d-b584-ad1f9c4ccca7",
"risk_... | wallaceedward | fine_tuning | null | null | null | No additional info | AI system fine_tuning by wallaceedward No additional info | null | null | null | null | null | null | null | null | null | null | null | model-0e71b684 | 9d866218fb20308767d267e99978da59 | 00646c46bb81ad8e9690a8497b93223a | null | null | null | null | null | null | null |
017e2e15-83d9-499b-a8ea-d56121c86b30 | 2025-05-31T12:57:17 | cloud | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|high| desc=Cloud api_abuse in AWS by qlawson No additional info noise=9DE0FD34 | {
"geo_location": "Bahrain",
"device_hash": "a387e3d578dd12e8a08f9849720e2f7f10edffae",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.5.20) Gecko/6724-11-13 22:41:46 Firefox/13.0",
"session_id": "b3110b01-b706-4bbf-aada-9609f5c5b635",
"risk_score": 100,
"confidence": 0.68
} | qlawson | api_abuse | null | null | null | No additional info | Cloud api_abuse in AWS by qlawson No additional info | null | null | null | null | null | null | null | null | null | AWS | res-6fe1beef | null | null | null | null | null | null | null | null | null | null |
6f99b66c-cea9-4a49-b399-71d17df4ef1e | 2025-07-05T05:24:36 | cloud | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|cloud|low| desc=Cloud config_change in AWS by yschmitt No additional info | {
"geo_location": "Albania",
"device_hash": "d0cb2c1eee8e174db2b104d1e3df733e5f343d1c",
"user_agent": "Opera/9.77.(X11; Linux x86_64; szl-PL) Presto/2.9.178 Version/11.00",
"session_id": "3657887b-3b26-474c-a04f-0b74c07431f2",
"risk_score": 44.68,
"confidence": 0.82
} | yschmitt | config_change | null | null | null | No additional info | Cloud config_change in AWS by yschmitt No additional info | {
"baseline_deviation": 2.94,
"entropy": 3.44,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | AWS | res-85dd3e38 | null | null | null | null | null | null | null | null | null | null |
26602653-0c3f-4a36-b785-8c6b7a017036 | 2025-05-22T01:46:17 | network | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|critical| desc=Network bandwidth_usage from 140.47.155.161 to 10.69.0.162 No additional info | {
"geo_location": "Lebanon",
"device_hash": "d6784a8c36c16f3244d8f825e99f8ffe14d98094aecbfa592a8a9a0c3004d1cb",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_11_3 rv:3.0; wo-SN) AppleWebKit/535.43.3 (KHTML, like Gecko) Version/4.1 Safari/535.43.3",
"session_id": "9c9ffd36-dedd-45ae-8a88-30f6c54187... | null | bandwidth_usage | null | null | null | No additional info | Network bandwidth_usage from 140.47.155.161 to 10.69.0.162 No additional info | {
"baseline_deviation": 0.91,
"entropy": 2.19,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 140.47.155.161 | 10.69.0.162 | null | null | null | null | null | null | null | null | null | null | TCP | 686,434 | null | null | null |
1395049b-42e1-4655-9bfa-e55ca3210e3d | 2025-03-14T19:34:50 | cloud | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|low| desc=Cloud crypto_mining in GCP by gary39 No additional info | {
"geo_location": "India",
"device_hash": "1d2d738b9b7761356c1cbfb772fae95b",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/14.0.860.0 Safari/532.2",
"session_id": "ec70b515-ca8e-481f-9d4b-9966983ec1f1",
"risk_score": 62.72,
"confidence": 0.54
} | gary39 | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in GCP by gary39 No additional info | null | null | null | null | null | null | null | null | null | GCP | res-4c1cdab1 | null | null | null | null | null | null | null | null | null | null |
d68a6fed-fa74-42b1-ae0e-d186404ae495 | 2025-06-14T11:03:29 | ids_alert | Palo Alto Cortex v3.0.0 | emergency | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ids_alert|emergency| desc=Palo Alto Cortex Alert: Zero-Day Exploit detected from 157.93.35.136 targeting 182.128.191.107 MITRE Technique: T1574.002 | {
"geo_location": "India",
"device_hash": "3edb9b850797e66340ae2f077b4f9aa1",
"user_agent": "Mozilla/5.0 (Windows NT 5.01; se-NO; rv:1.9.1.20) Gecko/2492-07-13 23:22:47 Firefox/3.6.1",
"session_id": "1e4dd7c7-921f-41ee-a792-5c659402cf77",
"risk_score": 35.22,
"confidence": 0.87
} | null | null | null | null | null | MITRE Technique: T1574.002 | Palo Alto Cortex Alert: Zero-Day Exploit detected from 157.93.35.136 targeting 182.128.191.107 MITRE Technique: T1574.002 | null | null | null | null | 157.93.35.136 | 182.128.191.107 | Zero-Day Exploit | SIG-5710 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
fbebf840-9c9b-4744-b0a6-3451d2e31c0e | 2025-04-05T00:33:15 | firewall | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall allow HTTPS traffic from 79.1.133.153:501 to 153.201.64.171:251 No additional info | {
"geo_location": "Guernsey",
"device_hash": "98de9339904c83f87705fdebcb4042ed",
"user_agent": "Opera/9.56.(Windows NT 5.1; ky-KG) Presto/2.9.162 Version/11.00",
"session_id": "4f2ffdd9-6083-4fda-ab2a-853307b06d46",
"risk_score": 52.81,
"confidence": 0.07
} | null | allow | null | null | null | No additional info | Firewall allow HTTPS traffic from 79.1.133.153:501 to 153.201.64.171:251 No additional info | {
"baseline_deviation": 0.52,
"entropy": 3.08,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 79.1.133.153 | 153.201.64.171 | null | null | null | null | null | null | null | null | 501 | 251 | HTTPS | 260,766 | 1,833 | null | null |
dc1ae59a-a919-434e-b683-66e19a37f68d | 2025-04-12T16:34:55 | ids_alert | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|low| desc=Wazuh Alert: Supply Chain Compromise detected from 58.133.227.66 targeting 218.41.107.238 No additional info | {
"geo_location": "Mayotte",
"device_hash": "650bc917a90d243beaafc3b06dc34ec20a62c9055b21d3234ada32ad22baab52",
"user_agent": "Opera/8.91.(Windows NT 5.0; ayc-PE) Presto/2.9.162 Version/12.00",
"session_id": "a3b34da4-8e79-4a88-a465-bb2369fb3bf5",
"risk_score": 84.31,
"confidence": 0.58
} | null | null | null | null | null | No additional info | Wazuh Alert: Supply Chain Compromise detected from 58.133.227.66 targeting 218.41.107.238 No additional info | {
"baseline_deviation": 0.67,
"entropy": 7.04,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 58.133.227.66 | 218.41.107.238 | Supply Chain Compromise | SIG-5370 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
dacbac89-7551-413d-bac7-2f83596ffd7c | 2025-06-02T07:37:15 | cloud | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|high| desc=Cloud crypto_mining in Azure by chelsea67 No additional info | {
"geo_location": "Senegal",
"device_hash": "582a2362583c6c6d0c0e38f225213299",
"user_agent": "Opera/8.69.(X11; Linux x86_64; gez-ET) Presto/2.9.160 Version/12.00",
"session_id": "11faca36-ef5c-427c-8654-5bc215f9240d",
"risk_score": 64.62,
"confidence": 0.9
} | chelsea67 | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in Azure by chelsea67 No additional info | null | null | null | null | null | null | null | null | null | Azure | res-e186e8dc | null | null | null | null | null | null | null | null | null | null |
107d309e-0b74-4144-955c-3feb2cc0066c | 2025-05-19T08:56:56 | endpoint | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|high| desc=Endpoint service_install fact by bsingh MITRE Technique: T1134.001 | {
"geo_location": "Monaco",
"device_hash": "9bca87d3a07a226da9ba27706024686d072d5caa",
"user_agent": "Mozilla/5.0 (Linux; Android 4.4.2) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/39.0.859.0 Safari/531.0",
"session_id": "9be5aabf-f9de-44d4-8240-6d7009a21351",
"risk_score": 14.48,
"confidence": 0.89
} | bsingh | service_install | fact | 3,966 | svchost.exe | MITRE Technique: T1134.001 | Endpoint service_install fact by bsingh MITRE Technique: T1134.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
50b15bdf-9b10-4f26-90b0-55fa6441a3df | 2028-07-26T06:08:24 | cloud | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|info| desc=Cloud lambda_execution in GCP by gadams No additional info | {
"geo_location": "Mauritius",
"device_hash": "15e2cd50b55a1879fb0154c585ab57f1",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; ig-NG) AppleWebKit/535.31.5 (KHTML, like Gecko) Version/4.0.5 Mobile/8B114 Safari/6535.31.5",
"session_id": "f6ec145c-f0d5-48ad-bf4d-8435c876ba58",
"risk_scor... | gadams | lambda_execution | null | null | null | No additional info | Cloud lambda_execution in GCP by gadams No additional info | {
"baseline_deviation": 1.38,
"entropy": 6.89,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | GCP | res-dc52181b | null | null | null | null | null | null | null | null | null | null |
7e43c1b2-39e5-412b-85a6-6a81a036c10e | 2025-07-11T09:11:41 | ai | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|high| desc=AI system model_access by oscar59 No additional info | {
"geo_location": "Suriname",
"device_hash": "f9e67e94a8384af3c242dc9921327609a5f140ec",
"user_agent": "Opera/9.66.(X11; Linux x86_64; oc-FR) Presto/2.9.176 Version/12.00",
"session_id": "06242417-d6e5-477a-9543-2eab9c7511a8",
"risk_score": 16.66,
"confidence": 0.65
} | oscar59 | model_access | null | null | null | No additional info | AI system model_access by oscar59 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-ca2e4bfd | 99cc80d2a3699b3a8e5249c769cd6644b0a3f49a | a62111fed15326063202ef5c89ab447b3aff2aa5 | null | null | null | null | null | null | null |
a6bb82f9-4f52-47b7-98ee-3ac7c6416e16 | 2020-09-27T19:37:31 | network | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|medium| desc=Network latency_spike from 145.111.88.53 to 51.147.242.215 No additional info | {
"geo_location": "Costa Rica",
"device_hash": "9208e30d724b0b1fdb3819b63663af3136f5022c",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 4.0) AppleWebKit/531.36.6 (KHTML, like Gecko) Version/4.1 Safari/531.36.6",
"session_id": "c434af93-e173-49d2-a908-e93d803926ce",
"risk_score": 62.59,
"confidence": 0... | null | latency_spike | null | null | null | No additional info | Network latency_spike from 145.111.88.53 to 51.147.242.215 No additional info | null | null | null | null | 145.111.88.53 | 51.147.242.215 | null | null | null | null | null | null | null | null | null | null | TCP | 500,475 | null | null | null |
d42c956f-1e71-44c6-9740-5f14e45fb9d3 | 2025-05-12T06:30:13 | endpoint | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|endpoint|low| desc=Endpoint file_access so by kimberlylambert No additional info | {
"geo_location": "Venezuela",
"device_hash": "c26b8dd79e87cfb5ac00bc9c18a104dc",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 12_5_7 like Mac OS X) AppleWebKit/536.0 (KHTML, like Gecko) FxiOS/16.2d0882.0 Mobile/49R307 Safari/536.0",
"session_id": "5aea5951-c45a-486f-b3a0-4a079e901c13",
"risk_score": 60.... | kimberlylambert | file_access | so | 3,512 | powershell.exe | No additional info | Endpoint file_access so by kimberlylambert No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
bff12d5f-9094-4629-97a2-2a17bd3804c6 | 2025-05-22T17:10:57 | ai | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|critical| desc=AI system training_data_poisoning by nadkins No additional info | {
"geo_location": "Gabon",
"device_hash": "a8c8e8824a47d1416f82fc3f2759de14",
"user_agent": "Mozilla/5.0 (Android 2.3.2; Mobile; rv:51.0) Gecko/51.0 Firefox/51.0",
"session_id": "2c86cdc7-8278-4890-80a4-dbec60c1ab48",
"risk_score": 87.58,
"confidence": 0.05
} | nadkins | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by nadkins No additional info | null | null | null | null | null | null | null | null | null | null | null | model-4f2f5a59 | ea0aaac020fff4687fbefcade2c5ccdbc54b3a97e2b6508bf71448c2d64cf66e | d25f51b8342f2a7d0e40915145072ee5 | null | null | null | null | null | null | null |
dfbd57f0-5b32-47f4-b5d2-a6cc29319c49 | 2025-04-04T07:30:04 | auth | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|high| desc=Auth locked for stewartkathleen via biometric from 99.67.85.19 No additional info noise=QmFzZS4= | {
"geo_location": "Honduras",
"device_hash": "7d5e83f5323d490e9ce7edf698cb34b1",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_10_6) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/30.0.887.0 Safari/533.0",
"session_id": "ef31b2cc-47be-4539-a373-a3dafd0add06",
"risk_score": 66.1,
"confidence": 0.... | stewartkathleen | locked | null | null | null | No additional info | Auth locked for stewartkathleen via biometric from 99.67.85.19 No additional info | null | null | null | null | 99.67.85.19 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | c9:c8:7e:54:44:3e |
3f6a4ca2-356f-4d60-84a8-4059959ed0bb | 2025-05-09T12:04:20 | endpoint | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|high| desc=Endpoint file_access /chance/pull.css by jimowens No additional info | {
"geo_location": "Iran",
"device_hash": "8d28d0f74c34dd36a6b31dc4c7f9ae4d",
"user_agent": "Opera/9.41.(X11; Linux x86_64; nan-TW) Presto/2.9.181 Version/10.00",
"session_id": "35a7bb52-f0e2-449d-a3b9-4c3e50b83498",
"risk_score": 43.85,
"confidence": 0.51
} | jimowens | file_access | /chance/pull.css | 1,042 | svchost.exe | No additional info | Endpoint file_access /chance/pull.css by jimowens No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a81b8523-bd2b-4389-9ecf-a7fe18883474 | 2025-05-12T18:50:42 | cloud | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|high| desc=Cloud crypto_mining in GCP by carla15 No additional info | {
"geo_location": "Bahrain",
"device_hash": "293966fded6bd32310411e5e0fc3197d071f3c1d8b31bae98990619925f01931",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_9_6) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/30.0.805.0 Safari/536.0",
"session_id": "b8f8fa41-1f01-4389-b61a-2f5e5f14bde8",
"risk_score":... | carla15 | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in GCP by carla15 No additional info | null | null | null | null | null | null | null | null | null | GCP | res-31c0effe | null | null | null | null | null | null | null | null | null | null |
f099d5af-f34c-456e-ad96-97e7dc2e713c | 2025-07-04T08:26:35 | firewall | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|info| desc=Firewall log-only TCP traffic from 191.9.70.67:21230 to 140.218.71.198:172 MITRE Technique: T1059.001 | {
"geo_location": "Saint Barthelemy",
"device_hash": "6dddd8878cfe1d25d4e28b9412eafa20ed1cd60ace84cc7deb8ed1d7dd7aaeb8",
"user_agent": "Opera/8.62.(X11; Linux x86_64; apn-IN) Presto/2.9.184 Version/12.00",
"session_id": "ec66684a-bd5d-449d-8086-2529f130229a",
"risk_score": 91.5,
"confidence": 0.56
} | null | log-only | null | null | null | MITRE Technique: T1059.001 | Firewall log-only TCP traffic from 191.9.70.67:21230 to 140.218.71.198:172 MITRE Technique: T1059.001 | null | null | null | null | 191.9.70.67 | 140.218.71.198 | null | null | null | null | null | null | null | null | 21,230 | 172 | TCP | 444,934 | 227 | null | null |
2e7c92c4-a03f-4217-934a-371ad50523d5 | 2025-04-09T09:11:09 | auth | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|low| desc=Auth bypass for vrodriguez via SAML from 143.206.15.82 Unconventional IOC: UEFI variable tampering | {
"geo_location": "Gabon",
"device_hash": "ad6a054dfb815e527fa4f20d0aa5fa20a4cc5cb7",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/24.0.888.0 Safari/536.0",
"session_id": "08e53e9c-dff3-4866-b068-7bfe649acffa",
"risk_score": 55.43,
"confidence": 0.44
} | vrodriguez | bypass | null | null | null | Unconventional IOC: UEFI variable tampering | Auth bypass for vrodriguez via SAML from 143.206.15.82 Unconventional IOC: UEFI variable tampering | {
"baseline_deviation": 1.17,
"entropy": 4.85,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 143.206.15.82 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | dc:e0:38:02:91:d8 |
9498378e-2eb8-48db-ae31-26241ef84f26 | 2025-02-15T01:32:15 | network | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|network|high| desc=Network disconnection from 124.18.14.94 to 177.243.197.123 No additional info | {
"geo_location": "Iceland",
"device_hash": "529c3f5e8e09852f448ca3ed5165805a40b41d7b",
"user_agent": "Opera/9.52.(X11; Linux x86_64; hi-IN) Presto/2.9.173 Version/12.00",
"session_id": "3a01e29f-c755-4e8c-ad71-518283d70b07",
"risk_score": 84.41,
"confidence": 0.95
} | null | disconnection | null | null | null | No additional info | Network disconnection from 124.18.14.94 to 177.243.197.123 No additional info | null | null | null | null | 124.18.14.94 | 177.243.197.123 | null | null | null | null | null | null | null | null | null | null | UDP | 161,743 | null | null | null |
7953fd2d-6732-455c-a692-00983c775ef1 | 2025-02-15T10:25:38 | auth | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|auth|low| desc=Auth success for deanna91 via passwordless from 80.29.186.212 Credential stuffing pattern detected noise=list | {
"geo_location": "Mauritania",
"device_hash": "a37f3657ebc68efbeb612f727a60bd16",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_8_4 rv:5.0; ig-NG) AppleWebKit/533.20.7 (KHTML, like Gecko) Version/4.1 Safari/533.20.7",
"session_id": "1af1951e-04ef-4d7d-b181-9b446308f951",
"risk_score": 33.64,
"conf... | deanna91 | success | null | null | null | Credential stuffing pattern detected | Auth success for deanna91 via passwordless from 80.29.186.212 Credential stuffing pattern detected | null | null | null | null | 80.29.186.212 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 55:2b:98:d2:22:f0 |
86b8446e-fa45-4ce1-996b-91ff14ece58a | 2025-01-13T07:37:56 | endpoint | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|high| desc=Endpoint file_access box by joshua11 MITRE Technique: T1110.003 | {
"geo_location": "Ecuador",
"device_hash": "f1ba02335374fda3b6ea968e3bdce0df8dfbc37e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 95; Trident/5.0)",
"session_id": "450b708b-547f-4cd3-8ae3-c6b713ff3a9b",
"risk_score": 57.11,
"confidence": 0.09
} | joshua11 | file_access | box | 6,177 | svchost.exe | MITRE Technique: T1110.003 | Endpoint file_access box by joshua11 MITRE Technique: T1110.003 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3e9d9815-a43d-43ad-8897-97394ee82e6a | 2025-06-07T23:48:37 | firewall | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|info| desc=Firewall allow TCP traffic from 189.166.115.217:404 to 64.182.76.143:725 No additional info | {
"geo_location": "Saint Pierre and Miquelon",
"device_hash": "5b1fdc48d90ba79529806b80498cf95c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 4.0; Trident/4.0)",
"session_id": "b8e9451f-c1f2-48e3-a69e-6b5eb8fe8c31",
"risk_score": 38.46,
"confidence": 0.7
} | null | allow | null | null | null | No additional info | Firewall allow TCP traffic from 189.166.115.217:404 to 64.182.76.143:725 No additional info | null | null | null | null | 189.166.115.217 | 64.182.76.143 | null | null | null | null | null | null | null | null | 404 | 725 | TCP | 644,881 | 3,212 | null | null |
5dfd20b2-dcca-4aba-a7f8-014d65891bbd | 2025-06-28T14:44:39 | iot | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|high| desc=IoT device Thermostat sensor_spoofing MITRE Technique: T1053.005 | {
"geo_location": "Thailand",
"device_hash": "3432c0544990d053ea12267f76fd8d1350550f09",
"user_agent": "Mozilla/5.0 (Linux; Android 5.1) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/35.0.869.0 Safari/533.0",
"session_id": "c5f0b7c5-245d-4d9c-bf2b-762f01d75cfb",
"risk_score": 55.75,
"confidence": 0.57
} | null | sensor_spoofing | null | null | null | MITRE Technique: T1053.005 | IoT device Thermostat sensor_spoofing MITRE Technique: T1053.005 | null | Thermostat | iot-53e017b5 | 7.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ac53ea18-9b1d-4dab-acde-4d2f89bcef9e | 2025-01-17T10:51:38 | network | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|critical| desc=Network connection from 39.238.242.24 to 164.165.52.73 MITRE Technique: T1078.004 | Associated Threat Actor: DarkSide noise=board|space|financial | {
"geo_location": "Malawi",
"device_hash": "57b2449c69a6108345aee1a90038a792",
"user_agent": "Opera/8.33.(X11; Linux i686; ca-FR) Presto/2.9.162 Version/12.00",
"session_id": "2ed7175a-234b-4ef7-a69a-1a708d8872c8",
"risk_score": 34.23,
"confidence": 0.72
} | null | connection | null | null | null | MITRE Technique: T1078.004 | Associated Threat Actor: DarkSide | Network connection from 39.238.242.24 to 164.165.52.73 MITRE Technique: T1078.004 | Associated Threat Actor: DarkSide | null | null | null | null | 39.238.242.24 | 164.165.52.73 | null | null | null | null | null | null | null | null | null | null | HTTPS | 561,255 | null | null | null |
0eb623e5-0ea3-4ad1-9f32-c962b39e6de6 | 2025-07-09T12:25:16 | cloud | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|medium| desc=Cloud shadow_it in Alibaba by smithjennifer No additional info noise=social|degree|structure | {
"geo_location": "Timor-Leste",
"device_hash": "9d31beb8e46fdae14555a5861d6d34aa826a657c4f83b5553ed1691009915c3e",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_2_1 like Mac OS X) AppleWebKit/536.1 (KHTML, like Gecko) CriOS/23.0.858.0 Mobile/05J483 Safari/536.1",
"session_id": "270f10f0-e8a3-4eb3-bc48-5... | smithjennifer | shadow_it | null | null | null | No additional info | Cloud shadow_it in Alibaba by smithjennifer No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-f61fab0c | null | null | null | null | null | null | null | null | null | null |
a7e68a24-9822-4fb4-9f63-7b8b8f444174 | 2025-04-05T18:50:34 | firewall | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|high| desc=Firewall quarantine ICMP traffic from 161.110.122.167:704 to 192.132.83.23:33299 MITRE Technique: T1071.001 noise=V2F0ZXIu | {
"geo_location": "Antigua and Barbuda",
"device_hash": "7e6c660c90038caacd143053b1d952f8c8b820e5397bc8ec2e211b17ea533349",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 10.0; Trident/5.0)",
"session_id": "3aa6a0d5-d0da-4ce6-8a12-6749e18c5d8d",
"risk_score": 63.54,
"confidence": 0.88
} | null | quarantine | null | null | null | MITRE Technique: T1071.001 | Firewall quarantine ICMP traffic from 161.110.122.167:704 to 192.132.83.23:33299 MITRE Technique: T1071.001 | null | null | null | null | 161.110.122.167 | 192.132.83.23 | null | null | null | null | null | null | null | null | 704 | 33,299 | ICMP | 961,502 | 2,716 | null | null |
60f6301c-9713-4598-96a6-da5d3137f3ab | 2029-02-21T05:25:09 | firewall | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|info| desc=Firewall log-only HTTP traffic from 111.16.126.223:8824 to 89.12.19.243:547 Associated Threat Actor: Inception Framework | Unconventional IOC: Unusual DNS TXT records | {
"geo_location": "Belgium",
"device_hash": "db0568ea8684fa2ddc9371746eafe1b1",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; szl-PL) AppleWebKit/532.31.4 (KHTML, like Gecko) Version/3.0.5 Mobile/8B115 Safari/6532.31.4",
"session_id": "bfef624e-02bc-4645-ae03-09453b1b142e",
"risk_score... | null | log-only | null | null | null | Associated Threat Actor: Inception Framework | Unconventional IOC: Unusual DNS TXT records | Firewall log-only HTTP traffic from 111.16.126.223:8824 to 89.12.19.243:547 Associated Threat Actor: Inception Framework | Unconventional IOC: Unusual DNS TXT records | null | null | null | null | 111.16.126.223 | 89.12.19.243 | null | null | null | null | null | null | null | null | 8,824 | 547 | HTTP | 925,149 | 1,587 | null | null |
a091da87-59ab-449a-97ba-d0d1e54fe638 | 2025-03-11T06:43:41 | auth | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|high| desc=Auth failed for stokesjoseph via SAML from 10.113.113.26 MITRE Technique: T1218.011 | Associated Threat Actor: APT29 | {
"geo_location": "Botswana",
"device_hash": "0c4f06599fc061ea44f68cacc3ba4043602d4ffff3e3ddd5d5dbe2d7b7d39eb6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Trident/4.1)",
"session_id": "8334cd59-5e11-443d-8dcb-ce4e82d1529f",
"risk_score": 53.61,
"confidence": 0.37
} | stokesjoseph | failed | null | null | null | MITRE Technique: T1218.011 | Associated Threat Actor: APT29 | Auth failed for stokesjoseph via SAML from 10.113.113.26 MITRE Technique: T1218.011 | Associated Threat Actor: APT29 | null | null | null | null | 10.113.113.26 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | 78:0f:89:c9:56:e8 |
f8064862-a470-4f55-9473-708456d7ff81 | 2025-06-21T15:28:02 | endpoint | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint wmi_exec trip by angelacarey No additional info | {
"geo_location": "Niue",
"device_hash": "39d52e74d1f3dcb4f817492b4829e9d1",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 95; Trident/3.1)",
"session_id": "93c60a0d-155a-4666-a393-ed4ca2e341d8",
"risk_score": 45.42,
"confidence": 0.12
} | angelacarey | wmi_exec | trip | 1,738 | cmd.exe | No additional info | Endpoint wmi_exec trip by angelacarey No additional info | {
"baseline_deviation": 2.79,
"entropy": 7.75,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b4d03cf8-f72a-4c10-a60d-2a61d9b70821 | 2025-06-23T09:50:09 | firewall | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|low| desc=Firewall deny UDP traffic from 91.9.216.60:34213 to 22.30.83.79:470 MITRE Technique: T1071.001 | {
"geo_location": "French Polynesia",
"device_hash": "89b151d18b3a174900c52fe6f4f4197e607829e1",
"user_agent": "Mozilla/5.0 (Linux; Android 2.3.6) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/44.0.835.0 Safari/533.2",
"session_id": "74e4aafd-68e4-4a2d-902a-ef31629fd06f",
"risk_score": 71.5,
"confidence": 0.... | null | deny | null | null | null | MITRE Technique: T1071.001 | Firewall deny UDP traffic from 91.9.216.60:34213 to 22.30.83.79:470 MITRE Technique: T1071.001 | null | null | null | null | 91.9.216.60 | 22.30.83.79 | null | null | null | null | null | null | null | null | 34,213 | 470 | UDP | 916,744 | 1,095 | null | null |
8b97833f-8359-40d6-94f2-e27be63a1bd8 | 2025-03-01T23:17:26 | ids_alert | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|medium| desc=CrowdStrike Alert: ICS Attack detected from 64.68.230.119 targeting 58.83.200.188 MITRE Technique: T1059.005 | {
"geo_location": "Samoa",
"device_hash": "9296b172e9d20343bd2e927a9c5cc8ce614afcae",
"user_agent": "Mozilla/5.0 (Linux; Android 2.0.1) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/57.0.810.0 Safari/533.0",
"session_id": "1bafec5b-c029-4723-84e2-f9db0584682e",
"risk_score": 63.68,
"confidence": 0.35
} | null | null | null | null | null | MITRE Technique: T1059.005 | CrowdStrike Alert: ICS Attack detected from 64.68.230.119 targeting 58.83.200.188 MITRE Technique: T1059.005 | null | null | null | null | 64.68.230.119 | 58.83.200.188 | ICS Attack | SIG-6261 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
1add32ad-c996-423e-b665-4a61c6a4b417 | 2025-06-07T05:55:57 | auth | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|high| desc=Auth challenge for jodireynolds via key from 119.177.7.245 No additional info | {
"geo_location": "Cote d'Ivoire",
"device_hash": "81677f33e90b1b771a1d9994c850bd24f5ef31612aa5e4b94d8353668c0a6861",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.01; Trident/5.0)",
"session_id": "a7ea4a74-cadf-41e9-96cc-5b3007f139af",
"risk_score": 25.87,
"confidence": 0.35
} | jodireynolds | challenge | null | null | null | No additional info | Auth challenge for jodireynolds via key from 119.177.7.245 No additional info | null | null | null | null | 119.177.7.245 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 68:a4:50:df:30:38 |
98b2aa02-596e-4518-838d-e4da4fe78eb0 | 2025-04-12T22:30:59 | ids_alert | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|critical| desc=QRadar Alert: Container Escape detected from 168.159.3.192 targeting 169.194.9.210 No additional info | {
"geo_location": "Lao People's Democratic Republic",
"device_hash": "6801f8c48d6eb92c3ab272bbb29e81809b22a56a",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_5_1; rv:1.9.3.20) Gecko/7054-10-09 08:41:41 Firefox/3.6.12",
"session_id": "058cd7cb-9672-4268-8542-a371a4c0751c",
"risk_score": 12.03,
"c... | null | null | null | null | null | No additional info | QRadar Alert: Container Escape detected from 168.159.3.192 targeting 169.194.9.210 No additional info | {
"baseline_deviation": 1.88,
"entropy": 2.03,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 168.159.3.192 | 169.194.9.210 | Container Escape | SIG-8681 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
31374e2e-a991-49cf-88ef-c7037bcff1b1 | 2025-05-23T19:59:07 | iot | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|low| desc=IoT device Medical battery_drain MITRE Technique: T1059.005 | {
"geo_location": "Guinea",
"device_hash": "a9c20fca0770471cc32d94bd2eef85bce7d199c9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.1; Trident/3.1)",
"session_id": "56b7ace9-03c1-47d1-98ae-5491fb07778b",
"risk_score": 57.08,
"confidence": 0.85
} | null | battery_drain | null | null | null | MITRE Technique: T1059.005 | IoT device Medical battery_drain MITRE Technique: T1059.005 | null | Medical | iot-3756d9ca | 8.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e8acabff-4aec-4958-9708-4f1023b10948 | 2025-06-21T19:02:25 | network | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|network|info| desc=Network bandwidth_usage from 53.16.202.11 to 68.42.132.206 No additional info | {
"geo_location": "Svalbard & Jan Mayen Islands",
"device_hash": "3e6d1af7dda52cf522941e7593ce6bff",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 11.0; Trident/4.1)",
"session_id": "283dec1f-7eb9-437d-80cc-814b3297afef",
"risk_score": 22.3,
"confidence": 0.52
} | null | bandwidth_usage | null | null | null | No additional info | Network bandwidth_usage from 53.16.202.11 to 68.42.132.206 No additional info | {
"baseline_deviation": 0.85,
"entropy": 3.1,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 53.16.202.11 | 68.42.132.206 | null | null | null | null | null | null | null | null | null | null | UDP | 393,152 | null | null | null |
5854523c-e27e-4ff1-a978-04a52622dfe7 | 2025-05-17T13:25:06 | iot | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|critical| desc=IoT device HVAC battery_drain Associated Threat Actor: REvil | Unconventional IOC: Unusual DNS TXT records | {
"geo_location": "Canada",
"device_hash": "48ff1a7cf91ea5dc2a9261754a0ac1651873aaf1",
"user_agent": "Mozilla/5.0 (Linux; Android 2.2) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/52.0.806.0 Safari/534.1",
"session_id": "91784cdb-88fb-4f48-9aac-e9380abd9fc6",
"risk_score": 62.99,
"confidence": 0.16
} | null | battery_drain | null | null | null | Associated Threat Actor: REvil | Unconventional IOC: Unusual DNS TXT records | IoT device HVAC battery_drain Associated Threat Actor: REvil | Unconventional IOC: Unusual DNS TXT records | null | HVAC | iot-1aaf9978 | 6.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
55821867-6b00-42bd-b4ff-48baee11b97c | 2025-04-02T04:16:53 | firewall | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|firewall|low| desc=Firewall quarantine RDP traffic from 135.108.74.81:634 to 10.83.50.223:8 No additional info | {
"geo_location": "Yemen",
"device_hash": "fb863e4c071c3be13869b64ee9b9bcae1c53325a",
"user_agent": "Mozilla/5.0 (Windows NT 5.2; bho-IN; rv:1.9.0.20) Gecko/6479-10-04 10:01:12 Firefox/3.6.3",
"session_id": "cf015412-fec5-4475-b77c-f4a662c6f6f5",
"risk_score": 45.29,
"confidence": 0.2
} | null | quarantine | null | null | null | No additional info | Firewall quarantine RDP traffic from 135.108.74.81:634 to 10.83.50.223:8 No additional info | null | null | null | null | 135.108.74.81 | 10.83.50.223 | null | null | null | null | null | null | null | null | 634 | 8 | RDP | 285,091 | 2,413 | null | null |
91d1bf46-da35-41e5-81c1-cf97e9859f6c | 2025-02-07T17:25:45 | endpoint | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|low| desc=Endpoint scheduled_task /to/stuff.flac by susancase No additional info | {
"geo_location": "Sierra Leone",
"device_hash": "6db89d6e70969ffafe11c7d923b905dd",
"user_agent": "Mozilla/5.0 (Linux; Android 5.1) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/29.0.867.0 Safari/535.0",
"session_id": "bb6db0db-b58d-4ee7-aa9e-d556a98f3785",
"risk_score": 71.13,
"confidence": 0.42
} | susancase | scheduled_task | /to/stuff.flac | 6,758 | explorer.exe | No additional info | Endpoint scheduled_task /to/stuff.flac by susancase No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
069b784b-4670-4042-a968-5055ae8a568c | 2025-02-16T04:22:50 | ids_alert | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|critical| desc=AlienVault Alert: ICS Attack detected from 34.240.48.183 targeting 55.229.217.188 MITRE Technique: T1059.001 | Obfuscated payload detected noise=3C3C7942 | {
"geo_location": "Tonga",
"device_hash": "0a948dd5ff5e09867a69901b166e57dcb0a95eb1d57c156bb530e08e45e12ac6",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_5_9) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/56.0.889.0 Safari/531.0",
"session_id": "e732330f-9783-467f-8dfd-a4bb9f72f346",
"risk_score": 3... | null | null | null | null | null | MITRE Technique: T1059.001 | Obfuscated payload detected | AlienVault Alert: ICS Attack detected from 34.240.48.183 targeting 55.229.217.188 MITRE Technique: T1059.001 | Obfuscated payload detected | null | null | null | null | 34.240.48.183 | 55.229.217.188 | ICS Attack | SIG-8668 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
bcb5ff67-7278-4120-8c10-9c7b7f9abe16 | 2025-07-10T14:49:44 | firewall | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|firewall|critical| desc=Firewall drop NTP traffic from 133.165.41.66:196 to 126.71.203.43:108 MITRE Technique: T1059.005 noise=app/blog | {
"geo_location": "Greenland",
"device_hash": "f403543008c799288d395ed889bb30c7af1dd367",
"user_agent": "Opera/8.55.(X11; Linux x86_64; ar-SO) Presto/2.9.174 Version/10.00",
"session_id": "933ccbd7-79b9-428d-a4ea-5d45b3754938",
"risk_score": 43.74,
"confidence": 0.27
} | null | drop | null | null | null | MITRE Technique: T1059.005 | Firewall drop NTP traffic from 133.165.41.66:196 to 126.71.203.43:108 MITRE Technique: T1059.005 | null | null | null | null | 133.165.41.66 | 126.71.203.43 | null | null | null | null | null | null | null | null | 196 | 108 | NTP | 144,597 | 3,195 | null | null |
c83bbaef-0553-4a28-8dc5-47e11887d15d | 2025-01-17T15:57:10 | cloud | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|info| desc=Cloud instance_creation in Azure by bridgeslee MITRE Technique: T1204.002 | Unconventional IOC: GPU memory artifacts | {
"geo_location": "Nicaragua",
"device_hash": "b310c4bfb620d20b291237484a122bc2be8d85f0",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.1) AppleWebKit/534.46.4 (KHTML, like Gecko) Version/5.0.3 Safari/534.46.4",
"session_id": "6e713a52-15cc-468e-b669-e1b1aa378e5f",
"risk_score": 32.18,
"confidence": ... | bridgeslee | instance_creation | null | null | null | MITRE Technique: T1204.002 | Unconventional IOC: GPU memory artifacts | Cloud instance_creation in Azure by bridgeslee MITRE Technique: T1204.002 | Unconventional IOC: GPU memory artifacts | null | null | null | null | null | null | null | null | null | Azure | res-355ada71 | null | null | null | null | null | null | null | null | null | null |
f5eb08ff-2e72-44de-866d-cb6592267bd9 | 2025-06-30T01:40:39 | network | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|network|high| desc=Network disconnection from 10.71.38.66 to 10.82.140.224 No additional info | {
"geo_location": "Haiti",
"device_hash": "e96ab7ffb8a5a893db7fe5c4089c349f3572b23c",
"user_agent": "Opera/9.44.(X11; Linux i686; nso-ZA) Presto/2.9.165 Version/10.00",
"session_id": "9d0a9f17-37f4-4b75-beeb-4b01f679e5a4",
"risk_score": 58.05,
"confidence": 0.61
} | null | disconnection | null | null | null | No additional info | Network disconnection from 10.71.38.66 to 10.82.140.224 No additional info | null | null | null | null | 10.71.38.66 | 10.82.140.224 | null | null | null | null | null | null | null | null | null | null | ICMP | 293,448 | null | null | null |
fba49c0f-9777-44a0-b904-f8675d58f2a4 | 2025-02-16T13:36:56 | cloud | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|cloud|info| desc=Cloud instance_creation in Alibaba by moralesmonica Unconventional IOC: GPU memory artifacts | {
"geo_location": "Tajikistan",
"device_hash": "326b7a80c2d4d841980cb86c4aac109960837026bb9013baa0eff947a097f5a7",
"user_agent": "Opera/9.40.(Windows NT 5.1; hsb-DE) Presto/2.9.174 Version/12.00",
"session_id": "69c8a1bd-1fca-4696-8a13-b80077ed0654",
"risk_score": 54.13,
"confidence": 0.44
} | moralesmonica | instance_creation | null | null | null | Unconventional IOC: GPU memory artifacts | Cloud instance_creation in Alibaba by moralesmonica Unconventional IOC: GPU memory artifacts | null | null | null | null | null | null | null | null | null | Alibaba | res-383950b2 | null | null | null | null | null | null | null | null | null | null |
e000f3af-b9b1-48e3-831b-db17c6fba18f | 2025-02-17T05:20:41 | network | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|medium| desc=Network latency_spike from 48.113.81.53 to 84.165.136.62 Associated Threat Actor: Inception Framework noise=TGVzcy4= | {
"geo_location": "Namibia",
"device_hash": "90d7d6014681bd1a252b41bbf92558b7",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 11.0; Trident/4.1)",
"session_id": "add3597f-e7e0-494c-9ec4-dd2dd4bd2705",
"risk_score": 59.42,
"confidence": 0.86
} | null | latency_spike | null | null | null | Associated Threat Actor: Inception Framework | Network latency_spike from 48.113.81.53 to 84.165.136.62 Associated Threat Actor: Inception Framework | null | null | null | null | 48.113.81.53 | 84.165.136.62 | null | null | null | null | null | null | null | null | null | null | ICMP | 926,387 | null | null | null |
c71548f9-1aac-459e-9cc6-80530600d46b | 2025-05-24T14:21:39 | cloud | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|info| desc=Cloud permission_escalation in Alibaba by egentry MITRE Technique: T1059.005 | Associated Threat Actor: Conti | {
"geo_location": "United States Minor Outlying Islands",
"device_hash": "ae10775ab4582fa2ae882afdb9cd27d56aecf72b",
"user_agent": "Opera/9.23.(Windows NT 6.2; he-IL) Presto/2.9.164 Version/12.00",
"session_id": "45cf7b18-ca13-4e87-8286-606a5ebbddfa",
"risk_score": 52,
"confidence": 0.85
} | egentry | permission_escalation | null | null | null | MITRE Technique: T1059.005 | Associated Threat Actor: Conti | Cloud permission_escalation in Alibaba by egentry MITRE Technique: T1059.005 | Associated Threat Actor: Conti | null | null | null | null | null | null | null | null | null | Alibaba | res-65f906c5 | null | null | null | null | null | null | null | null | null | null |
35f7fe5e-2fef-4a81-896e-dd66c0a22ddf | 2025-03-22T22:22:42 | iot | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|critical| desc=IoT device HVAC battery_drain MITRE Technique: T1547.001 | {
"geo_location": "Micronesia",
"device_hash": "9412271d60b27b4019f013f27a834b529aee82b4ae83caf0f7cec7288637c531",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_8 rv:2.0; dz-BT) AppleWebKit/531.22.2 (KHTML, like Gecko) Version/5.0.2 Safari/531.22.2",
"session_id": "f3d5c279-73e3-4d52-a28c-42162d7a7... | null | battery_drain | null | null | null | MITRE Technique: T1547.001 | IoT device HVAC battery_drain MITRE Technique: T1547.001 | null | HVAC | iot-afb29145 | 4.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1d256ba8-9f56-4f53-bdbb-9abcf4174d77 | 2025-07-03T04:04:16 | cloud | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|critical| desc=Cloud storage_access in AWS by gwillis No additional info | {
"geo_location": "Mexico",
"device_hash": "7a513f45aa56d296f8d40bb680ae04798927f5f2",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows CE; Trident/3.0)",
"session_id": "9270df74-9671-462e-9f16-0b86f7ae05c0",
"risk_score": 53.91,
"confidence": 0.42
} | gwillis | storage_access | null | null | null | No additional info | Cloud storage_access in AWS by gwillis No additional info | null | null | null | null | null | null | null | null | null | AWS | res-ea97f01a | null | null | null | null | null | null | null | null | null | null |
cc0f1c49-a619-4bb1-9da5-3743357d2bb4 | 2025-05-05T03:20:52 | auth | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|medium| desc=Auth failed for ariel33 via biometric from 76.189.183.130 No additional info noise=VG9nZXRoZXIu | {
"geo_location": "Wallis and Futuna",
"device_hash": "841f4724d157685765d1db075b25e05e110ba58a",
"user_agent": "Mozilla/5.0 (Linux; Android 9) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/35.0.821.0 Safari/534.2",
"session_id": "2951a7e9-5172-498e-bf41-38ad6f42566f",
"risk_score": 76.36,
"confidence": 0.24... | ariel33 | failed | null | null | null | No additional info | Auth failed for ariel33 via biometric from 76.189.183.130 No additional info | null | null | null | null | 76.189.183.130 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | fc:c0:b3:a1:33:0c |
dc15a8d3-85ed-442d-a617-ca5c8011d818 | 2025-03-27T00:12:41 | cloud | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|low| desc=Cloud instance_creation in Alibaba by vickihudson No additional info | {
"geo_location": "Belgium",
"device_hash": "ab1e4b3a9a49c77ada32992705523e211d780ac5",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; brx-IN) AppleWebKit/535.18.4 (KHTML, like Gecko) Version/3.0.5 Mobile/8B118 Safari/6535.18.4",
"session_id": "6f409129-9422-4e2d-a68d-d65d3bdb1e2f",
"ri... | vickihudson | instance_creation | null | null | null | No additional info | Cloud instance_creation in Alibaba by vickihudson No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-1c17b52a | null | null | null | null | null | null | null | null | null | null |
ff751667-8fb4-4a34-b75c-efbb571137ed | 2025-07-07T00:50:59 | auth | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|low| desc=Auth success for vallen via MFA from 89.65.85.238 No additional info | {
"geo_location": "Sao Tome and Principe",
"device_hash": "42bf87fd56747e7bd49f46b7f2aae392",
"user_agent": "Opera/8.72.(Windows NT 11.0; the-NP) Presto/2.9.170 Version/10.00",
"session_id": "764f5ba4-ed87-431e-99f5-8b89ad8248fc",
"risk_score": 68.63,
"confidence": 0.53
} | vallen | success | null | null | null | No additional info | Auth success for vallen via MFA from 89.65.85.238 No additional info | null | null | null | null | 89.65.85.238 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 41:65:86:75:f1:2d |
4008b322-c472-4f74-85b5-3b779d1de137 | 2025-07-04T05:46:48 | ids_alert | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|high| desc=Tanium Alert: SQL Injection detected from 119.190.0.114 targeting N/A MITRE Technique: T1566.001 | {
"geo_location": "Cyprus",
"device_hash": "dcbb6b84b532fe56bd0751dc2461afddbe72030b",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/17.0.836.0 Safari/532.0",
"session_id": "f0be79c3-e58d-4745-a50e-b9b7cb498a3e",
"risk_score": 33.9,
"confidence": 0.76
} | null | null | null | null | null | MITRE Technique: T1566.001 | Tanium Alert: SQL Injection detected from 119.190.0.114 targeting N/A MITRE Technique: T1566.001 | null | null | null | null | 119.190.0.114 | N/A | SQL Injection | SIG-3728 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
48c8cd79-1f22-4f2a-8861-94759ab836c0 | 2025-03-26T12:46:21 | auth | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|medium| desc=Auth success for harrischristina via SAML from 35.24.148.104 Associated Threat Actor: APT34 | {
"geo_location": "Senegal",
"device_hash": "4655fdd8ad9fe063a32c144b3a73a2ac",
"user_agent": "Mozilla/5.0 (Windows 95) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/52.0.894.0 Safari/535.1",
"session_id": "6feea61d-658c-4755-8cfd-c0647b961a18",
"risk_score": 34.83,
"confidence": 0.93
} | harrischristina | success | null | null | null | Associated Threat Actor: APT34 | Auth success for harrischristina via SAML from 35.24.148.104 Associated Threat Actor: APT34 | null | null | null | null | 35.24.148.104 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | 2c:92:30:d4:fb:b9 |
c8fcb125-bf1c-415c-a994-9f6cf1b68e27 | 2025-01-26T12:01:57 | iot | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC command_injection No additional info | {
"geo_location": "Hong Kong",
"device_hash": "56b32f7b542b5e256be0cfdf44d23aa8a18fcba8",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows CE; Trident/3.1)",
"session_id": "a1d25dbf-3eb9-4e22-9627-91b97d369dc7",
"risk_score": 87.15,
"confidence": 0.52
} | null | command_injection | null | null | null | No additional info | IoT device HVAC command_injection No additional info | null | HVAC | iot-9789febf | 3.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
205b4d27-df5c-49da-bb5c-e59e33147f70 | 2025-03-16T17:45:37 | iot | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|high| desc=IoT device HVAC side_channel MITRE Technique: T1134.001 noise=benefit|remember|thought | {
"geo_location": "Andorra",
"device_hash": "bad4312085acdce6bb90f47aa4498f7f",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 10_3_4 like Mac OS X) AppleWebKit/534.0 (KHTML, like Gecko) CriOS/26.0.852.0 Mobile/62B480 Safari/534.0",
"session_id": "18160af1-8d19-4c8a-bcae-17a34f0b7b06",
"risk_score": 55.88,
"... | null | side_channel | null | null | null | MITRE Technique: T1134.001 | IoT device HVAC side_channel MITRE Technique: T1134.001 | null | HVAC | iot-1776887f | 3.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f6cc581b-f508-4a9f-8a50-5431bcbae067 | 2025-04-23T17:28:37 | ids_alert | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ids_alert|low| desc=FireEye HX Alert: Domain Fronting detected from 202.157.191.4 targeting 151.253.52.252 No additional info noise=wp-content/wp-content | {
"geo_location": "Congo",
"device_hash": "8e9fc3a9d574abf3683adf962c5ee53387119a861f20d2f77f4dabbf8a3c2e7a",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_8_6; rv:1.9.3.20) Gecko/4384-02-05 08:41:57 Firefox/12.0",
"session_id": "54328084-0ad1-419a-ac79-020c81e394a9",
"risk_score": 79.02,
"confi... | null | null | null | null | null | No additional info | FireEye HX Alert: Domain Fronting detected from 202.157.191.4 targeting 151.253.52.252 No additional info | null | null | null | null | 202.157.191.4 | 151.253.52.252 | Domain Fronting | SIG-2201 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
c1907f8a-d510-415a-bb5f-6697c35802e7 | 2025-02-10T06:48:21 | network | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|low| desc=Network latency_spike from 206.224.150.240 to 78.149.250.115 No additional info noise=tags/tags | {
"geo_location": "Cyprus",
"device_hash": "02417373ac80b7ae72954478935d1ae8669e1cadf82ef369537488acc129affc",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_11_5 rv:4.0; kk-KZ) AppleWebKit/535.33.5 (KHTML, like Gecko) Version/5.0.4 Safari/535.33.5",
"session_id": "65338974-1cf6-4a60-bfde-55306a747bcb",... | null | latency_spike | null | null | null | No additional info | Network latency_spike from 206.224.150.240 to 78.149.250.115 No additional info | {
"baseline_deviation": 2.01,
"entropy": 2.84,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 206.224.150.240 | 78.149.250.115 | null | null | null | null | null | null | null | null | null | null | ICMP | 854,253 | null | null | null |
ccaa6a1e-aed1-4647-9951-ae50afb39806 | 2025-06-24T23:52:01 | 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: XSS detected from 100.2.143.102 targeting N/A MITRE Technique: T1486 | {
"geo_location": "Greenland",
"device_hash": "c94a18f6847687e3be62d4595c29b7beca979137",
"user_agent": "Opera/8.67.(X11; Linux x86_64; rw-RW) Presto/2.9.187 Version/10.00",
"session_id": "6461129a-1b64-4921-adb4-922eeebfacc1",
"risk_score": 83.72,
"confidence": 0.27
} | null | null | null | null | null | MITRE Technique: T1486 | Vectra AI Alert: XSS detected from 100.2.143.102 targeting N/A MITRE Technique: T1486 | null | null | null | null | 100.2.143.102 | N/A | XSS | SIG-2295 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
fcf64e7a-250e-477e-8e6a-be2210f580bb | 2025-02-25T18:18:05 | auth | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|info| desc=Auth challenge for sharon34 via passwordless from 79.36.47.142 Unconventional IOC: Thermal sensor anomalies | {
"geo_location": "British Virgin Islands",
"device_hash": "20e298e78f247239b80b52045cc6aca4ccabb85a",
"user_agent": "Opera/8.66.(X11; Linux x86_64; ha-NG) Presto/2.9.182 Version/12.00",
"session_id": "a0bb0a83-714c-43d3-a9ec-9c424530f87b",
"risk_score": 58.41,
"confidence": 0.63
} | sharon34 | challenge | null | null | null | Unconventional IOC: Thermal sensor anomalies | Auth challenge for sharon34 via passwordless from 79.36.47.142 Unconventional IOC: Thermal sensor anomalies | null | null | null | null | 79.36.47.142 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | fa:78:05:e2:3e:be |
6ba07621-ce47-49b1-a79a-51402da9a58d | 2025-06-01T19:48:48 | firewall | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|low| desc=Firewall log-only SMB traffic from 10.189.223.63:24 to 55.24.168.2:892 No additional info noise=A110C893 | {
"geo_location": "Morocco",
"device_hash": "23ccf8d616753af5a15e0bf44bcc6e6afc1a5f1e17e8d43d13ad0b04b04c4d87",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_8_1; rv:1.9.2.20) Gecko/3468-03-04 22:22:57 Firefox/4.0",
"session_id": "e9e12a3a-7aa0-434b-93eb-e9db255284d3",
"risk_score": 40.3,
"confiden... | null | log-only | null | null | null | No additional info | Firewall log-only SMB traffic from 10.189.223.63:24 to 55.24.168.2:892 No additional info | null | null | null | null | 10.189.223.63 | 55.24.168.2 | null | null | null | null | null | null | null | null | 24 | 892 | SMB | 595,929 | 650 | null | null |
7fa2533b-d4c6-4c1d-94b5-a5c7ee6aaa26 | 2025-03-23T19:21:02 | endpoint | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|high| desc=Endpoint persistence_mechanism /compare/wind.mp4 by drodriguez Associated Threat Actor: APT41 noise=36623DD6 | {
"geo_location": "Austria",
"device_hash": "0d433c062de000cf13c99ed59210ff1d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.2; Trident/5.0)",
"session_id": "1a535ead-3b62-4c6d-8d8c-9f230d7c4c0a",
"risk_score": 29.72,
"confidence": 0.75
} | drodriguez | persistence_mechanism | /compare/wind.mp4 | 5,790 | cmd.exe | Associated Threat Actor: APT41 | Endpoint persistence_mechanism /compare/wind.mp4 by drodriguez Associated Threat Actor: APT41 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
13330000-f25d-4888-8649-b2248f59d128 | 2025-01-24T14:59:25 | ai | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|medium| desc=AI system model_access by sara86 MITRE Technique: T1134.001 | {
"geo_location": "Papua New Guinea",
"device_hash": "e43df50f6b615510ac788cfa712bffac716de1932b437359ed451dc1c77f6d83",
"user_agent": "Mozilla/5.0 (Linux; Android 2.3.1) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/16.0.856.0 Safari/534.2",
"session_id": "e7242aa3-cf24-46ae-ad1a-77d1af67d82f",
"risk_score": ... | sara86 | model_access | null | null | null | MITRE Technique: T1134.001 | AI system model_access by sara86 MITRE Technique: T1134.001 | null | null | null | null | null | null | null | null | null | null | null | model-5c7e6222 | 9b1fcf386434946ae7dd055a0f12e8dd8d5242db | 3d50aeb1c1726b3bf58d17197beec682a40bd8e9bd8a21d30f429c1b7a338e6b | null | null | null | null | null | null | null |
4a0821ea-af6c-4b37-a7c2-336aa0ab177d | 2025-01-22T23:15:35 | ids_alert | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|low| desc=Darktrace Alert: XSS detected from 104.46.19.251 targeting 70.52.30.106 MITRE Technique: T1486 | {
"geo_location": "Kiribati",
"device_hash": "8e51952afd6ec445d79776cd2068075fe2b71cabe4e0abf4c68911b74a9c067c",
"user_agent": "Mozilla/5.0 (Linux; Android 4.2) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/57.0.817.0 Safari/536.2",
"session_id": "e27bd4de-982b-4f8e-a18a-ba5996571e8e",
"risk_score": 56.91,
"... | null | null | null | null | null | MITRE Technique: T1486 | Darktrace Alert: XSS detected from 104.46.19.251 targeting 70.52.30.106 MITRE Technique: T1486 | null | null | null | null | 104.46.19.251 | 70.52.30.106 | XSS | SIG-9681 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
47e430bc-62e6-4ff9-9e38-9fcec1c1f497 | 2025-03-30T00:12:56 | firewall | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|firewall|info| desc=Firewall log-only TCP traffic from 102.29.95.248:981 to 191.23.94.157:57819 Associated Threat Actor: APT37 | Unconventional IOC: CPU microcode changes | {
"geo_location": "Gambia",
"device_hash": "ad93af773e0b83b7c46d9833169281cf48bf103443a2929d63badbf58dc3ec85",
"user_agent": "Opera/8.91.(Windows CE; mi-NZ) Presto/2.9.161 Version/11.00",
"session_id": "3dfb2745-e72d-4c20-8854-0095ce2d0736",
"risk_score": 56.13,
"confidence": 0.2
} | null | log-only | null | null | null | Associated Threat Actor: APT37 | Unconventional IOC: CPU microcode changes | Firewall log-only TCP traffic from 102.29.95.248:981 to 191.23.94.157:57819 Associated Threat Actor: APT37 | Unconventional IOC: CPU microcode changes | {
"baseline_deviation": 0.72,
"entropy": 5.38,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 102.29.95.248 | 191.23.94.157 | null | null | null | null | null | null | null | null | 981 | 57,819 | TCP | 656,137 | 862 | null | null |
e830274c-7a62-479c-a43d-349bc072a86b | 2025-06-22T07:30:17 | auth | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|low| desc=Auth success for iedwards via passwordless from 82.237.27.236 No additional info | {
"geo_location": "Czech Republic",
"device_hash": "3ba73cf50db6c0916b2b30232a8f6438a24cc039",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_6_6) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/44.0.829.0 Safari/532.0",
"session_id": "83dd3a02-de7e-42f0-ba07-eaa5ce8ae92f",
"risk_score": 0,
"confide... | iedwards | success | null | null | null | No additional info | Auth success for iedwards via passwordless from 82.237.27.236 No additional info | null | null | null | null | 82.237.27.236 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | ff:3e:20:32:b2:9d |
13bc3cc3-6f09-42e3-8d91-a5679c10ffc2 | 2025-02-08T20:06:27 | network | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|medium| desc=Network latency_spike from 43.181.40.186 to 155.142.197.53 No additional info | {
"geo_location": "Equatorial Guinea",
"device_hash": "d287060a47ddbe3c8e9e77d8b9e3af1f92ef14b4",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/5577-05-27 08:00:15 Firefox/3.8",
"session_id": "e146081a-f60b-413a-8d3e-17715fbeddaa",
"risk_score": 55.43,
"confidence": 0.53
} | null | latency_spike | null | null | null | No additional info | Network latency_spike from 43.181.40.186 to 155.142.197.53 No additional info | null | null | null | null | 43.181.40.186 | 155.142.197.53 | null | null | null | null | null | null | null | null | null | null | TCP | 744,215 | null | null | null |
6997aaf9-ca38-489a-8796-a36a799f0626 | 2025-03-25T18:00:14 | auth | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|info| desc=Auth timeout for frank09 via OAuth from 10.86.210.24 No additional info | {
"geo_location": "Seychelles",
"device_hash": "7e91a130451f8cd7cd790d8882d21b36775cfe9bd15811fd5c78c75e30fbdd7d",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_5_2 rv:5.0; kk-KZ) AppleWebKit/534.25.1 (KHTML, like Gecko) Version/4.0 Safari/534.25.1",
"session_id": "94b7029d-c4cf-48de-9e92-e9374c3c93e... | frank09 | timeout | null | null | null | No additional info | Auth timeout for frank09 via OAuth from 10.86.210.24 No additional info | null | null | null | null | 10.86.210.24 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 20:fd:01:21:85:ac |
bb5255ce-b02d-4d82-8eac-2790b00729df | 2025-04-28T05:46:29 | 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: DDoS detected from 122.92.252.94 targeting 29.102.119.23 No additional info | {
"geo_location": "Russia",
"device_hash": "4597565e19d6d8ec5d0f54b12bb0b4e1e8f39033",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/55.0.821.0 Safari/532.1",
"session_id": "5104ce3e-3164-435e-8139-7204ccc6ebd6",
"risk_score": 56.87,
"confidence": 0.36
} | null | null | null | null | null | No additional info | Microsoft Sentinel Alert: DDoS detected from 122.92.252.94 targeting 29.102.119.23 No additional info | null | null | null | null | 122.92.252.94 | 29.102.119.23 | DDoS | SIG-8636 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
2df306c8-3e65-4776-91d2-39cf2ebe043d | 2025-06-17T04:10:55 | network | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|critical| desc=Network covert_channel from 121.148.1.116 to 10.9.215.217 No additional info noise=7C31F5A5 | {
"geo_location": "Christmas Island",
"device_hash": "8f2476de7f607d793ded572f930346ced371afff",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 1_1_5 like Mac OS X) AppleWebKit/532.0 (KHTML, like Gecko) CriOS/44.0.875.0 Mobile/52R942 Safari/532.0",
"session_id": "5db33d69-f4e4-4cf8-9ff4-80c39a1dcdba",
"risk_sc... | null | covert_channel | null | null | null | No additional info | Network covert_channel from 121.148.1.116 to 10.9.215.217 No additional info | null | null | null | null | 121.148.1.116 | 10.9.215.217 | null | null | null | null | null | null | null | null | null | null | HTTP | 654,768 | null | null | null |
363935db-27c9-42a6-be82-9cd28009f623 | 2025-02-27T00:04:33 | endpoint | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint file_access box by david65 No additional info | {
"geo_location": "Italy",
"device_hash": "c4b79ae3e30a624b2e0889f816e67d47e29867547b2a83e65d80100154f48bc1",
"user_agent": "Mozilla/5.0 (Windows NT 4.0; lv-LV; rv:1.9.1.20) Gecko/5605-02-25 01:16:29 Firefox/3.8",
"session_id": "e983ff6d-96da-4db2-b670-62101caacbc4",
"risk_score": 50.32,
"confidence": 0.58
... | david65 | file_access | box | 4,587 | powershell.exe | No additional info | Endpoint file_access box by david65 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
80c02a21-6321-45b3-af2a-22b3aaad531c | 2025-05-13T18:46:03 | network | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|medium| desc=Network covert_channel from 71.53.86.44 to 17.128.128.94 MITRE Technique: T1204.002 | {
"geo_location": "Guinea-Bissau",
"device_hash": "a1e35cb2abd7a03541d5c230d66930bbb7ef6ef65b8920c2e5081cf69efd2b82",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 10.0) AppleWebKit/535.31.7 (KHTML, like Gecko) Version/5.0.1 Safari/535.31.7",
"session_id": "ebe9872d-f677-4a74-9367-0b49aa121caa",
"risk_sc... | null | covert_channel | null | null | null | MITRE Technique: T1204.002 | Network covert_channel from 71.53.86.44 to 17.128.128.94 MITRE Technique: T1204.002 | null | null | null | null | 71.53.86.44 | 17.128.128.94 | null | null | null | null | null | null | null | null | null | null | ICMP | 203,856 | null | null | null |
1931ee07-c9be-4930-9191-fc94854cd55f | 2025-03-21T11:49:18 | ai | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|low| desc=AI system model_inversion by molinamelinda No additional info | {
"geo_location": "Romania",
"device_hash": "ee29fa472180a75348461618bd8a39ec67543867",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_5_2 rv:3.0; da-DK) AppleWebKit/532.17.2 (KHTML, like Gecko) Version/4.0.3 Safari/532.17.2",
"session_id": "016eccf9-71e7-4d8b-b111-7315f0f94b96",
"risk_score": 23... | molinamelinda | model_inversion | null | null | null | No additional info | AI system model_inversion by molinamelinda No additional info | null | null | null | null | null | null | null | null | null | null | null | model-0616759e | 6651c20bf6d7ff14ded9ca4c92ad8cfc533755c1 | d76abe15bc2427f96ed4c0305854059484ab985634d46ba386942d0362663ced | null | null | null | null | null | null | null |
12a98b91-afc4-4b52-b1c2-11482a37ea48 | 2025-05-11T16:57:43 | firewall | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall deny RDP traffic from 56.124.60.164:84 to 63.224.207.5:834 Associated Threat Actor: Inception Framework | {
"geo_location": "Botswana",
"device_hash": "1d8e447db73ed2357649b8129c442fd1708ed2cc",
"user_agent": "Mozilla/5.0 (Windows NT 4.0) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/51.0.852.0 Safari/534.1",
"session_id": "e03786fd-0047-4e44-89ed-a400d7339349",
"risk_score": 43.15,
"confidence": 0.21
} | null | deny | null | null | null | Associated Threat Actor: Inception Framework | Firewall deny RDP traffic from 56.124.60.164:84 to 63.224.207.5:834 Associated Threat Actor: Inception Framework | null | null | null | null | 56.124.60.164 | 63.224.207.5 | null | null | null | null | null | null | null | null | 84 | 834 | RDP | 316,168 | 2,664 | null | null |
5ab08e4b-852c-47d7-8656-1b9aa5a8f859 | 2025-06-29T04:47:15 | ids_alert | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|critical| desc=Wazuh Alert: Domain Fronting detected from 95.105.172.92 targeting 135.166.184.53 No additional info | {
"geo_location": "Suriname",
"device_hash": "a55bcf2f8cc8d85fb017d29a8a19e6bd89b731bfede3d7d4eb60647afd75f2f8",
"user_agent": "Opera/8.66.(X11; Linux x86_64; ber-DZ) Presto/2.9.162 Version/11.00",
"session_id": "06834305-1a8c-48dc-a173-32ad785607b4",
"risk_score": 43.09,
"confidence": 0.75
} | null | null | null | null | null | No additional info | Wazuh Alert: Domain Fronting detected from 95.105.172.92 targeting 135.166.184.53 No additional info | null | null | null | null | 95.105.172.92 | 135.166.184.53 | Domain Fronting | SIG-2483 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
ac780e04-1eb0-4590-aad4-bad56862dcf8 | 2025-02-09T11:11:55 | firewall | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|critical| desc=Firewall inspect DNS traffic from 83.204.173.249:828 to 65.64.179.129:10165 No additional info noise=political|production|good | {
"geo_location": "Heard Island and McDonald Islands",
"device_hash": "8f76d2ea94cdf49797644e720836c5e86529346660102db5053510b3378b1a84",
"user_agent": "Opera/9.12.(Windows NT 6.0; mt-MT) Presto/2.9.174 Version/10.00",
"session_id": "df676115-7e65-481d-a4aa-bd72e706e893",
"risk_score": 40.84,
"confidence": ... | null | inspect | null | null | null | No additional info | Firewall inspect DNS traffic from 83.204.173.249:828 to 65.64.179.129:10165 No additional info | null | null | null | null | 83.204.173.249 | 65.64.179.129 | null | null | null | null | null | null | null | null | 828 | 10,165 | DNS | 862,297 | 30 | null | null |
d1124387-470d-414e-ba51-3d45f1821611 | 2025-06-23T10:24:57 | ids_alert | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ids_alert|high| desc=Elastic SIEM Alert: Credential Stuffing detected from 10.231.50.217 targeting N/A MITRE Technique: T1059.005 | {
"geo_location": "Bermuda",
"device_hash": "de022395946bbdca6de41ab5d41ed11a8a486d947006432499e970961e6d33db",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; es-NI) AppleWebKit/532.31.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B111 Safari/6532.31.6",
"session_id": "53a7e579-aea5-4647-8f... | null | null | null | null | null | MITRE Technique: T1059.005 | Elastic SIEM Alert: Credential Stuffing detected from 10.231.50.217 targeting N/A MITRE Technique: T1059.005 | null | null | null | null | 10.231.50.217 | N/A | Credential Stuffing | SIG-1421 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
6cff0f4f-ac59-450f-a16a-bebc4a1b4240 | 2025-04-05T23:48:03 | cloud | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|medium| desc=Cloud instance_creation in Alibaba by grossdonald No additional info | {
"geo_location": "Reunion",
"device_hash": "a9ceb59c36f04bf0e85158732f3a4013bc85268e206c68a514d54f1edca39925",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.01; Trident/3.1)",
"session_id": "383263e2-26e0-447c-9b32-e8155e1ed24f",
"risk_score": 70.16,
"confidence": 0.56
} | grossdonald | instance_creation | null | null | null | No additional info | Cloud instance_creation in Alibaba by grossdonald No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-eace5167 | null | null | null | null | null | null | null | null | null | null |
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