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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
d5dc82f6-fb60-4c49-8fde-26e5cef18ac9 | 2025-05-31T17:46:06 | ai | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|medium| desc=AI system membership_inference by daniel06 No additional info | {
"geo_location": "Netherlands Antilles",
"device_hash": "b0f92eb53d93168863eddd19029d666fa6fb1dfc6d944e058dfe27800f9a94c1",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_6_0 rv:2.0; nl-BE) AppleWebKit/533.41.5 (KHTML, like Gecko) Version/5.0 Safari/533.41.5",
"session_id": "2a0cfd77-0054-48e6-99aa-6eff725ffd30",
"risk_score": 35.2,
"confidence": 0.21
} | null | null | null | null | null | No additional info | AI system membership_inference by daniel06 No additional info | membership_inference | null | null | daniel06 | null | null | null | null | null | null | null | null | null | null | null | null | model-8de20913 | 46fce6be600c1c378152e947e387a19d552ec74a1fc5495050219e02b8f00fc8 | bc8ca8dba890154ed7b301c31e439d5917d22031f5b4e513c30fbe43ecf08774 | null | null |
52b50d16-b05e-4763-84fc-5d78abe3c9ba | 2025-03-27T03:03:59 | cloud | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|info| desc=Cloud container_escape in GCP by landerson No additional info | {
"geo_location": "Madagascar",
"device_hash": "96a9ec31e0572d5e9fbba7cd25e3a684dad5e7a4",
"user_agent": "Opera/8.57.(Windows 98; Win 9x 4.90; tr-CY) Presto/2.9.168 Version/11.00",
"session_id": "fd33112f-dd15-4694-81bf-1f9379f3e8f1",
"risk_score": 33.4,
"confidence": 0.85
} | null | null | null | null | null | No additional info | Cloud container_escape in GCP by landerson No additional info | container_escape | null | null | landerson | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-574634ab |
342430bd-2fe8-4c2e-a3d0-c8a79e5e4689 | 2025-03-24T17:45:03 | cloud | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|cloud|high| desc=Cloud container_escape in AWS by anitawilkinson No additional info | {
"geo_location": "Switzerland",
"device_hash": "ee844325122208455ce0f589c44c78c2",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; sk-SK) AppleWebKit/532.31.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B114 Safari/6532.31.7",
"session_id": "67330778-d3d6-463f-9c35-8d8d80a63c4d",
"risk_score": 57.59,
"confidence": 0.65
} | null | null | null | null | null | No additional info | Cloud container_escape in AWS by anitawilkinson No additional info | container_escape | null | null | anitawilkinson | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-bea8e839 |
ffcfb19b-d8e2-44b5-857d-2148140ae1b7 | 2025-05-06T07:45:08 | cloud | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|critical| desc=Cloud permission_escalation in AWS by blackbrian No additional info | {
"geo_location": "Cook Islands",
"device_hash": "6a8b357024a1f60a72b5b3cf0e4718d5f09996156d36a38550f580de733ae637",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_7_5 rv:6.0; os-RU) AppleWebKit/533.30.6 (KHTML, like Gecko) Version/4.1 Safari/533.30.6",
"session_id": "a57d300b-4984-4533-a43b-198f1f478299",
"risk_score": 37.78,
"confidence": 0.93
} | null | null | null | null | null | No additional info | Cloud permission_escalation in AWS by blackbrian No additional info | permission_escalation | null | null | blackbrian | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-f3670180 |
8553b336-0ac5-4099-a784-2d5c0969a981 | 2025-03-10T13:04:36 | cloud | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|high| desc=Cloud shadow_it in AWS by john95 No additional info | {
"geo_location": "Turkey",
"device_hash": "59afbe9a946aeb7d311b23a56cfff577",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 4_3_5 like Mac OS X) AppleWebKit/536.1 (KHTML, like Gecko) FxiOS/16.5b1407.0 Mobile/48K541 Safari/536.1",
"session_id": "574179fe-e5df-4094-85d4-4530122fbdaa",
"risk_score": 68.12,
"confidence": 0.99
} | null | null | null | null | null | No additional info | Cloud shadow_it in AWS by john95 No additional info | shadow_it | null | null | john95 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-325cb5ae |
3ed87aa1-268c-4902-ad92-0f4d4f6fdb6f | 2025-02-08T14:30:49 | iot | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|critical| desc=IoT device Medical battery_drain Associated Threat Actor: Cobalt Group | {
"geo_location": "Lao People's Democratic Republic",
"device_hash": "e3cbe02982c35dbb0cd90f6fb4c6cf3f815d18d1",
"user_agent": "Opera/9.51.(Windows NT 6.0; pl-PL) Presto/2.9.179 Version/12.00",
"session_id": "fc1f76b9-86db-40bc-9ac4-39f7ecf4f73c",
"risk_score": 74.28,
"confidence": 0.28
} | null | null | null | null | null | Associated Threat Actor: Cobalt Group | IoT device Medical battery_drain Associated Threat Actor: Cobalt Group | battery_drain | null | null | null | null | null | null | null | Medical | iot-83a34c0e | 8.3 | null | null | null | null | null | null | null | null | null | null |
54bef08c-7ead-4f7a-95c4-1bff78388e45 | 2025-06-18T17:07:22 | cloud | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|high| desc=Cloud shadow_it in Alibaba by rrodriguez MITRE Technique: T1204.002 | {
"geo_location": "Norway",
"device_hash": "b7e63e537ff96cab6ebfa5790f93d1fa",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.5.20) Gecko/9990-02-27 01:44:02 Firefox/3.8",
"session_id": "1a6de6da-bd5a-4954-8787-3b7f4a2a6038",
"risk_score": 69.48,
"confidence": 0.54
} | null | null | null | null | null | MITRE Technique: T1204.002 | Cloud shadow_it in Alibaba by rrodriguez MITRE Technique: T1204.002 | shadow_it | null | null | rrodriguez | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-99cb6e3c |
ad037261-9bd7-4104-a21d-48ecf9dcb776 | 2025-01-18T14:58:18 | endpoint | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|high| desc=Endpoint registry_change visit by craigrebecca No additional info | {
"geo_location": "Germany",
"device_hash": "b24c402a03d7877fbee00eb2a6d4031dd54f1a7a",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 4_3_5 like Mac OS X) AppleWebKit/535.0 (KHTML, like Gecko) CriOS/32.0.847.0 Mobile/60X102 Safari/535.0",
"session_id": "e0d02c85-e6ab-4968-bc93-cfe64650a66f",
"risk_score": 46.89,
"confidence": 0.4
} | null | null | null | null | null | No additional info | Endpoint registry_change visit by craigrebecca No additional info | registry_change | null | null | craigrebecca | visit | 3,392 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f18f2d7a-d06c-43e7-9fa6-1a5d5e7108aa | 2025-02-21T13:02:12 | network | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|network|low| desc=Network latency_spike from 97.211.19.233 to 185.62.115.191 No additional info | {
"geo_location": "Uganda",
"device_hash": "e79ec41f7ac577777b0ee30f39e259bb2883bc93e36ab1e95318a0867aa4b63e",
"user_agent": "Opera/9.83.(X11; Linux i686; bo-IN) Presto/2.9.190 Version/11.00",
"session_id": "537953d5-7239-42c0-91a7-05c888df2268",
"risk_score": 57.33,
"confidence": 0.91
} | 97.211.19.233 | 185.62.115.191 | null | null | null | No additional info | Network latency_spike from 97.211.19.233 to 185.62.115.191 No additional info | latency_spike | 56,339 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9f790af8-5d49-4c29-8c6b-6156d2d38327 | 2025-01-12T21:33:19 | auth | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|info| desc=Auth failed for ksuarez via MFA from 120.171.245.225 No additional info | {
"geo_location": "Iraq",
"device_hash": "af63a8d0366092760753a88221d964de0c5e3691",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/9106-06-11 19:55:06 Firefox/11.0",
"session_id": "06667da4-18c9-4517-b7ae-c716bbfe4002",
"risk_score": 66.81,
"confidence": 0.86
} | 120.171.245.225 | null | null | null | null | No additional info | Auth failed for ksuarez via MFA from 120.171.245.225 No additional info | failed | null | null | ksuarez | null | null | null | null | null | null | null | null | null | null | MFA | 1d:ee:77:84:75:d2 | null | null | null | null | null |
f85c0f17-e12e-4a36-b7f3-209849dbb86a | 2025-04-16T13:02:18 | endpoint | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|endpoint|low| desc=Endpoint powershell_exec /thing/student.js by fergusoncharlotte No additional info | {
"geo_location": "Iran",
"device_hash": "7069138e4b48cb920c941e4ec99be59620247451",
"user_agent": "Mozilla/5.0 (Windows CE) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/29.0.803.0 Safari/535.1",
"session_id": "e40ff2e2-4642-4a62-b919-dc853c51d263",
"risk_score": 52.17,
"confidence": 0.18
} | null | null | null | null | null | No additional info | Endpoint powershell_exec /thing/student.js by fergusoncharlotte No additional info | powershell_exec | null | null | fergusoncharlotte | /thing/student.js | 363 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e824f4e4-9bf2-4b7e-a964-e8ac78f96892 | 2021-08-19T04:16:49 | cloud | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|low| desc=Cloud config_change in OCI by rachael01 No additional info | {
"geo_location": "Ukraine",
"device_hash": "940089396918515859134a38a0b0a90b98473b2d3cb24051bca01affe181963c",
"user_agent": "Opera/8.46.(X11; Linux x86_64; ky-KG) Presto/2.9.182 Version/11.00",
"session_id": "758a0333-1ad6-4384-b1b1-7d39d03d7ea0",
"risk_score": 16.52,
"confidence": 0.34
} | null | null | null | null | null | No additional info | Cloud config_change in OCI by rachael01 No additional info | config_change | null | null | rachael01 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-acb7ec00 |
02e4e72b-2ddb-4efa-8a47-7d431d69b7a2 | 2025-02-22T17:56:12 | ai | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|high| desc=AI system training_data_poisoning by kimberly95 No additional info | {
"geo_location": "Colombia",
"device_hash": "9c446eae7cac1fb37e5038d43c1fd87dfe741edd",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.5.20) Gecko/3001-12-25 11:13:40 Firefox/3.8",
"session_id": "e52e0228-1c52-4a54-a43c-964e3c56b69a",
"risk_score": 30.82,
"confidence": 0.88
} | null | null | null | null | null | No additional info | AI system training_data_poisoning by kimberly95 No additional info | training_data_poisoning | null | null | kimberly95 | null | null | null | null | null | null | null | null | null | null | null | null | model-72c71d2c | 3c0c126f46d1935511934bca1d88781b05bf899d | 702ce132fe1a0af160faa2a4a50d9d6880e5d296a73a7164e8fd420d83fafa0e | null | null |
10e143fe-6678-46ae-82cc-1942215474b5 | 2025-03-11T20:03:19 | network | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|low| desc=Network data_exfiltration from 65.165.143.45 to 35.181.151.99 No additional info | {
"geo_location": "Russian Federation",
"device_hash": "3fb489d77c71d74433e4ca168a189a320c1eb8c8361cca97f4fc0bda8a61956b",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.5.20) Gecko/2387-01-13 21:02:13 Firefox/3.8",
"session_id": "90f31b58-d6b7-4160-9d50-bda5f8d62834",
"risk_score": 0,
"confidence": 0.77
} | 65.165.143.45 | 35.181.151.99 | null | null | null | No additional info | Network data_exfiltration from 65.165.143.45 to 35.181.151.99 No additional info | data_exfiltration | 221,594 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a11cb250-f15b-45da-a138-cc23a9c4a1af | 2025-03-01T20:07:20 | network | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|info| desc=Network bandwidth_usage from 31.106.233.13 to 34.7.165.38 Unconventional IOC: Power consumption spikes | {
"geo_location": "Wallis and Futuna",
"device_hash": "de9e848aaa19fa5f981252bf4e26263b3220b206",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.2; Trident/5.0)",
"session_id": "b76d3f60-c550-4f8b-b732-365111986472",
"risk_score": 50.95,
"confidence": 0.31
} | 31.106.233.13 | 34.7.165.38 | null | null | null | Unconventional IOC: Power consumption spikes | Network bandwidth_usage from 31.106.233.13 to 34.7.165.38 Unconventional IOC: Power consumption spikes | bandwidth_usage | 535,576 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
17ff9afc-0b38-4d40-8bed-3642e131512b | 2025-05-15T19:58:28 | ai | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ai|info| desc=AI system adversarial_input by pwilliams No additional info | {
"geo_location": "Northern Mariana Islands",
"device_hash": "9eac4d0319329b2daef2cb4b31e660bb",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.0; Trident/4.0)",
"session_id": "34a4767e-5e18-4d7d-977a-e3a66a0c7138",
"risk_score": 62.49,
"confidence": 0.11
} | null | null | null | null | null | No additional info | AI system adversarial_input by pwilliams No additional info | adversarial_input | null | null | pwilliams | null | null | null | null | null | null | null | null | null | null | null | null | model-344ade85 | 8394b61e32d7cdc6eb1e64fea376ef20963a654c6d0fe35470d19dbbd10863e5 | c8f6fbefea813df77fa74dbd0dd21c0dad4d8473 | null | null |
a438c449-9065-46e0-a788-38a4ec823163 | 2025-05-30T02:34:32 | endpoint | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint persistence_mechanism /happy/section.key by ashleysims No additional info | {
"geo_location": "Iran",
"device_hash": "a2728c8468246365f7cca680e52251aef3007ffc",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_11_3; rv:1.9.4.20) Gecko/4571-07-08 19:33:33 Firefox/3.8",
"session_id": "89be5392-94d9-4454-bfa5-d115ec4a4cc2",
"risk_score": 65.36,
"confidence": 0.4
} | null | null | null | null | null | No additional info | Endpoint persistence_mechanism /happy/section.key by ashleysims No additional info | persistence_mechanism | null | null | ashleysims | /happy/section.key | 5,253 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8d0edd18-9df6-4d0f-bac3-01aad04f2705 | 2025-06-02T08:17:47 | auth | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|high| desc=Auth success for obarber via OAuth from 163.30.1.239 MITRE Technique: T1053.005 | Associated Threat Actor: Wizard Spider noise=main/category/category | {
"geo_location": "Slovenia",
"device_hash": "f2042baa7508ee33928cf380c4e70b62ccb5f78d",
"user_agent": "Opera/9.39.(X11; Linux i686; wal-ET) Presto/2.9.182 Version/12.00",
"session_id": "75c7e47a-92b3-4056-830f-627fdf95aeba",
"risk_score": 45.1,
"confidence": 0.33
} | 163.30.1.239 | null | null | null | null | MITRE Technique: T1053.005 | Associated Threat Actor: Wizard Spider | Auth success for obarber via OAuth from 163.30.1.239 MITRE Technique: T1053.005 | Associated Threat Actor: Wizard Spider | success | null | null | obarber | null | null | null | null | null | null | null | null | null | null | OAuth | 15:17:1a:36:20:6a | null | null | null | null | null |
b0b4277e-6ce0-48a9-816d-2aab637fbb83 | 2025-06-18T21:10:12 | auth | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|auth|low| desc=Auth locked for jenniferbaker via SAML from 90.6.141.52 Associated Threat Actor: APT38 | {
"geo_location": "Israel",
"device_hash": "90f77a84425bdcb90f29499dae57bff03d8431fd206a7dc3f972cb06d876e130",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_5) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/42.0.880.0 Safari/536.1",
"session_id": "172343ba-2ff5-44c0-a225-4511ca42e43c",
"risk_score": 29.14,
"confidence": 0.04
} | 90.6.141.52 | null | null | null | null | Associated Threat Actor: APT38 | Auth locked for jenniferbaker via SAML from 90.6.141.52 Associated Threat Actor: APT38 | locked | null | null | jenniferbaker | null | null | null | null | null | null | null | null | null | null | SAML | 5b:dd:56:42:ad:10 | null | null | null | null | null |
2f75f26d-32e8-4f0b-9eeb-92e822e1fafd | 2025-03-10T04:33:04 | network | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|info| desc=Network data_exfiltration from 49.72.246.0 to 163.133.96.36 MITRE Technique: T1053.005 | {
"geo_location": "Azerbaijan",
"device_hash": "c63b204147f7e8f469ca064188caa67931036eb1ac737e2e7658259739377bb3",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows CE; Trident/3.1)",
"session_id": "22f0eebb-0cc6-46ea-997b-0de1645ed211",
"risk_score": 69.4,
"confidence": 0.75
} | 49.72.246.0 | 163.133.96.36 | null | null | null | MITRE Technique: T1053.005 | Network data_exfiltration from 49.72.246.0 to 163.133.96.36 MITRE Technique: T1053.005 | data_exfiltration | 657,263 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d4a821fa-0df6-47fe-8adf-925750ab68b1 | 2025-02-09T10:07:23 | network | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|low| desc=Network data_exfiltration from 10.35.87.199 to 48.41.89.175 No additional info | {
"geo_location": "Latvia",
"device_hash": "168054357b7b290f537d2875617f23239f795a16b13df300434b02db19b24189",
"user_agent": "Opera/8.69.(X11; Linux i686; vi-VN) Presto/2.9.163 Version/11.00",
"session_id": "9409deb5-b317-4835-9aab-5e685e06b6eb",
"risk_score": 20.47,
"confidence": 0.1
} | 10.35.87.199 | 48.41.89.175 | null | null | null | No additional info | Network data_exfiltration from 10.35.87.199 to 48.41.89.175 No additional info | data_exfiltration | 605,125 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a56626a5-2506-415b-a448-65e207c3eaa1 | 2030-05-03T02:14:34 | iot | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|iot|high| desc=IoT device HVAC command_injection MITRE Technique: T1574.002 | {
"geo_location": "India",
"device_hash": "c928f03d26290475be6e5d6c61456baa3aaa2f3b",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 3_1_3 like Mac OS X) AppleWebKit/534.2 (KHTML, like Gecko) FxiOS/17.7e6082.0 Mobile/47Y426 Safari/534.2",
"session_id": "a1c66afa-0ee4-4e0c-87fb-c3bcf14d8d26",
"risk_score": 38.51,
"confidence": 0.83
} | null | null | null | null | null | MITRE Technique: T1574.002 | IoT device HVAC command_injection MITRE Technique: T1574.002 | command_injection | null | null | null | null | null | null | null | HVAC | iot-3d201fce | 3.3 | null | null | null | null | null | null | null | null | null | null |
67ba6cb5-5c2f-4c4e-b2c1-51af7ddb41aa | 2025-03-12T21:58:18 | endpoint | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint wmi_exec loss by umiddleton No additional info | {
"geo_location": "Isle of Man",
"device_hash": "105f950d982e11a7d11ad063e6c230536485487c",
"user_agent": "Opera/9.11.(Windows 98; Win 9x 4.90; tn-ZA) Presto/2.9.181 Version/11.00",
"session_id": "5a7d3735-5019-4739-acf6-71d4a54dedef",
"risk_score": 25.43,
"confidence": 0.54
} | null | null | null | null | null | No additional info | Endpoint wmi_exec loss by umiddleton No additional info | wmi_exec | null | null | umiddleton | loss | 7,767 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
15d87cab-e3f4-4914-8d76-52b47f684fb0 | 2025-07-05T01:35:27 | ids_alert | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|medium| desc=AlienVault Alert: Fileless Attack detected from 144.133.33.217 targeting 64.150.26.243 No additional info | {
"geo_location": "Wallis and Futuna",
"device_hash": "a18bc3f2a651374bdda6e7c8e54f5dbc",
"user_agent": "Mozilla/5.0 (Windows NT 6.2; pl-PL; rv:1.9.0.20) Gecko/5840-09-29 20:11:59 Firefox/12.0",
"session_id": "65ea4415-9f5e-4710-8c98-dfdf6e1c9957",
"risk_score": 59.61,
"confidence": 0.64
} | 144.133.33.217 | 64.150.26.243 | Fileless Attack | SIG-4817 | Policy | No additional info | AlienVault Alert: Fileless Attack detected from 144.133.33.217 targeting 64.150.26.243 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
46609578-3ff9-403e-9c1e-73750ce1470c | 2025-05-03T23:09:12 | ids_alert | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ids_alert|low| desc=Palo Alto Cortex Alert: Zero-Day Exploit detected from 10.20.193.80 targeting 83.53.208.168 No additional info | {
"geo_location": "Russia",
"device_hash": "b91225672ada4bdf32306fd823482a540bccbde0f1bc38208adfb181ec8182cc",
"user_agent": "Opera/8.68.(Windows NT 5.01; ti-ET) Presto/2.9.171 Version/12.00",
"session_id": "49a3dad4-979d-4923-89c5-82917f9a6bef",
"risk_score": 47.2,
"confidence": 0.64
} | 10.20.193.80 | 83.53.208.168 | Zero-Day Exploit | SIG-3322 | Malware | No additional info | Palo Alto Cortex Alert: Zero-Day Exploit detected from 10.20.193.80 targeting 83.53.208.168 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
05818b9c-4b37-4019-bfb8-d7e030557fd1 | 2025-06-12T05:02:26 | iot | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|critical| desc=IoT device Thermostat protocol_violation No additional info noise=875AA127 | {
"geo_location": "El Salvador",
"device_hash": "0301bcc5e78017e5e9fbc9384e38e1a5",
"user_agent": "Opera/9.42.(X11; Linux i686; pap-CW) Presto/2.9.169 Version/10.00",
"session_id": "9ce5199b-fc37-4425-bf4a-63096c865e0e",
"risk_score": 37.11,
"confidence": 0.21
} | null | null | null | null | null | No additional info | IoT device Thermostat protocol_violation No additional info | protocol_violation | null | null | null | null | null | null | null | Thermostat | iot-63fde8f3 | 2.5 | null | null | null | null | null | null | null | null | null | null |
7f6b054e-cfae-4fc5-b7ab-f2bb1316fe8b | 2025-06-01T04:05:38 | firewall | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|low| desc=Firewall inspect RDP traffic from 191.251.124.173:186 to 129.35.214.156:563 MITRE Technique: T1059.005 | {
"geo_location": "Greenland",
"device_hash": "7c7bb8182fd3fde7678855aa3ed695603637b32aee16ed2d547e0b2327c52b2e",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.6.20) Gecko/8927-03-12 18:56:21 Firefox/5.0",
"session_id": "7d2bde5c-ef90-479a-bec3-65ca73184b49",
"risk_score": 24.41,
"confidence": 0.92
} | 191.251.124.173 | 129.35.214.156 | null | null | null | MITRE Technique: T1059.005 | Firewall inspect RDP traffic from 191.251.124.173:186 to 129.35.214.156:563 MITRE Technique: T1059.005 | inspect | 558,169 | RDP | null | null | null | null | null | null | null | null | 186 | 563 | 2,794 | null | null | null | null | null | null | null |
287ef82b-81ab-4e35-add0-757758b63436 | 2025-02-19T01:57:09 | ai | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|high| desc=AI system fine_tuning by sharon81 No additional info | {
"geo_location": "Guadeloupe",
"device_hash": "f86f61139a0ca07a43b5e78b3871adf4dadd3e78d532441ae6c50a1f7526fc39",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/44.0.881.0 Safari/535.2",
"session_id": "820bed9c-d2a6-42d0-b1dc-43b97d1a35e5",
"risk_score": 14.45,
"confidence": 0.62
} | null | null | null | null | null | No additional info | AI system fine_tuning by sharon81 No additional info | fine_tuning | null | null | sharon81 | null | null | null | null | null | null | null | null | null | null | null | null | model-f6bbfb3e | 7c8516ea402214573e618d14fad3cf6fbf294b15113480858af562d1619b6fd7 | 1db03c845c9a47c14abdad42bb038cb56564118b1a6443802d475dac7933cf42 | null | null |
c167a73e-f9d2-4f6a-9ef6-9320ca88efbc | 2025-03-01T13:36:21 | network | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|medium| desc=Network connection from 189.126.138.254 to 10.63.8.31 No additional info | {
"geo_location": "Portugal",
"device_hash": "65d7b228d166d95eaa18829030422fcb",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_2 like Mac OS X) AppleWebKit/534.2 (KHTML, like Gecko) FxiOS/14.4n3443.0 Mobile/46X852 Safari/534.2",
"session_id": "b942e91b-df63-4fa4-b4dd-8518b347cd55",
"risk_score": 80.32,
"confidence": 0.22
} | 189.126.138.254 | 10.63.8.31 | null | null | null | No additional info | Network connection from 189.126.138.254 to 10.63.8.31 No additional info | connection | 817,842 | HTTPS | null | null | null | null | {
"baseline_deviation": 0.61,
"entropy": 7.36,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
d2edd56b-8676-4132-9a02-31edd525dd7e | 2025-07-04T08:48:02 | cloud | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|low| desc=Cloud crypto_mining in Alibaba by jeffrey88 No additional info | {
"geo_location": "Tokelau",
"device_hash": "83f17e3efbbb36a57a3c893677cf0197",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 95; Trident/5.0)",
"session_id": "9e1c45ea-d6a7-4e82-b56e-636850e07a0c",
"risk_score": 31.34,
"confidence": 0.73
} | null | null | null | null | null | No additional info | Cloud crypto_mining in Alibaba by jeffrey88 No additional info | crypto_mining | null | null | jeffrey88 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-00a5afe3 |
9a98ac1f-c7f4-41a0-a730-9c484776dd55 | 2025-03-07T09:36:24 | endpoint | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint persistence_mechanism guess by nelsonphilip MITRE Technique: T1566.001 noise=from|Mr|study | {
"geo_location": "Kuwait",
"device_hash": "a3bf04fe2d3d82f18223d15bff252c36776ad7e8d3c95426c3e623fa62a7821c",
"user_agent": "Opera/8.28.(Windows NT 5.2; brx-IN) Presto/2.9.169 Version/12.00",
"session_id": "1df5d0e3-d59f-49c6-86d7-28f2b76aaffc",
"risk_score": 56.18,
"confidence": 0.37
} | null | null | null | null | null | MITRE Technique: T1566.001 | Endpoint persistence_mechanism guess by nelsonphilip MITRE Technique: T1566.001 | persistence_mechanism | null | null | nelsonphilip | guess | 7,535 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
97180d0a-e809-4644-9017-b1ce2b3031cb | 2025-03-07T07:33:17 | auth | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|low| desc=Auth failed for qgarcia via password from 42.143.52.36 No additional info noise=explore/category | {
"geo_location": "Morocco",
"device_hash": "51e5ae7e24102781a428e0947ae375f3",
"user_agent": "Mozilla/5.0 (Windows CE) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/29.0.899.0 Safari/533.1",
"session_id": "a54ac264-8b89-444f-8fd0-ee05192771e5",
"risk_score": 49.38,
"confidence": 0.75
} | 42.143.52.36 | null | null | null | null | No additional info | Auth failed for qgarcia via password from 42.143.52.36 No additional info | failed | null | null | qgarcia | null | null | null | null | null | null | null | null | null | null | password | 30:df:77:42:d4:b7 | null | null | null | null | null |
4113c1a7-fb6b-43b8-b04b-baeb36af7940 | 2025-01-15T16:13:44 | endpoint | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|info| desc=Endpoint process_stop /nearly/discover.wav by michaelreynolds MITRE Technique: T1547.001 | Fileless execution detected noise=76E52775 | {
"geo_location": "Guernsey",
"device_hash": "8c9841b8286fb061f59c2c974fea625d",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_7_2 rv:5.0; bg-BG) AppleWebKit/532.22.3 (KHTML, like Gecko) Version/5.0.5 Safari/532.22.3",
"session_id": "a7cef198-9dea-4834-bdd1-20e3772a6f6c",
"risk_score": 77.86,
"confidence": 0.96
} | null | null | null | null | null | MITRE Technique: T1547.001 | Fileless execution detected | Endpoint process_stop /nearly/discover.wav by michaelreynolds MITRE Technique: T1547.001 | Fileless execution detected | process_stop | null | null | michaelreynolds | /nearly/discover.wav | 8,457 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a6e1c8d3-db18-44cc-aca0-29a577dc5ee1 | 2025-02-05T21:06:40 | firewall | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|medium| desc=Firewall inspect HTTPS traffic from 35.148.75.5:1015 to 184.116.11.136:298 No additional info | {
"geo_location": "Hong Kong",
"device_hash": "a35fd95ba99bc0d81837701600c6f99b",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_8_2) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/50.0.824.0 Safari/536.1",
"session_id": "b9c6c5cd-77a8-42ab-8dc2-86c96bb4bc82",
"risk_score": 60.06,
"confidence": 0
} | 35.148.75.5 | 184.116.11.136 | null | null | null | No additional info | Firewall inspect HTTPS traffic from 35.148.75.5:1015 to 184.116.11.136:298 No additional info | inspect | 290,714 | HTTPS | null | null | null | null | null | null | null | null | 1,015 | 298 | 424 | null | null | null | null | null | null | null |
03f2f783-3af5-4590-8751-e99dec7297e5 | 2029-11-02T06:30:52 | ids_alert | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|medium| desc=Trellix Alert: Living-off-the-Land detected from 146.99.173.62 targeting N/A No additional info noise=7327BC64 | {
"geo_location": "Mayotte",
"device_hash": "c920edb58cea43d543d2d21cce9fd494a7d548de",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; th-TH) AppleWebKit/531.18.7 (KHTML, like Gecko) Version/3.0.5 Mobile/8B119 Safari/6531.18.7",
"session_id": "a8706eb0-ea6b-469a-9171-88ee0c21fe08",
"risk_score": 12.32,
"confidence": 0.9
} | 146.99.173.62 | N/A | Living-off-the-Land | SIG-4656 | Policy | No additional info | Trellix Alert: Living-off-the-Land detected from 146.99.173.62 targeting N/A No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
269e5d38-6379-4c47-8de6-7b1fa4459d3a | 2025-02-09T17:47:57 | auth | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|high| desc=Auth success for michael07 via password from 203.174.247.33 No additional info | {
"geo_location": "Netherlands",
"device_hash": "4abaf580ea8daf3cb45238e90a048bcf52aee96b7549b802621165b6039cfbc9",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_8) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/51.0.871.0 Safari/531.1",
"session_id": "18fd8a0a-f734-420c-b37e-c2714b14e9a4",
"risk_score": 45.72,
"confidence": 0.85
} | 203.174.247.33 | null | null | null | null | No additional info | Auth success for michael07 via password from 203.174.247.33 No additional info | success | null | null | michael07 | null | null | null | null | null | null | null | null | null | null | password | 16:21:82:8c:fe:26 | null | null | null | null | null |
114c9e81-5fc5-4d9c-8ae8-e062348aee1c | 2025-06-19T09:43:57 | cloud | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|cloud|info| desc=Cloud container_escape in Alibaba by fitzgeraldoscar MITRE Technique: T1547.001 | {
"geo_location": "Gibraltar",
"device_hash": "ef95aaa3f5d444c6907accc2b93e02dbef3d0385267035be0207e670ccbed23c",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/6729-12-14 19:03:42 Firefox/3.6.14",
"session_id": "9a639ca7-675c-446a-b618-789074810826",
"risk_score": 48.43,
"confidence": 0.84
} | null | null | null | null | null | MITRE Technique: T1547.001 | Cloud container_escape in Alibaba by fitzgeraldoscar MITRE Technique: T1547.001 | container_escape | null | null | fitzgeraldoscar | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-7e37b4ec |
eb38184d-315c-46e2-9737-e064706c7514 | 2025-05-14T03:59:13 | network | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|critical| desc=Network beaconing from 11.171.128.231 to 10.30.190.109 No additional info | {
"geo_location": "China",
"device_hash": "38cfaab477f2c6e65163aa446d99e840935b3abc",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/5971-02-13 15:50:16 Firefox/3.8",
"session_id": "98090e35-58cc-46cb-84bb-3af94ef53132",
"risk_score": 42.18,
"confidence": 0.37
} | 11.171.128.231 | 10.30.190.109 | null | null | null | No additional info | Network beaconing from 11.171.128.231 to 10.30.190.109 No additional info | beaconing | 853,307 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
64937024-2fb4-43bb-a3ed-b9c3e9b2d2c9 | 2025-04-06T20:59:38 | cloud | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|info| desc=Cloud instance_creation in GCP by qedwards MITRE Technique: T1486 | {
"geo_location": "Montenegro",
"device_hash": "fe9e78678eedb472099620c8e452a930fa6d2e65",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_7_4; rv:1.9.4.20) Gecko/5449-09-17 05:42:55 Firefox/7.0",
"session_id": "dc7543d7-6ff0-42e1-b750-bdfd75eda21f",
"risk_score": 51.35,
"confidence": 0.67
} | null | null | null | null | null | MITRE Technique: T1486 | Cloud instance_creation in GCP by qedwards MITRE Technique: T1486 | instance_creation | null | null | qedwards | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-902e2ccf |
f5f8c0d3-3a72-4e39-bf1e-6630168792f0 | 2025-05-10T13:26:56 | firewall | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|low| desc=Firewall quarantine TCP traffic from 15.31.47.219:939 to 166.89.202.118:30841 No additional info | {
"geo_location": "Greece",
"device_hash": "c1b658e4ee2be4d94b393d7b48afa653",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/3221-05-29 07:22:09 Firefox/10.0",
"session_id": "a3bde1aa-1ea4-40c6-be4c-48606c008c88",
"risk_score": 50.58,
"confidence": 0.86
} | 15.31.47.219 | 166.89.202.118 | null | null | null | No additional info | Firewall quarantine TCP traffic from 15.31.47.219:939 to 166.89.202.118:30841 No additional info | quarantine | 479,380 | TCP | null | null | null | null | {
"baseline_deviation": 2.99,
"entropy": 5.49,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 939 | 30,841 | 1,169 | null | null | null | null | null | null | null |
e589dc03-6bd5-405d-8209-1ea19cfa46e6 | 2025-01-27T09:30:07 | auth | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|medium| desc=Auth bypass for tgarza via SAML from 10.200.251.107 MITRE Technique: T1053.005 noise=A5622ABD | {
"geo_location": "Brazil",
"device_hash": "b3ddf64d6037215b3417302dfd82368a",
"user_agent": "Opera/8.60.(Windows NT 6.1; eo-US) Presto/2.9.188 Version/10.00",
"session_id": "827597d5-3d2f-47ec-98e0-9b32ef3cc608",
"risk_score": 49.21,
"confidence": 0.04
} | 10.200.251.107 | null | null | null | null | MITRE Technique: T1053.005 | Auth bypass for tgarza via SAML from 10.200.251.107 MITRE Technique: T1053.005 | bypass | null | null | tgarza | null | null | null | null | null | null | null | null | null | null | SAML | 0b:fd:83:3b:f7:f0 | null | null | null | null | null |
ca2133c3-a096-4fa8-b4f5-77a7c70583f5 | 2023-11-21T23:23:11 | firewall | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|firewall|info| desc=Firewall drop DNS traffic from 132.214.221.111:313 to 73.33.229.226:611 MITRE Technique: T1110.003 | Associated Threat Actor: Wizard Spider | {
"geo_location": "Eritrea",
"device_hash": "996dae138b95cab7c309f3291deb40f2582815fab82404a02c3ca64d4e54da94",
"user_agent": "Opera/9.78.(Windows CE; byn-ER) Presto/2.9.163 Version/12.00",
"session_id": "b6b0412d-cbb4-42af-a044-5e34d72ef513",
"risk_score": 71.22,
"confidence": 0.68
} | 132.214.221.111 | 73.33.229.226 | null | null | null | MITRE Technique: T1110.003 | Associated Threat Actor: Wizard Spider | Firewall drop DNS traffic from 132.214.221.111:313 to 73.33.229.226:611 MITRE Technique: T1110.003 | Associated Threat Actor: Wizard Spider | drop | 629,041 | DNS | null | null | null | null | null | null | null | null | 313 | 611 | 3,467 | null | null | null | null | null | null | null |
ca6c7105-075d-439a-8d84-f750264dbdef | 2025-06-08T04:17:14 | endpoint | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|high| desc=Endpoint scheduled_task push by crystal48 No additional info | {
"geo_location": "Honduras",
"device_hash": "ddaa8d128ac00d2135586a49986e871cd35e764f16005e5c6feb8268803a71df",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/5.0)",
"session_id": "e7daadd7-35bb-4fab-9d55-f81f05b0c805",
"risk_score": 32.01,
"confidence": 0.19
} | null | null | null | null | null | No additional info | Endpoint scheduled_task push by crystal48 No additional info | scheduled_task | null | null | crystal48 | push | 7,786 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
108302b4-2d5c-4075-bc9a-b36a833da569 | 2025-04-16T20:37:32 | endpoint | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint file_access /you/billion.pages by tom90 MITRE Technique: T1547.001 | Associated Threat Actor: Cobalt Group | {
"geo_location": "Belgium",
"device_hash": "5829ff8130c4e446f12fe58889ed4905",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 10.0; Trident/4.1)",
"session_id": "d253e56b-4f72-4436-a73e-4199f9849f8e",
"risk_score": 100,
"confidence": 0.42
} | null | null | null | null | null | MITRE Technique: T1547.001 | Associated Threat Actor: Cobalt Group | Endpoint file_access /you/billion.pages by tom90 MITRE Technique: T1547.001 | Associated Threat Actor: Cobalt Group | file_access | null | null | tom90 | /you/billion.pages | 9,875 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
01d92c50-6adc-48a2-9212-0cac2ddcbfdf | 2025-03-02T12:16:26 | ids_alert | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ids_alert|high| desc=Vectra AI Alert: SQL Injection detected from 107.102.198.127 targeting 162.85.57.83 MITRE Technique: T1110.003 noise=main/categories/explore | {
"geo_location": "South Georgia and the South Sandwich Islands",
"device_hash": "f7e80b24d21ddabd7956133370ebbc0a",
"user_agent": "Mozilla/5.0 (Android 4.0.3; Mobile; rv:50.0) Gecko/50.0 Firefox/50.0",
"session_id": "eb8a0bc6-408f-4810-af8c-e55d69542eac",
"risk_score": 40.63,
"confidence": 0.88
} | 107.102.198.127 | 162.85.57.83 | SQL Injection | SIG-9021 | Recon | MITRE Technique: T1110.003 | Vectra AI Alert: SQL Injection detected from 107.102.198.127 targeting 162.85.57.83 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 |
96edca46-48de-4601-81da-a38c3d490166 | 2025-02-07T13:25:58 | network | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|low| desc=Network bandwidth_usage from 207.115.93.156 to 10.42.175.66 MITRE Technique: T1071.001 | {
"geo_location": "Croatia",
"device_hash": "41c9d76408a0fe532feb71d7f5acf02a956be1b43767747761ea3e41e547a10b",
"user_agent": "Mozilla/5.0 (Android 2.3.1; Mobile; rv:57.0) Gecko/57.0 Firefox/57.0",
"session_id": "f5646302-00fa-406b-b056-4c65b4511dde",
"risk_score": 30.93,
"confidence": 0
} | 207.115.93.156 | 10.42.175.66 | null | null | null | MITRE Technique: T1071.001 | Network bandwidth_usage from 207.115.93.156 to 10.42.175.66 MITRE Technique: T1071.001 | bandwidth_usage | 275,675 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2f7ca2b9-49a2-48bb-9fda-a4fc4debd456 | 2025-06-05T12:43:09 | auth | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|auth|medium| desc=Auth success for silvagary via MFA from 206.176.32.178 No additional info noise=category/blog | {
"geo_location": "Sweden",
"device_hash": "1e8e08ac779a282860f6ac685732b37146a8a4fa1af435c9ac7f6dfd84dea88d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.1; Trident/4.1)",
"session_id": "6b8bbacc-242b-44f5-a85f-368fdbe81de9",
"risk_score": 57.41,
"confidence": 0.02
} | 206.176.32.178 | null | null | null | null | No additional info | Auth success for silvagary via MFA from 206.176.32.178 No additional info | success | null | null | silvagary | null | null | null | null | null | null | null | null | null | null | MFA | 3a:22:f1:e2:ea:45 | null | null | null | null | null |
7ae1765a-b56b-4c0f-9133-af18ba3aae62 | 2025-04-14T15:21:31 | cloud | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|high| desc=Cloud lambda_execution in Alibaba by cabbott MITRE Technique: T1574.002 | {
"geo_location": "Switzerland",
"device_hash": "14d27fd8810d1647a7afd12d05f7532044d1da81244723c4f558102b8ee458ae",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; fil-PH) AppleWebKit/534.32.5 (KHTML, like Gecko) Version/3.0.5 Mobile/8B115 Safari/6534.32.5",
"session_id": "72e3fa87-fcd9-4873-9f51-16863b94b448",
"risk_score": 38.99,
"confidence": 0.54
} | null | null | null | null | null | MITRE Technique: T1574.002 | Cloud lambda_execution in Alibaba by cabbott MITRE Technique: T1574.002 | lambda_execution | null | null | cabbott | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-fd7870ab |
f48f5682-d9f0-4ecf-9149-4c6949b96c8b | 2025-02-10T04:12:17 | iot | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|high| desc=IoT device Thermostat protocol_violation No additional info | {
"geo_location": "Botswana",
"device_hash": "83d51e54ec47149e6f4d2f69e110916f96b638f2bca33a4d45a72a64a8b7d71c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.2; Trident/3.1)",
"session_id": "f53887d1-e9cd-4cd5-b869-f74793b115e5",
"risk_score": 28.99,
"confidence": 0
} | null | null | null | null | null | No additional info | IoT device Thermostat protocol_violation No additional info | protocol_violation | null | null | null | null | null | null | null | Thermostat | iot-f09dcf04 | 1.6 | null | null | null | null | null | null | null | null | null | null |
3a493d8c-d68d-497c-9787-fe47e5bd7f6c | 2025-01-22T12:34:24 | firewall | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|info| desc=Firewall log-only SMB traffic from 31.229.252.148:109 to 68.252.78.174:378 Geo anomaly: Impossible travel detected | {
"geo_location": "Belgium",
"device_hash": "6e1348d4eb9b20800f176f0d1a663df7fb18be0f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; Trident/5.1)",
"session_id": "639dfaf2-8c87-4bd2-8b17-eb5125d939ff",
"risk_score": 28.35,
"confidence": 0.44
} | 31.229.252.148 | 68.252.78.174 | null | null | null | Geo anomaly: Impossible travel detected | Firewall log-only SMB traffic from 31.229.252.148:109 to 68.252.78.174:378 Geo anomaly: Impossible travel detected | log-only | 644,261 | SMB | null | null | null | null | {
"baseline_deviation": 1.33,
"entropy": 5.92,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 109 | 378 | 2,937 | null | null | null | null | null | null | null |
5684b84f-7472-41de-beb8-5c46a8fdde4d | 2025-04-22T04:15:06 | network | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|network|low| desc=Network protocol_anomaly from 142.158.230.234 to 138.27.33.119 No additional info | {
"geo_location": "Antarctica (the territory South of 60 deg S)",
"device_hash": "a4caff1da2ca2e4e998df76e6243719b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.2; Trident/5.1)",
"session_id": "e0b200c4-4abd-4905-8d0a-8d896e38ed1d",
"risk_score": 51.12,
"confidence": 0
} | 142.158.230.234 | 138.27.33.119 | null | null | null | No additional info | Network protocol_anomaly from 142.158.230.234 to 138.27.33.119 No additional info | protocol_anomaly | 285,158 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ffef9090-0e66-400b-9c82-6690c7ca64a0 | 2025-06-07T04:36:09 | ai | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|info| desc=AI system adversarial_input by xjohnson MITRE Technique: T1218.011 | {
"geo_location": "Indonesia",
"device_hash": "74fbc6fa4f1c054c4db6003ca37442d12845f89e",
"user_agent": "Mozilla/5.0 (Windows; U; Windows CE) AppleWebKit/531.41.2 (KHTML, like Gecko) Version/4.0.5 Safari/531.41.2",
"session_id": "5206cb42-5e82-44d8-9a02-b51178c63bb2",
"risk_score": 54.24,
"confidence": 0.46
} | null | null | null | null | null | MITRE Technique: T1218.011 | AI system adversarial_input by xjohnson MITRE Technique: T1218.011 | adversarial_input | null | null | xjohnson | null | null | null | null | null | null | null | null | null | null | null | null | model-4dc97e36 | 80c225e614154da000376cf5a4b0205d4902d821 | 45a8aa3da9e809b7c3e6fadb31c9c27d9029ab4716b1c6d0fa10beb4d5e2aaf8 | null | null |
8b37aa9a-13bb-4a5d-858d-4494d1fa73d3 | 2025-06-29T08:03:32 | iot | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|low| desc=IoT device Sensor physical_tamper No additional info | {
"geo_location": "Bhutan",
"device_hash": "9ab383832d25d458f667981927232c0724c284e59dd669d551abad7693827b19",
"user_agent": "Mozilla/5.0 (Windows NT 5.2) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/30.0.856.0 Safari/532.1",
"session_id": "3725ef2a-0c32-497e-aae7-c25b406b2216",
"risk_score": 40.44,
"confidence": 0.13
} | null | null | null | null | null | No additional info | IoT device Sensor physical_tamper No additional info | physical_tamper | null | null | null | null | null | null | null | Sensor | iot-cd4b3aff | 3.0 | null | null | null | null | null | null | null | null | null | null |
ff2a819c-45e3-4528-987b-6348d9a49cc0 | 2025-04-03T17:30:34 | endpoint | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|medium| desc=Endpoint powershell_exec statement by rjohnson No additional info | {
"geo_location": "Kyrgyz Republic",
"device_hash": "fbffaf60239e44b6788594525a891246",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; bhb-IN) AppleWebKit/531.4.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B114 Safari/6531.4.2",
"session_id": "4d400dcf-37cf-44ed-ae80-129456119eb7",
"risk_score": 80.69,
"confidence": 0.79
} | null | null | null | null | null | No additional info | Endpoint powershell_exec statement by rjohnson No additional info | powershell_exec | null | null | rjohnson | statement | 7,618 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
51f31705-a4a0-49d8-80cd-0885a3018eb6 | 2025-03-19T02:22:19 | firewall | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|info| desc=Firewall log-only DNS traffic from 96.52.16.2:823 to 157.105.111.240:42 No additional info | {
"geo_location": "Cambodia",
"device_hash": "170b6f82565d76fbde370cf31451f68fd066ac81",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.1; Trident/4.0)",
"session_id": "996b0ed2-074b-4e66-ab9f-955f043ba4ad",
"risk_score": 73.02,
"confidence": 0.49
} | 96.52.16.2 | 157.105.111.240 | null | null | null | No additional info | Firewall log-only DNS traffic from 96.52.16.2:823 to 157.105.111.240:42 No additional info | log-only | 535,539 | DNS | null | null | null | null | null | null | null | null | 823 | 42 | 2,770 | null | null | null | null | null | null | null |
571302ec-a68d-402c-859e-23d82a3cda55 | 2025-05-05T15:51:11 | ids_alert | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|medium| desc=Zeek Alert: SQL Injection detected from 65.127.217.240 targeting N/A No additional info noise=alone|back|network | {
"geo_location": "Kyrgyz Republic",
"device_hash": "31464a48621869b6e30fa457e5da834275978d77",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_9_5 rv:2.0; hak-TW) AppleWebKit/534.42.7 (KHTML, like Gecko) Version/5.1 Safari/534.42.7",
"session_id": "4a49189d-0522-42de-94eb-e1ef434cdb63",
"risk_score": 57.74,
"confidence": 0.91
} | 65.127.217.240 | N/A | SQL Injection | SIG-3933 | Exploit | No additional info | Zeek Alert: SQL Injection detected from 65.127.217.240 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 |
8d726885-6d26-441c-9fdf-2c073063f4c9 | 2025-06-28T22:30:12 | endpoint | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|info| desc=Endpoint file_access health by hmoyer Unconventional IOC: TPM attestation failures | {
"geo_location": "United States Virgin Islands",
"device_hash": "efdd3a2cbf4c5110020c6250b58cd7fb6666d1dd",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 4.0) AppleWebKit/533.33.3 (KHTML, like Gecko) Version/5.1 Safari/533.33.3",
"session_id": "883f335b-c855-4b84-9138-0c9e7fa099a2",
"risk_score": 94.82,
"confidence": 0.81
} | null | null | null | null | null | Unconventional IOC: TPM attestation failures | Endpoint file_access health by hmoyer Unconventional IOC: TPM attestation failures | file_access | null | null | hmoyer | health | 3,423 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
773d7159-4564-4723-9a81-b55a99537cc2 | 2025-07-10T04:20:19 | auth | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|info| desc=Auth bypass for bflynn via MFA from 56.66.8.17 Associated Threat Actor: Leafminer noise=RmluYWxseS4= | {
"geo_location": "Andorra",
"device_hash": "ea7db007dc0bee53ad3ddb6ef46ad0d46174a92e",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_9_0 rv:5.0; cv-RU) AppleWebKit/533.46.1 (KHTML, like Gecko) Version/5.1 Safari/533.46.1",
"session_id": "958b757b-f2af-46cd-8e6d-81a6a1e36423",
"risk_score": 68.59,
"confidence": 0.01
} | 56.66.8.17 | null | null | null | null | Associated Threat Actor: Leafminer | Auth bypass for bflynn via MFA from 56.66.8.17 Associated Threat Actor: Leafminer | bypass | null | null | bflynn | null | null | null | null | null | null | null | null | null | null | MFA | 12:95:2d:88:c0:32 | null | null | null | null | null |
e372a6e2-ed40-4d73-80a1-2050c546af12 | 2025-06-07T15:07:56 | ai | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|high| desc=AI system membership_inference by bryanallen No additional info | {
"geo_location": "Serbia",
"device_hash": "bb8353b6c6233faa7ab755203b1848c6",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 12_4_8 like Mac OS X) AppleWebKit/531.0 (KHTML, like Gecko) FxiOS/9.1g6946.0 Mobile/14U405 Safari/531.0",
"session_id": "43662c3e-2603-409d-b1d7-4ef168eb7497",
"risk_score": 61.05,
"confidence": 0.95
} | null | null | null | null | null | No additional info | AI system membership_inference by bryanallen No additional info | membership_inference | null | null | bryanallen | null | null | null | null | null | null | null | null | null | null | null | null | model-6cc0958b | dbb88d36c7bd37c6457faffe0fe1c625 | 26caf9b554b82323b00b59949a289a17ecfe4958 | null | null |
a9d3e643-7670-49fe-812e-22570ad76bca | 2025-04-18T06:33:11 | network | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|info| desc=Network data_exfiltration from 29.183.51.92 to 171.99.84.63 No additional info | {
"geo_location": "Romania",
"device_hash": "6436502141cc18a03ff45d59cc19ab8d",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_12_7 rv:5.0; sk-SK) AppleWebKit/532.39.4 (KHTML, like Gecko) Version/4.0.1 Safari/532.39.4",
"session_id": "eac98b23-6fc9-48da-a5ff-a1dbd4a48105",
"risk_score": 47.75,
"confidence": 0.14
} | 29.183.51.92 | 171.99.84.63 | null | null | null | No additional info | Network data_exfiltration from 29.183.51.92 to 171.99.84.63 No additional info | data_exfiltration | 739,670 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
68ac4669-01da-408e-b93b-cff1178e0288 | 2025-06-26T23:21:36 | firewall | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|firewall|medium| desc=Firewall allow HTTPS traffic from 10.219.165.137:593 to 159.40.191.111:433 MITRE Technique: T1078.004 | {
"geo_location": "Pakistan",
"device_hash": "6a55373c4556ebb4c473621d8954ff46f6e0cf4fedf4c08c3daa791fa88a639d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.2; Trident/3.1)",
"session_id": "5c8af2b3-69ca-45e3-9dab-5ad820058253",
"risk_score": 55.34,
"confidence": 0.59
} | 10.219.165.137 | 159.40.191.111 | null | null | null | MITRE Technique: T1078.004 | Firewall allow HTTPS traffic from 10.219.165.137:593 to 159.40.191.111:433 MITRE Technique: T1078.004 | allow | 453,250 | HTTPS | null | null | null | null | {
"baseline_deviation": 1.87,
"entropy": 6.48,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 593 | 433 | 2,852 | null | null | null | null | null | null | null |
f2137b1c-04c1-414b-826d-12a7ff3e7b7b | 2025-03-07T19:40:54 | endpoint | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|info| desc=Endpoint driver_load prevent by michael98 No additional info | {
"geo_location": "Philippines",
"device_hash": "01213acf887943edba5c5800f1354794",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; km-KH) AppleWebKit/531.25.6 (KHTML, like Gecko) Version/4.0.5 Mobile/8B117 Safari/6531.25.6",
"session_id": "2fc14d1b-0cef-4870-a002-48d395694112",
"risk_score": 61.36,
"confidence": 0.8
} | null | null | null | null | null | No additional info | Endpoint driver_load prevent by michael98 No additional info | driver_load | null | null | michael98 | prevent | 7,518 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
eaa6d907-ad23-4ae1-8a01-cd8ec06b93e0 | 2025-05-01T16:44:28 | endpoint | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|info| desc=Endpoint powershell_exec /must/avoid.avi by jeffreyjones No additional info | {
"geo_location": "British Indian Ocean Territory (Chagos Archipelago)",
"device_hash": "154cdac2ffc809cd6c2285fbeac5e22afdd890d7f526763211943a2a8f1df210",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 4_3_5 like Mac OS X) AppleWebKit/531.1 (KHTML, like Gecko) FxiOS/10.8g0243.0 Mobile/18I520 Safari/531.1",
"session_id": "2c4cf8db-3279-46cf-b810-65990b2118db",
"risk_score": 53.95,
"confidence": 0.07
} | null | null | null | null | null | No additional info | Endpoint powershell_exec /must/avoid.avi by jeffreyjones No additional info | powershell_exec | null | null | jeffreyjones | /must/avoid.avi | 3,907 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6d51b7c9-3616-4302-aec7-f5670d32bc23 | 2025-04-04T17:59:44 | network | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|critical| desc=Network beaconing from 78.13.70.180 to 156.154.211.56 No additional info | {
"geo_location": "Nigeria",
"device_hash": "473ee3f9eb49405623aeee9562ace707",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 95; Trident/4.0)",
"session_id": "e7911b21-0c63-4e43-889e-40d918b9caf6",
"risk_score": 74.06,
"confidence": 0.28
} | 78.13.70.180 | 156.154.211.56 | null | null | null | No additional info | Network beaconing from 78.13.70.180 to 156.154.211.56 No additional info | beaconing | 407,961 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
65d2eba6-5e2d-4b81-807d-77801ee764a9 | 2025-02-04T16:30:18 | ids_alert | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|low| desc=AlienVault Alert: Fileless Attack detected from 223.157.48.254 targeting 155.40.4.133 No additional info | {
"geo_location": "French Southern Territories",
"device_hash": "6aaca0b6da24a25ab94059646db5a674",
"user_agent": "Opera/8.47.(Windows NT 10.0; ta-IN) Presto/2.9.187 Version/10.00",
"session_id": "4a8bbe67-a311-40da-9f12-dfe208e0dc66",
"risk_score": 34.51,
"confidence": 0.31
} | 223.157.48.254 | 155.40.4.133 | Fileless Attack | SIG-1797 | Recon | No additional info | AlienVault Alert: Fileless Attack detected from 223.157.48.254 targeting 155.40.4.133 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3972fa57-f518-4e76-a0f7-7bfbe33965c9 | 2025-04-07T05:51:21 | auth | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|low| desc=Auth timeout for grayjodi via key from 192.131.141.252 MITRE Technique: T1059.001 | Associated Threat Actor: FIN7 | {
"geo_location": "Somalia",
"device_hash": "24cba2ff89c598c32b1d7d044ef05dae",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; tk-TM) AppleWebKit/531.33.6 (KHTML, like Gecko) Version/4.0.5 Mobile/8B116 Safari/6531.33.6",
"session_id": "9020deaf-522c-435b-a333-bd432dae931e",
"risk_score": 26.54,
"confidence": 0.4
} | 192.131.141.252 | null | null | null | null | MITRE Technique: T1059.001 | Associated Threat Actor: FIN7 | Auth timeout for grayjodi via key from 192.131.141.252 MITRE Technique: T1059.001 | Associated Threat Actor: FIN7 | timeout | null | null | grayjodi | null | null | null | null | null | null | null | null | null | null | key | fc:64:fb:dc:70:34 | null | null | null | null | null |
5ef623bf-f7ec-41ea-bf7f-6c45c0b80d6d | 2025-06-01T07:31:15 | auth | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|low| desc=Auth success for lopezbrenda via OAuth from 204.141.237.112 No additional info | {
"geo_location": "Samoa",
"device_hash": "c60c85294ac7e13eb99fc0669a7b5136b18327b12514653fa90d511d9df23a61",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/6300-09-25 18:17:44 Firefox/3.8",
"session_id": "6ca33547-54e2-4a9f-8347-997432797724",
"risk_score": 31.47,
"confidence": 0.11
} | 204.141.237.112 | null | null | null | null | No additional info | Auth success for lopezbrenda via OAuth from 204.141.237.112 No additional info | success | null | null | lopezbrenda | null | null | null | null | null | null | null | null | null | null | OAuth | c8:a4:08:31:4d:26 | null | null | null | null | null |
c2cf4031-4716-4697-9ce5-6f1377b90db0 | 2025-01-18T00:39:52 | auth | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|high| desc=Auth success for james00 via MFA from 165.233.93.41 MITRE Technique: T1059.001 | {
"geo_location": "Palau",
"device_hash": "4bcd9e7e19011ab2768b8675d1e450ba038d7fdb99f31f050e6a1ce47c43a892",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows CE; Trident/3.0)",
"session_id": "06c39ef9-fbad-494e-85ed-2245d2ee5ff8",
"risk_score": 45.15,
"confidence": 0.61
} | 165.233.93.41 | null | null | null | null | MITRE Technique: T1059.001 | Auth success for james00 via MFA from 165.233.93.41 MITRE Technique: T1059.001 | success | null | null | james00 | null | null | null | null | null | null | null | null | null | null | MFA | 94:03:be:9e:90:3d | null | null | null | null | null |
9675be9f-1e6d-4ae7-b8b4-3f6d1dd9999d | 2025-04-07T23:13:21 | cloud | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|cloud|medium| desc=Cloud api_abuse in OCI by paulmartinez Associated Threat Actor: DarkSide | {
"geo_location": "Tuvalu",
"device_hash": "fd336e9f820941446cbe4608906949ff4d061890",
"user_agent": "Opera/8.44.(X11; Linux i686; lv-LV) Presto/2.9.188 Version/10.00",
"session_id": "15638ee0-ca35-4886-9a91-b073b5174b97",
"risk_score": 47.07,
"confidence": 0.42
} | null | null | null | null | null | Associated Threat Actor: DarkSide | Cloud api_abuse in OCI by paulmartinez Associated Threat Actor: DarkSide | api_abuse | null | null | paulmartinez | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-8ae4cb4d |
e0b333a3-1e95-4cae-9182-88ea82e827da | 2025-02-14T03:09:32 | ai | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|high| desc=AI system model_inversion by debbie39 No additional info | {
"geo_location": "Philippines",
"device_hash": "2f58cd757cf49b4a578c427858884f70",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 10.0; Trident/4.1)",
"session_id": "9389c721-e627-4745-929c-89a001ecd42b",
"risk_score": 31.67,
"confidence": 0.97
} | null | null | null | null | null | No additional info | AI system model_inversion by debbie39 No additional info | model_inversion | null | null | debbie39 | null | null | null | null | null | null | null | null | null | null | null | null | model-f5dba513 | 7c5f3c731eb864fb669d23301fd2f445731fa3d7 | f22dff00dd6ddcbf649733827dc3c087b61727f3 | null | null |
f4dafb8d-cd19-4c3d-9417-d97de9fce6a1 | 2025-01-20T09:17:35 | ids_alert | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|critical| desc=QRadar Alert: ICS Attack detected from 146.32.134.148 targeting 71.134.63.18 MITRE Technique: T1566.001 noise=material|church|again | {
"geo_location": "French Polynesia",
"device_hash": "afb1dd29deaef00df024154c13465b1d5c6cc947",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_6_9) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/54.0.839.0 Safari/531.0",
"session_id": "14eb9e19-ce16-467b-ac31-6a101e167f42",
"risk_score": 48.63,
"confidence": 0.66
} | 146.32.134.148 | 71.134.63.18 | ICS Attack | SIG-5243 | Malware | MITRE Technique: T1566.001 | QRadar Alert: ICS Attack detected from 146.32.134.148 targeting 71.134.63.18 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 |
cdf67b1d-d933-44ff-a049-737cceabd687 | 2025-05-02T20:26:38 | cloud | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|medium| desc=Cloud instance_creation in Azure by fsmith MITRE Technique: T1190 | {
"geo_location": "Micronesia",
"device_hash": "cf4d12bffbe6fc2165b50eb27712c39e803c6d706020df1b7e26f6651c70c0b2",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/31.0.806.0 Safari/532.1",
"session_id": "83257c71-77cf-457b-b9e3-1577835fbfa3",
"risk_score": 89.42,
"confidence": 0.02
} | null | null | null | null | null | MITRE Technique: T1190 | Cloud instance_creation in Azure by fsmith MITRE Technique: T1190 | instance_creation | null | null | fsmith | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-8be616bd |
15203bc3-a6fe-487a-bc0a-1dd8f32b167d | 2027-01-30T20:26:44 | endpoint | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|info| desc=Endpoint process_start /effort/whether.json by todd67 No additional info | {
"geo_location": "Korea",
"device_hash": "dc3a74a09bbe5e58e3008ed0a0e2c2e4",
"user_agent": "Mozilla/5.0 (Windows 95) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/18.0.871.0 Safari/534.1",
"session_id": "87ccf39e-e256-4d68-8bae-d2d465715329",
"risk_score": 89.28,
"confidence": 0.4
} | null | null | null | null | null | No additional info | Endpoint process_start /effort/whether.json by todd67 No additional info | process_start | null | null | todd67 | /effort/whether.json | 3,305 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6e43a211-37cf-41ca-aa94-ff89d637e2f3 | 2025-06-29T16:59:33 | firewall | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|low| desc=Firewall inspect SSH traffic from 143.192.152.196:694 to 158.24.17.76:511 No additional info | {
"geo_location": "Bosnia and Herzegovina",
"device_hash": "7335ee19e92b076f9cc0c934575bf6815d825256f36bf7e2e11fc8684bc0283a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 95; Trident/4.0)",
"session_id": "d2543b6b-89c5-4e50-96e9-47c1dbae1be2",
"risk_score": 80.28,
"confidence": 0.54
} | 143.192.152.196 | 158.24.17.76 | null | null | null | No additional info | Firewall inspect SSH traffic from 143.192.152.196:694 to 158.24.17.76:511 No additional info | inspect | 924,443 | SSH | null | null | null | null | null | null | null | null | 694 | 511 | 2,196 | null | null | null | null | null | null | null |
eb046f7b-e9c4-42c2-bdf6-8d114c9ae039 | 2025-06-25T09:16:53 | ai | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|info| desc=AI system membership_inference by gprice Associated Threat Actor: APT38 | {
"geo_location": "Uruguay",
"device_hash": "81210f7e2fd92d1fb555d2c55f260138b85aa6f254fa1334e4b4dc4c753f110b",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 4.0) AppleWebKit/534.48.2 (KHTML, like Gecko) Version/5.1 Safari/534.48.2",
"session_id": "e31d09a3-15a9-45ea-b4bf-94dbf7e6ab81",
"risk_score": 45.01,
"confidence": 0.93
} | null | null | null | null | null | Associated Threat Actor: APT38 | AI system membership_inference by gprice Associated Threat Actor: APT38 | membership_inference | null | null | gprice | null | null | null | null | null | null | null | null | null | null | null | null | model-6a7abbd9 | f8334db8aedcc02eac764b7a54e7dbee | 6fcf185f7bc6b96cce21c012ab860502b43d5fb3074361aaedfb683f43fa21c4 | null | null |
243a65e7-0001-4a57-a2d1-e0476c995c0e | 2028-09-28T09:59:10 | firewall | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|info| desc=Firewall inspect NTP traffic from 10.248.210.50:49959 to 82.48.47.114:3545 MITRE Technique: T1543.003 | {
"geo_location": "French Guiana",
"device_hash": "55cb64eb332c2fc16880906eb9357ced482eeb2b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.0; Trident/4.0)",
"session_id": "18f5f3bc-8e0b-4333-a0f9-86c74ef0f19c",
"risk_score": 68.12,
"confidence": 0.91
} | 10.248.210.50 | 82.48.47.114 | null | null | null | MITRE Technique: T1543.003 | Firewall inspect NTP traffic from 10.248.210.50:49959 to 82.48.47.114:3545 MITRE Technique: T1543.003 | inspect | 547,536 | NTP | null | null | null | null | null | null | null | null | 49,959 | 3,545 | 2,031 | null | null | null | null | null | null | null |
5eb5933d-6aed-4413-90d6-08e2b95a19e0 | 2025-02-05T21:36:14 | endpoint | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|low| desc=Endpoint process_stop /should/strong.mp4 by angelalong MITRE Technique: T1486 | {
"geo_location": "Namibia",
"device_hash": "5f972337a059370b1e4491aa32588621",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 16_7_6 like Mac OS X) AppleWebKit/536.0 (KHTML, like Gecko) CriOS/55.0.891.0 Mobile/44T732 Safari/536.0",
"session_id": "f4fd14f6-f033-4114-839f-439ca0bbc9d3",
"risk_score": 43.1,
"confidence": 0.28
} | null | null | null | null | null | MITRE Technique: T1486 | Endpoint process_stop /should/strong.mp4 by angelalong MITRE Technique: T1486 | process_stop | null | null | angelalong | /should/strong.mp4 | 383 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7c0e7363-f93e-4dcd-91b0-a545c4d8d89b | 2025-02-21T02:57:06 | iot | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|high| desc=IoT device Thermostat firmware_update MITRE Technique: T1078.004 | Associated Threat Actor: Lazarus Group | {
"geo_location": "Turkey",
"device_hash": "8351d0a52f6c24163e0081220eaa8bd9",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/22.0.887.0 Safari/531.1",
"session_id": "f0177af7-c7a8-4123-a8b2-f625ac9225f0",
"risk_score": 52.09,
"confidence": 0.38
} | null | null | null | null | null | MITRE Technique: T1078.004 | Associated Threat Actor: Lazarus Group | IoT device Thermostat firmware_update MITRE Technique: T1078.004 | Associated Threat Actor: Lazarus Group | firmware_update | null | null | null | null | null | null | null | Thermostat | iot-b5555766 | 9.0 | null | null | null | null | null | null | null | null | null | null |
b069d1a5-f082-4d52-83ee-c666a0e32f8e | 2025-02-18T09:50:39 | auth | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|high| desc=Auth bypass for lorizhang via SAML from 144.228.188.24 MITRE Technique: T1543.003 | {
"geo_location": "Saint Kitts and Nevis",
"device_hash": "eb0a6143785479a95dd96a1f06a8792244d067207cfdb6d723f4d846f6856e67",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; tg-TJ) AppleWebKit/533.50.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B118 Safari/6533.50.2",
"session_id": "c01990b3-a686-49b0-94cc-8255e9eef5fb",
"risk_score": 41.08,
"confidence": 0.17
} | 144.228.188.24 | null | null | null | null | MITRE Technique: T1543.003 | Auth bypass for lorizhang via SAML from 144.228.188.24 MITRE Technique: T1543.003 | bypass | null | null | lorizhang | null | null | null | null | null | null | null | null | null | null | SAML | 80:b2:f3:9a:e8:6a | null | null | null | null | null |
88561372-15f2-47ed-8514-5e6a407a2b59 | 2025-06-28T08:16:53 | cloud | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|critical| desc=Cloud storage_access in AWS by fitzgeraldtimothy MITRE Technique: T1204.002 | {
"geo_location": "United States of America",
"device_hash": "3b93a9129da267d5154072c37dc7989257e453197f832476b01172b6a256f264",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; bn-BD) AppleWebKit/535.42.3 (KHTML, like Gecko) Version/4.0.5 Mobile/8B111 Safari/6535.42.3",
"session_id": "48b50a6b-5fed-45cd-901f-aea203bdf2ff",
"risk_score": 47.66,
"confidence": 0.54
} | null | null | null | null | null | MITRE Technique: T1204.002 | Cloud storage_access in AWS by fitzgeraldtimothy MITRE Technique: T1204.002 | storage_access | null | null | fitzgeraldtimothy | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-54b61d6e |
20ee01e6-b776-4457-b84b-bfb3f9949951 | 2025-01-31T10:24:11 | network | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|info| desc=Network connection from 56.208.164.82 to 76.255.177.224 No additional info | {
"geo_location": "Western Sahara",
"device_hash": "914296efcf4e0aa91fd988f8ad30f46a8c7a0381",
"user_agent": "Mozilla/5.0 (Windows NT 5.2) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/46.0.881.0 Safari/531.2",
"session_id": "758215c7-d1e3-4a9e-a5dc-cc56571c952b",
"risk_score": 85.17,
"confidence": 0.63
} | 56.208.164.82 | 76.255.177.224 | null | null | null | No additional info | Network connection from 56.208.164.82 to 76.255.177.224 No additional info | connection | 175,933 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
508f9d43-f2e6-4daa-b684-3d258de3e793 | 2025-03-15T02:47:35 | endpoint | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|info| desc=Endpoint persistence_mechanism /speak/issue.pdf by marydaniels Associated Threat Actor: Scattered Spider | {
"geo_location": "Guernsey",
"device_hash": "3b2a4dbb972483a159495f9db65043c23356c5f9c1d92a943dbd0ad9f28af2f3",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 95; Trident/3.1)",
"session_id": "5e96d078-f9da-4bec-926d-051dfb833a76",
"risk_score": 48.97,
"confidence": 0.45
} | null | null | null | null | null | Associated Threat Actor: Scattered Spider | Endpoint persistence_mechanism /speak/issue.pdf by marydaniels Associated Threat Actor: Scattered Spider | persistence_mechanism | null | null | marydaniels | /speak/issue.pdf | 8,528 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7180899d-6fdb-4137-bd6f-37bdbf725ed4 | 2025-03-05T02:27:05 | cloud | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|critical| desc=Cloud shadow_it in AWS by tylerrodney No additional info | {
"geo_location": "Bahamas",
"device_hash": "9d3d7b128994a14ece8022ccf4b4e15c6559cf83",
"user_agent": "Mozilla/5.0 (Windows NT 5.2) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/56.0.851.0 Safari/532.1",
"session_id": "1a73cad2-33f3-4a0d-a94a-5cb3c55b0ebd",
"risk_score": 35.27,
"confidence": 0.07
} | null | null | null | null | null | No additional info | Cloud shadow_it in AWS by tylerrodney No additional info | shadow_it | null | null | tylerrodney | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-9d1c25ec |
bfe19b2c-3e20-45cb-a429-3f337dd2725b | 2025-07-09T06:22:25 | ids_alert | AlienVault v5.7.0 | emergency | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|emergency| desc=AlienVault Alert: Living-off-the-Land detected from 135.133.13.140 targeting 5.28.152.55 No additional info | {
"geo_location": "Kazakhstan",
"device_hash": "33a7e4a15041b80a8643554058b811853bb71d0c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 4.0; Trident/5.0)",
"session_id": "83d97628-624c-4e7a-bcc3-3a319474537c",
"risk_score": 60.33,
"confidence": 0.41
} | 135.133.13.140 | 5.28.152.55 | Living-off-the-Land | SIG-1547 | Policy | No additional info | AlienVault Alert: Living-off-the-Land detected from 135.133.13.140 targeting 5.28.152.55 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2a05ccf0-f936-4fc1-8047-fd97211ae733 | 2025-04-18T16:06:03 | auth | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|high| desc=Auth failed for bryanprice via biometric from 61.51.23.209 No additional info | {
"geo_location": "Tunisia",
"device_hash": "266cdb0d851bbe3f3f2935616292a44e8181f83d38b16a565da891e7d934225c",
"user_agent": "Opera/9.78.(Windows 95; quz-PE) Presto/2.9.165 Version/11.00",
"session_id": "45159a74-5ff7-45e7-b1cb-c949c472241f",
"risk_score": 25.34,
"confidence": 0.98
} | 61.51.23.209 | null | null | null | null | No additional info | Auth failed for bryanprice via biometric from 61.51.23.209 No additional info | failed | null | null | bryanprice | null | null | null | null | null | null | null | null | null | null | biometric | 26:5f:33:85:1c:e6 | null | null | null | null | null |
921af569-69fb-45eb-9663-35ee624425ff | 2025-04-02T04:55:08 | ai | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|high| desc=AI system fine_tuning by sgutierrez MITRE Technique: T1110.003 | {
"geo_location": "Belarus",
"device_hash": "3fb05b5442917f803ac8c501790bb8f4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.0; Trident/3.0)",
"session_id": "2807ca5a-89c8-4c71-a822-0e2018a95082",
"risk_score": 82.38,
"confidence": 0.61
} | null | null | null | null | null | MITRE Technique: T1110.003 | AI system fine_tuning by sgutierrez MITRE Technique: T1110.003 | fine_tuning | null | null | sgutierrez | null | null | null | null | null | null | null | null | null | null | null | null | model-cee7c44e | 3d6aa863d82dfc28e44c468079bd5677ebb32ae9 | 5860b4a9186d06e6a5665a6ed33e5a710314feeb | null | null |
a5a3e940-c5af-4a16-a448-de89f5d28257 | 2025-05-25T15:10:16 | ids_alert | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|low| desc=Suricata Alert: Living-off-the-Land detected from 84.102.229.96 targeting N/A No additional info | {
"geo_location": "Ireland",
"device_hash": "a97ba3d44f960d7c9859f20b726132ee731d9fb5",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_5_6) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/27.0.833.0 Safari/536.1",
"session_id": "7ba0ce19-c87c-4a73-bf7e-3b06ce72ca28",
"risk_score": 61.01,
"confidence": 0.49
} | 84.102.229.96 | N/A | Living-off-the-Land | SIG-6812 | Evasion | No additional info | Suricata Alert: Living-off-the-Land detected from 84.102.229.96 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 |
65ae881f-64b9-4e8a-8278-d6d2005411b3 | 2025-06-01T14:26:43 | ai | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|critical| desc=AI system model_access by savila MITRE Technique: T1059.001 | {
"geo_location": "Kiribati",
"device_hash": "2b4a2d2671c326bac8868cca8d2f3643",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_3 rv:3.0; raj-IN) AppleWebKit/533.23.2 (KHTML, like Gecko) Version/5.0.4 Safari/533.23.2",
"session_id": "d5fa449d-fbe7-4598-9694-024a90f3dbcc",
"risk_score": 29.17,
"confidence": 0.76
} | null | null | null | null | null | MITRE Technique: T1059.001 | AI system model_access by savila MITRE Technique: T1059.001 | model_access | null | null | savila | null | null | null | null | null | null | null | null | null | null | null | null | model-ae0c1491 | de661341ed97a00e2ee007f62583c5e5 | f9a646e5b35c24e0ca7c6338b381b6f0 | null | null |
4df6d056-ef33-4660-a225-62128976a41b | 2025-05-06T06:29:32 | cloud | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|low| desc=Cloud lambda_execution in Alibaba by john79 Associated Threat Actor: APT38 | Unconventional IOC: Power consumption spikes | {
"geo_location": "India",
"device_hash": "645afdd203a426b63f4d9e8ca5efc3d739ca0ceea040fcb5ecba2050cca1a40e",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 14_2_1 like Mac OS X) AppleWebKit/532.2 (KHTML, like Gecko) CriOS/44.0.821.0 Mobile/70Y767 Safari/532.2",
"session_id": "b36c26f1-8a16-409b-a06b-74dd018e6370",
"risk_score": 68.98,
"confidence": 0.51
} | null | null | null | null | null | Associated Threat Actor: APT38 | Unconventional IOC: Power consumption spikes | Cloud lambda_execution in Alibaba by john79 Associated Threat Actor: APT38 | Unconventional IOC: Power consumption spikes | lambda_execution | null | null | john79 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-d18cfd1c |
30e2dbe8-5b5c-4620-8974-9fe50f63b137 | 2025-06-13T02:32:04 | iot | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|critical| desc=IoT device Medical side_channel No additional info noise=main/app | {
"geo_location": "Niger",
"device_hash": "770c446ba54b62ad2d6df3e04b22b743cda74e41",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Trident/5.1)",
"session_id": "b5bbd2c4-aafa-47fe-a51a-f6586147cb0d",
"risk_score": 33.2,
"confidence": 0.6
} | null | null | null | null | null | No additional info | IoT device Medical side_channel No additional info | side_channel | null | null | null | null | null | null | null | Medical | iot-f0701765 | 3.0 | null | null | null | null | null | null | null | null | null | null |
55b95d15-7eed-4d6e-89aa-5eba9e084504 | 2025-02-24T07:26:34 | network | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|info| desc=Network latency_spike from 44.21.32.141 to 13.169.92.254 No additional info | {
"geo_location": "Senegal",
"device_hash": "e3ba71044545b88b62e3783dbab7ad8f19287fff",
"user_agent": "Opera/9.90.(X11; Linux i686; crh-UA) Presto/2.9.165 Version/11.00",
"session_id": "433bccbf-a840-4b93-8bd3-1f3ed4448b1c",
"risk_score": 67.67,
"confidence": 0.15
} | 44.21.32.141 | 13.169.92.254 | null | null | null | No additional info | Network latency_spike from 44.21.32.141 to 13.169.92.254 No additional info | latency_spike | 603,546 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d09ce289-20cd-486f-b9af-6126bb271ed4 | 2025-02-24T18:25:53 | endpoint | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint registry_change front by sheenathomas MITRE Technique: T1574.002 | {
"geo_location": "Niger",
"device_hash": "288ac44bad149eba24c160e445cf298baf54b7c4",
"user_agent": "Opera/8.22.(Windows NT 5.0; tt-RU) Presto/2.9.167 Version/12.00",
"session_id": "24b1c786-61bd-41bd-b6bd-267045a8cea2",
"risk_score": 33.05,
"confidence": 0.14
} | null | null | null | null | null | MITRE Technique: T1574.002 | Endpoint registry_change front by sheenathomas MITRE Technique: T1574.002 | registry_change | null | null | sheenathomas | front | 4,990 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
68171286-d90e-4edb-beb9-62f7729122e7 | 2025-04-21T10:06:02 | ai | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|high| desc=AI system fine_tuning by davidvillegas No additional info | {
"geo_location": "Pakistan",
"device_hash": "59a8d68bb641834c5ac64fad6c3ccb137901492e",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 95) AppleWebKit/533.30.6 (KHTML, like Gecko) Version/4.0 Safari/533.30.6",
"session_id": "8fbc4b13-b72f-4d92-a996-b39c168af3ff",
"risk_score": 100,
"confidence": 0.62
} | null | null | null | null | null | No additional info | AI system fine_tuning by davidvillegas No additional info | fine_tuning | null | null | davidvillegas | null | null | null | null | null | null | null | null | null | null | null | null | model-57517db6 | 9f51b47e81ed98f78721e15300bdf86b | 95cf6924a1c26fe01f7aab3571d54da5 | null | null |
c72bcfbc-5c28-4df9-82b0-a2fb13fda707 | 2025-05-10T13:48:41 | ids_alert | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|low| desc=CrowdStrike Alert: DDoS detected from 37.23.96.42 targeting 194.221.26.76 No additional info noise=TGVzcyBjdXAu | {
"geo_location": "Bhutan",
"device_hash": "aed9b83769f36bfb042b34919686070d3cbe2382",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; mt-MT) AppleWebKit/531.14.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B111 Safari/6531.14.2",
"session_id": "cfc90780-815c-4ca4-81e5-904aea0f8f60",
"risk_score": 14.9,
"confidence": 0.3
} | 37.23.96.42 | 194.221.26.76 | DDoS | SIG-2195 | Recon | No additional info | CrowdStrike Alert: DDoS detected from 37.23.96.42 targeting 194.221.26.76 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0f8ea7c0-443a-4f6b-94c0-3e58da07c4c2 | 2025-04-07T20:13:14 | cloud | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|cloud|critical| desc=Cloud crypto_mining in Alibaba by juliagonzales No additional info | {
"geo_location": "Kenya",
"device_hash": "f401eecb1adf0fc9ddafb3d2d8e54d544b310b426ee227d9b5594113cbcc0983",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 12_4_8 like Mac OS X) AppleWebKit/534.0 (KHTML, like Gecko) FxiOS/9.2l6885.0 Mobile/28D900 Safari/534.0",
"session_id": "be9708b5-a483-4618-8b35-3337898f4e25",
"risk_score": 58.47,
"confidence": 0.5
} | null | null | null | null | null | No additional info | Cloud crypto_mining in Alibaba by juliagonzales No additional info | crypto_mining | null | null | juliagonzales | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-a176a199 |
f136f256-4e13-49c0-b1b2-8b65987e70e0 | 2025-03-05T11:08:36 | auth | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|medium| desc=Auth locked for jbarber via password from 72.18.137.69 No additional info | {
"geo_location": "United States Minor Outlying Islands",
"device_hash": "92c4213ff9198c97d80ab4fa695f3b00",
"user_agent": "Opera/9.32.(Windows NT 11.0; sid-ET) Presto/2.9.182 Version/11.00",
"session_id": "01cec7c2-e030-4fc7-bc5a-596da790e8fc",
"risk_score": 19.46,
"confidence": 0.8
} | 72.18.137.69 | null | null | null | null | No additional info | Auth locked for jbarber via password from 72.18.137.69 No additional info | locked | null | null | jbarber | null | null | null | null | null | null | null | null | null | null | password | 35:e3:3c:f5:1c:1e | null | null | null | null | null |
9b54a9de-5f48-4db5-8b70-4ea7569bcb0a | 2025-03-24T23:34:16 | network | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|low| desc=Network protocol_anomaly from 96.155.78.190 to 88.117.190.64 No additional info | {
"geo_location": "United Kingdom",
"device_hash": "1913975b75363c4a8cc9c4d9bed96fed",
"user_agent": "Opera/9.29.(X11; Linux x86_64; kl-GL) Presto/2.9.185 Version/10.00",
"session_id": "0b62ede3-3475-47e5-abaa-8758f9830cd8",
"risk_score": 49.76,
"confidence": 0.86
} | 96.155.78.190 | 88.117.190.64 | null | null | null | No additional info | Network protocol_anomaly from 96.155.78.190 to 88.117.190.64 No additional info | protocol_anomaly | 526,411 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a61d480a-45b3-4f54-b572-7fe8b05c2c5f | 2025-04-03T11:44:32 | firewall | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|low| desc=Firewall inspect HTTP traffic from 52.27.143.1:322 to 121.127.25.60:205 No additional info | {
"geo_location": "Cameroon",
"device_hash": "f272d343bdd817c29713656101dd77d3a32938e0243ee5a40391350bb7f70f63",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/35.0.824.0 Safari/536.0",
"session_id": "ddf52606-385e-46d2-b6eb-304e44de7fa9",
"risk_score": 51.99,
"confidence": 0.4
} | 52.27.143.1 | 121.127.25.60 | null | null | null | No additional info | Firewall inspect HTTP traffic from 52.27.143.1:322 to 121.127.25.60:205 No additional info | inspect | 418,212 | HTTP | null | null | null | null | {
"baseline_deviation": 2.7,
"entropy": 7.68,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 322 | 205 | 2,864 | null | null | null | null | null | null | null |
26fa69c8-9f38-435b-af51-f956d485a02a | 2025-05-15T22:32:09 | iot | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|medium| desc=IoT device HVAC command_injection No additional info | {
"geo_location": "Tokelau",
"device_hash": "b7dbb160bd90e6dceeaf67ba9db4e0d28b16c60df005fe70fec79ad66940449e",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_8_1 rv:5.0; he-IL) AppleWebKit/533.3.7 (KHTML, like Gecko) Version/5.1 Safari/533.3.7",
"session_id": "9007bdf0-1675-4f67-9e23-6fdbd3716011",
"risk_score": 18.52,
"confidence": 0.6
} | null | null | null | null | null | No additional info | IoT device HVAC command_injection No additional info | command_injection | null | null | null | null | null | null | null | HVAC | iot-b3e85c19 | 2.8 | null | null | null | null | null | null | null | null | null | null |
a0dc3a48-c4b2-43b7-b12d-12b59ad02149 | 2025-04-09T02:54:20 | iot | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|low| desc=IoT device Camera physical_tamper Unconventional IOC: CPU microcode changes | {
"geo_location": "United States of America",
"device_hash": "f46073f87e6e93cb6d047358a747f59c94623202",
"user_agent": "Mozilla/5.0 (Linux; Android 3.2.6) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/20.0.811.0 Safari/534.0",
"session_id": "4a57146b-4d7f-48b2-a540-11240c062359",
"risk_score": 62.97,
"confidence": 0.77
} | null | null | null | null | null | Unconventional IOC: CPU microcode changes | IoT device Camera physical_tamper Unconventional IOC: CPU microcode changes | physical_tamper | null | null | null | null | null | null | null | Camera | iot-dc4b39b6 | 10.1 | null | null | null | null | null | null | null | null | null | null |
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