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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
8404b640-8cf0-47fc-8952-5948f0a68097 | 2025-01-23T16:15:37 | cloud | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud permission_escalation in Alibaba by warrenanthony No additional info noise=categories/list | {
"geo_location": "Belgium",
"device_hash": "e6a126f584ad27db96620c9538bf6091",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_10_5 rv:2.0; gez-ER) AppleWebKit/535.49.5 (KHTML, like Gecko) Version/5.1 Safari/535.49.5",
"session_id": "daa744ae-d45a-4b54-a295-262a1e849b14",
"risk_score": 63.74,
"confidence": 0.46
} | null | null | null | null | null | No additional info | Cloud permission_escalation in Alibaba by warrenanthony No additional info | permission_escalation | null | null | warrenanthony | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-11a27322 |
1acffc3c-f989-4c35-b10b-218577fbd13f | 2025-02-03T22:56:53 | cloud | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|cloud|medium| desc=Cloud container_escape in Azure by nicholas86 No additional info | {
"geo_location": "Austria",
"device_hash": "3c2b6d5f3881d3c5297c6193177c63d7c4c54974843a9f4d31c60ff4db830e4d",
"user_agent": "Opera/9.95.(Windows NT 5.0; ts-ZA) Presto/2.9.190 Version/11.00",
"session_id": "621f03bb-d101-4e11-897f-d1c7f3b7d1c8",
"risk_score": 48.26,
"confidence": 0.27
} | null | null | null | null | null | No additional info | Cloud container_escape in Azure by nicholas86 No additional info | container_escape | null | null | nicholas86 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-dc96959d |
ac32e4cb-3deb-429b-b2a0-e79df0375363 | 2025-07-10T18:41:41 | auth | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|medium| desc=Auth bypass for abennett via biometric from 191.145.92.196 MITRE Technique: T1566.001 | {
"geo_location": "Albania",
"device_hash": "bc3f224c97a7f2dd1addd184c21f5e51d6a5c5ec",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 95; Trident/5.1)",
"session_id": "7be86bad-a0b7-49b9-99a7-3172d99e158a",
"risk_score": 45.01,
"confidence": 0.15
} | 191.145.92.196 | null | null | null | null | MITRE Technique: T1566.001 | Auth bypass for abennett via biometric from 191.145.92.196 MITRE Technique: T1566.001 | bypass | null | null | abennett | null | null | null | null | null | null | null | null | null | null | biometric | 34:fc:bf:6f:5b:6c | null | null | null | null | null |
e716f37c-16a3-4c1d-b5a1-1cdaab387121 | 2025-05-12T10:42:09 | auth | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|low| desc=Auth success for allencrystal via biometric from 221.241.178.117 No additional info | {
"geo_location": "Liberia",
"device_hash": "6ee8f40bb35b19cc66ec6f11fb79e912bbf5ccf7c9d7eb76de6e284ca6c108dc",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 95) AppleWebKit/533.29.1 (KHTML, like Gecko) Version/4.1 Safari/533.29.1",
"session_id": "b349e8a0-e57c-4920-b791-9d7f93638688",
"risk_score": 69.3,
"confidence": 0.48
} | 221.241.178.117 | null | null | null | null | No additional info | Auth success for allencrystal via biometric from 221.241.178.117 No additional info | success | null | null | allencrystal | null | null | null | null | null | null | null | null | null | null | biometric | e9:e8:5a:21:be:8e | null | null | null | null | null |
84bcb4b5-482c-4d8b-93da-f1c2a46660d1 | 2025-05-21T03:24:55 | ai | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|medium| desc=AI system model_inversion by deborahsmith No additional info | {
"geo_location": "Lao People's Democratic Republic",
"device_hash": "f916249893a0f15b6cdc9724fbb7e6a2f3bf946d",
"user_agent": "Mozilla/5.0 (Windows 95) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/25.0.860.0 Safari/531.1",
"session_id": "380f1735-92c6-4988-96b1-f1ea21cfe215",
"risk_score": 30.9,
"confidence": 0.36
} | null | null | null | null | null | No additional info | AI system model_inversion by deborahsmith No additional info | model_inversion | null | null | deborahsmith | null | null | null | null | null | null | null | null | null | null | null | null | model-0267ca1c | 7e9ae56afa530830ed20859b7c0acbbc | 47135de70f7a48ab6432abff55245ea55da78f56 | null | null |
797e7824-68ac-4bfb-8801-353245af7338 | 2025-06-05T16:33:36 | ids_alert | Trellix v10.7.0 | emergency | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|emergency| desc=Trellix Alert: Domain Fronting detected from 149.112.21.14 targeting N/A No additional info noise=category | {
"geo_location": "Bosnia and Herzegovina",
"device_hash": "81c75204f1ad596d8c61f8f3a3f77187",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_11_7 rv:3.0; tl-PH) AppleWebKit/535.21.6 (KHTML, like Gecko) Version/4.0 Safari/535.21.6",
"session_id": "2315987c-dc28-4bc1-b3e2-f938d906ed1c",
"risk_score": 48.87,
"confidence": 0.73
} | 149.112.21.14 | N/A | Domain Fronting | SIG-7204 | Exploit | No additional info | Trellix Alert: Domain Fronting detected from 149.112.21.14 targeting N/A No additional info | null | null | null | null | null | null | null | {
"baseline_deviation": 2,
"entropy": 5.16,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
96c702ea-6544-4d18-9038-af5eaf082212 | 2025-04-19T21:44:23 | firewall | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|medium| desc=Firewall drop SMB traffic from 172.81.248.151:562 to 144.92.215.7:570 No additional info | {
"geo_location": "Suriname",
"device_hash": "08a94b93ac766551182a8b3e51e36a44",
"user_agent": "Mozilla/5.0 (Windows 95; sl-SI; rv:1.9.1.20) Gecko/7466-09-16 12:03:21 Firefox/7.0",
"session_id": "0b353908-8c89-4e54-8976-24cff9a853a3",
"risk_score": 73.77,
"confidence": 0.86
} | 172.81.248.151 | 144.92.215.7 | null | null | null | No additional info | Firewall drop SMB traffic from 172.81.248.151:562 to 144.92.215.7:570 No additional info | drop | 858,452 | SMB | null | null | null | null | null | null | null | null | 562 | 570 | 174 | null | null | null | null | null | null | null |
164e46b6-0150-4f01-8107-1e727a9bd877 | 2025-03-06T00:14:47 | ai | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|low| desc=AI system membership_inference by bellis Associated Threat Actor: Kimsuky | {
"geo_location": "Cambodia",
"device_hash": "f2224a32028d303859acec6976712afa995f039124c5085410985386cb3df8b9",
"user_agent": "Mozilla/5.0 (Android 2.3.3; Mobile; rv:19.0) Gecko/19.0 Firefox/19.0",
"session_id": "33aff712-4bb9-4199-8d40-d430955f5b81",
"risk_score": 48.77,
"confidence": 0.55
} | null | null | null | null | null | Associated Threat Actor: Kimsuky | AI system membership_inference by bellis Associated Threat Actor: Kimsuky | membership_inference | null | null | bellis | null | null | null | null | null | null | null | null | null | null | null | null | model-1c0ec175 | af8db68d12eebf3b5cf9e59b37cc4454 | 700a298293fc68d855974ff456d5f0acd58065d6 | null | null |
6b042aad-6ad3-433d-a554-367af97973ff | 2025-02-02T10:54:43 | endpoint | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint wmi_exec one by courtneyhenderson No additional info | {
"geo_location": "Jersey",
"device_hash": "160c0be26a1104c6679039fc701c2bc1507c13cb",
"user_agent": "Mozilla/5.0 (Android 4.4.2; Mobile; rv:20.0) Gecko/20.0 Firefox/20.0",
"session_id": "18edfec9-2564-42ba-9b03-014cf923abfa",
"risk_score": 24.79,
"confidence": 0.32
} | null | null | null | null | null | No additional info | Endpoint wmi_exec one by courtneyhenderson No additional info | wmi_exec | null | null | courtneyhenderson | one | 4,712 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f2de5283-2002-4d7f-9b14-b2f31030a737 | 2025-02-03T08:36:01 | iot | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|high| desc=IoT device Camera firmware_update No additional info noise=5D1C8D51 | {
"geo_location": "Albania",
"device_hash": "286130c37adad8bc238c6b0d4220b0ddc3d423d6ca559e567073ee6fec84ae16",
"user_agent": "Mozilla/5.0 (Windows 98; gl-ES; rv:1.9.0.20) Gecko/4751-04-11 21:54:04 Firefox/11.0",
"session_id": "b4e21e9b-2c9b-43dc-a538-2141fc342969",
"risk_score": 42.83,
"confidence": 0.3
} | null | null | null | null | null | No additional info | IoT device Camera firmware_update No additional info | firmware_update | null | null | null | null | null | null | null | Camera | iot-9aa89edb | 3.5 | null | null | null | null | null | null | null | null | null | null |
113cd32c-68d6-4100-b809-0c650e15ee1d | 2025-03-29T13:54:27 | iot | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|info| desc=IoT device Camera battery_drain No additional info | {
"geo_location": "Timor-Leste",
"device_hash": "43560bbcc166415171463fc39bcf5bfd",
"user_agent": "Opera/9.13.(X11; Linux x86_64; ce-RU) Presto/2.9.163 Version/12.00",
"session_id": "d02fe4c5-9312-414c-969e-1acb57d887ed",
"risk_score": 64.5,
"confidence": 0.01
} | null | null | null | null | null | No additional info | IoT device Camera battery_drain No additional info | battery_drain | null | null | null | null | null | null | null | Camera | iot-ad29ad6a | 9.0 | null | null | null | null | null | null | null | null | null | null |
b600b41c-8031-401e-88f7-7b43117dcec6 | 2025-03-04T18:21:19 | cloud | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|cloud|high| desc=Cloud lambda_execution in OCI by pbecker No additional info | {
"geo_location": "Bermuda",
"device_hash": "d279b9dc3c5195de7936b384abda0b642834328e77d701059a02d56a33f323aa",
"user_agent": "Mozilla/5.0 (Windows 95) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/36.0.896.0 Safari/532.2",
"session_id": "4c3c023e-0d79-45c1-ba4a-819cca9958bb",
"risk_score": 21.34,
"confidence": 0.53
} | null | null | null | null | null | No additional info | Cloud lambda_execution in OCI by pbecker No additional info | lambda_execution | null | null | pbecker | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-635a329e |
12b8c99d-15f2-4d9c-be62-ce32d43d840c | 2025-02-24T20:29:59 | endpoint | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|medium| desc=Endpoint file_access /film/Democrat.flac by garciajustin No additional info | {
"geo_location": "Saint Barthelemy",
"device_hash": "c8db829f1e9870f8bb7a3eb6f657c1d0",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 10.0) AppleWebKit/535.27.6 (KHTML, like Gecko) Version/5.0.5 Safari/535.27.6",
"session_id": "8ca4b311-d459-4ca4-a0ff-9dcf8a8ec7fc",
"risk_score": 78.11,
"confidence": 0.84
} | null | null | null | null | null | No additional info | Endpoint file_access /film/Democrat.flac by garciajustin No additional info | file_access | null | null | garciajustin | /film/Democrat.flac | 9,970 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d397dcf6-727c-4816-9a20-15877bc703dd | 2025-04-22T20:06:54 | ids_alert | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|medium| desc=CrowdStrike Alert: Credential Stuffing detected from 182.223.191.122 targeting N/A No additional info | {
"geo_location": "Kyrgyz Republic",
"device_hash": "5e7dbc6fe6293c59ca003ee5abf0032d66911700",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.1; Trident/5.1)",
"session_id": "b5eea2e8-e62f-4a37-8850-9c2e02b8b5b7",
"risk_score": 60.8,
"confidence": 0.86
} | 182.223.191.122 | N/A | Credential Stuffing | SIG-1993 | Recon | No additional info | CrowdStrike Alert: Credential Stuffing detected from 182.223.191.122 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 |
a6481839-f75a-492e-a777-fa0436463cf5 | 2025-03-02T00:49:16 | iot | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC battery_drain MITRE Technique: T1486 | {
"geo_location": "Honduras",
"device_hash": "9fae883d7fdbee9af3fa232c06bf97500a786deabd1d8d9caf1b8245386a6717",
"user_agent": "Mozilla/5.0 (Windows CE) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/23.0.822.0 Safari/532.1",
"session_id": "81585344-02e1-4968-80f2-8886573f494e",
"risk_score": 54.07,
"confidence": 0.18
} | null | null | null | null | null | MITRE Technique: T1486 | IoT device HVAC battery_drain MITRE Technique: T1486 | battery_drain | null | null | null | null | null | null | null | HVAC | iot-d61101f5 | 4.9 | null | null | null | null | null | null | null | null | null | null |
bd8f7957-7fbb-44fa-aaea-bc3ec3419bfe | 2025-03-11T21:42:13 | cloud | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|high| desc=Cloud storage_access in Azure by jason81 MITRE Technique: T1574.002 | {
"geo_location": "Iran",
"device_hash": "ad0da0e680c81a45e458ea687563ffdc47d72fa6bb2ece21745030103843ec7d",
"user_agent": "Mozilla/5.0 (Windows NT 6.0; te-IN; rv:1.9.0.20) Gecko/8905-11-29 18:26:45 Firefox/3.8",
"session_id": "ed429487-bef3-4da0-9db1-823f386cbd57",
"risk_score": 55.93,
"confidence": 0.29
} | null | null | null | null | null | MITRE Technique: T1574.002 | Cloud storage_access in Azure by jason81 MITRE Technique: T1574.002 | storage_access | null | null | jason81 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-b43b73d5 |
4e09e0c0-0b33-4676-972f-dab45da66e47 | 2025-03-10T23:24:34 | auth | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|info| desc=Auth bypass for xrubio via OAuth from 10.103.199.132 No additional info | {
"geo_location": "Zimbabwe",
"device_hash": "095c9c4fa31c283c639c17c51f8f21e6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.1; Trident/4.0)",
"session_id": "335aacee-62d9-4e24-bda2-c25815c7a96c",
"risk_score": 19.05,
"confidence": 0.59
} | 10.103.199.132 | null | null | null | null | No additional info | Auth bypass for xrubio via OAuth from 10.103.199.132 No additional info | bypass | null | null | xrubio | null | null | null | null | null | null | null | null | null | null | OAuth | 0a:be:67:a1:ff:2e | null | null | null | null | null |
1757088f-b07d-4ac5-b096-28a76dfc5b8f | 2025-04-04T17:01:37 | network | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|critical| desc=Network disconnection from 163.111.107.21 to 63.33.223.1 No additional info | {
"geo_location": "Paraguay",
"device_hash": "63882cfa40ad3fe25e53562cb9293931dc7b13c87598804c931af97077e237fd",
"user_agent": "Opera/9.86.(X11; Linux x86_64; szl-PL) Presto/2.9.162 Version/12.00",
"session_id": "16520e18-1c6e-4101-a435-100e2c14700c",
"risk_score": 12.96,
"confidence": 0.97
} | 163.111.107.21 | 63.33.223.1 | null | null | null | No additional info | Network disconnection from 163.111.107.21 to 63.33.223.1 No additional info | disconnection | 422,395 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e06dcda4-ceee-4805-b312-5c4f586de1ec | 2025-03-20T11:50:59 | firewall | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|info| desc=Firewall deny HTTP traffic from 51.35.54.108:524 to 10.93.14.41:783 No additional info | {
"geo_location": "Croatia",
"device_hash": "c181b5ea195089aec7b6a98db0e75c43008a4169",
"user_agent": "Opera/8.68.(Windows 98; kn-IN) Presto/2.9.182 Version/11.00",
"session_id": "74b31572-414f-4afa-8fa5-d43e5a9fd070",
"risk_score": 90.98,
"confidence": 0.42
} | 51.35.54.108 | 10.93.14.41 | null | null | null | No additional info | Firewall deny HTTP traffic from 51.35.54.108:524 to 10.93.14.41:783 No additional info | deny | 905,543 | HTTP | null | null | null | null | null | null | null | null | 524 | 783 | 3 | null | null | null | null | null | null | null |
183ca0e0-a59e-4746-8a68-57387fd347a6 | 2025-06-03T04:19:16 | ids_alert | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ids_alert|medium| desc=OSSEC Alert: Credential Stuffing detected from 94.119.23.202 targeting 73.8.166.153 No additional info | {
"geo_location": "Iran",
"device_hash": "17749d6d7036e2bfba88106cfc362a85",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_0) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/24.0.824.0 Safari/533.1",
"session_id": "03e66497-e535-4106-9758-fe2cfca11f39",
"risk_score": 42.24,
"confidence": 0.17
} | 94.119.23.202 | 73.8.166.153 | Credential Stuffing | SIG-9006 | Evasion | No additional info | OSSEC Alert: Credential Stuffing detected from 94.119.23.202 targeting 73.8.166.153 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ad637abb-e540-4d9a-a363-7f6f651fff48 | 2025-06-18T09:52:18 | ids_alert | CrowdStrike v6.45.0 | emergency | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|emergency| desc=CrowdStrike Alert: Brute Force detected from 58.36.246.70 targeting 10.221.212.80 No additional info noise=song|type|suddenly | {
"geo_location": "Congo",
"device_hash": "37216ac6cd4e3bb369f98a1da9108cfd",
"user_agent": "Opera/9.87.(X11; Linux x86_64; sa-IN) Presto/2.9.188 Version/11.00",
"session_id": "f5fde0a1-f2ca-4362-9cdc-1a9b2ab4347b",
"risk_score": 74.99,
"confidence": 0.13
} | 58.36.246.70 | 10.221.212.80 | Brute Force | SIG-9310 | Recon | No additional info | CrowdStrike Alert: Brute Force detected from 58.36.246.70 targeting 10.221.212.80 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
473caf3e-eef7-439d-95cd-b348a6b08b0d | 2025-02-03T21:05:53 | endpoint | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint driver_load education by ashleykristin No additional info | {
"geo_location": "Yemen",
"device_hash": "547ec3403e8bba9eb3be0774d5f8c7259dd02c38",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows CE; Trident/5.1)",
"session_id": "4c7a16e3-661e-47d0-b505-0b400411b199",
"risk_score": 51.27,
"confidence": 0.48
} | null | null | null | null | null | No additional info | Endpoint driver_load education by ashleykristin No additional info | driver_load | null | null | ashleykristin | education | 1,102 | powershell.exe | {
"baseline_deviation": 0.53,
"entropy": 3.65,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
f927e65e-316f-47a0-b8de-5063526ccf24 | 2025-02-27T18:00:43 | ids_alert | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|low| desc=LogRhythm Alert: ICS Attack detected from 165.84.47.127 targeting N/A MITRE Technique: T1059.001 | Unconventional IOC: Thermal sensor anomalies | {
"geo_location": "Cuba",
"device_hash": "16bd6cd9083b47cd79b553f63960337410030468ce3b1c03d05801c581450ae7",
"user_agent": "Opera/8.62.(X11; Linux i686; sk-SK) Presto/2.9.190 Version/12.00",
"session_id": "15f7539d-92e3-457f-a551-b8c21430f699",
"risk_score": 45.87,
"confidence": 0.5
} | 165.84.47.127 | N/A | ICS Attack | SIG-6869 | Exploit | MITRE Technique: T1059.001 | Unconventional IOC: Thermal sensor anomalies | LogRhythm Alert: ICS Attack detected from 165.84.47.127 targeting N/A MITRE Technique: T1059.001 | Unconventional IOC: Thermal sensor anomalies | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b1c98a04-80b6-42f1-aab7-125d0016b327 | 2025-04-29T05:33:06 | cloud | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|info| desc=Cloud shadow_it in GCP by ulawson No additional info | {
"geo_location": "South Georgia and the South Sandwich Islands",
"device_hash": "1260090b685bd2236ce35f9ccf988dc3910e9bbadb68fc668ab24cca8c082e55",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 10_3_4 like Mac OS X) AppleWebKit/533.1 (KHTML, like Gecko) FxiOS/18.9e3349.0 Mobile/10X962 Safari/533.1",
"session_id": "6bfffe74-d819-469c-a343-2ba3a67f3799",
"risk_score": 35.24,
"confidence": 0.14
} | null | null | null | null | null | No additional info | Cloud shadow_it in GCP by ulawson No additional info | shadow_it | null | null | ulawson | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-25aeea6c |
bbb5f1f8-1f96-47c8-add2-69c3f0fa3dda | 2025-05-18T08:06:53 | endpoint | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint registry_change involve by sparsons No additional info | {
"geo_location": "Mali",
"device_hash": "89277fe061a14cf83a260b32c277ad2a9e441eeeeef2153b472e0e065acb3ec8",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_8 rv:4.0; mg-MG) AppleWebKit/533.1.5 (KHTML, like Gecko) Version/5.0.3 Safari/533.1.5",
"session_id": "e4747e14-09b2-4ac8-af77-26207515ebf9",
"risk_score": 30.75,
"confidence": 0.01
} | null | null | null | null | null | No additional info | Endpoint registry_change involve by sparsons No additional info | registry_change | null | null | sparsons | involve | 8,409 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
619260ea-ad73-4140-a413-d88aa4bda04a | 2025-01-22T18:32:56 | cloud | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|low| desc=Cloud crypto_mining in OCI by hcarter No additional info | {
"geo_location": "Nauru",
"device_hash": "f4c3223e36b1e795d23bea777175d604bbba1cd05086c03f766f9c2a7f15eca5",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; ka-GE) AppleWebKit/534.28.6 (KHTML, like Gecko) Version/4.0.5 Mobile/8B119 Safari/6534.28.6",
"session_id": "58af02f0-7dbe-434c-966e-a9deb933fa22",
"risk_score": 40.31,
"confidence": 0.8
} | null | null | null | null | null | No additional info | Cloud crypto_mining in OCI by hcarter No additional info | crypto_mining | null | null | hcarter | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-edb7d4c5 |
d3942527-ac38-4b4e-ba8b-23a14bfdc7e5 | 2025-06-15T15:22:27 | ai | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|high| desc=AI system adversarial_input by yhill No additional info | {
"geo_location": "French Southern Territories",
"device_hash": "264bde26ca3dd9d453616d4547175a6b",
"user_agent": "Mozilla/5.0 (Windows NT 6.2) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/50.0.800.0 Safari/533.2",
"session_id": "21c1be32-a1c8-4a2b-826e-b098a83848a5",
"risk_score": 25.47,
"confidence": 0.04
} | null | null | null | null | null | No additional info | AI system adversarial_input by yhill No additional info | adversarial_input | null | null | yhill | null | null | null | null | null | null | null | null | null | null | null | null | model-e4ab54f0 | 413b8a6a73f35fb5d412e5d26415afa23457b835 | 8c5f787aaa659d96f28c4b6f80ee5a88d11f7407 | null | null |
feb61e29-8bc8-49db-aedf-5962b2d3f994 | 2025-03-26T06:50:51 | ids_alert | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ids_alert|low| desc=Elastic SIEM Alert: Zero-Day Exploit detected from 42.243.59.59 targeting 172.53.150.255 No additional info | {
"geo_location": "Bahrain",
"device_hash": "689449ba5cd7f6e07e95941921d96427efff34d4",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 13_5_1 like Mac OS X) AppleWebKit/532.1 (KHTML, like Gecko) FxiOS/10.3u7810.0 Mobile/80L932 Safari/532.1",
"session_id": "31111e92-8880-4d1d-90b6-f7117cd3792b",
"risk_score": 82.87,
"confidence": 0.25
} | 42.243.59.59 | 172.53.150.255 | Zero-Day Exploit | SIG-2831 | Recon | No additional info | Elastic SIEM Alert: Zero-Day Exploit detected from 42.243.59.59 targeting 172.53.150.255 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
24fd520a-4cc8-4608-b2bd-1027894b80ec | 2025-01-17T23:30:26 | ai | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|info| desc=AI system membership_inference by williamsfrederick No additional info | {
"geo_location": "Djibouti",
"device_hash": "d8abea68460293480b8098491925dd3e9bb8fb84bcaf24aeaee33de1bef2e514",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; ss-ZA) AppleWebKit/533.50.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B117 Safari/6533.50.1",
"session_id": "710d3c58-5e0c-43d0-819c-007d9e067b6e",
"risk_score": 54.98,
"confidence": 0.38
} | null | null | null | null | null | No additional info | AI system membership_inference by williamsfrederick No additional info | membership_inference | null | null | williamsfrederick | null | null | null | null | null | null | null | null | null | null | null | null | model-9ffa0181 | 67664b783ecf9fc9d0bea91ea0544c53 | 21fb4457e95cd6e3f68f6adf35540574a4ac3b7d | null | null |
896ef0ae-e58c-47cc-8610-4b84d980736e | 2025-02-08T13:04:36 | network | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|info| desc=Network disconnection from 112.203.172.150 to 206.172.159.58 MITRE Technique: T1059.005 | {
"geo_location": "Reunion",
"device_hash": "38c1893b40e3402c162df10643773ff8",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.2; Trident/3.0)",
"session_id": "3ad61ee3-f942-449d-a86f-14a1dec1b650",
"risk_score": 56.25,
"confidence": 0.11
} | 112.203.172.150 | 206.172.159.58 | null | null | null | MITRE Technique: T1059.005 | Network disconnection from 112.203.172.150 to 206.172.159.58 MITRE Technique: T1059.005 | disconnection | 588,409 | HTTP | null | null | null | null | {
"baseline_deviation": 1.26,
"entropy": 3.85,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
da885f6c-946d-4a0c-8beb-457fd3f96670 | 2025-05-06T23:00:45 | network | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|info| desc=Network covert_channel from 208.78.208.253 to 45.153.108.12 No additional info | {
"geo_location": "Gambia",
"device_hash": "39ac309287265abc2a2b694ed973046c49771823",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 14_2 like Mac OS X) AppleWebKit/536.2 (KHTML, like Gecko) FxiOS/12.5a5964.0 Mobile/84Y836 Safari/536.2",
"session_id": "5b48fd7a-7115-47c3-9704-036e8f17ac2f",
"risk_score": 27.21,
"confidence": 0.13
} | 208.78.208.253 | 45.153.108.12 | null | null | null | No additional info | Network covert_channel from 208.78.208.253 to 45.153.108.12 No additional info | covert_channel | 667,264 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4d9987bb-de7c-47f4-9303-d0ef8f4f0050 | 2025-03-06T09:38:16 | network | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|info| desc=Network disconnection from 53.225.194.182 to 40.4.106.152 MITRE Technique: T1547.001 noise=QXZvaWQu | {
"geo_location": "Nigeria",
"device_hash": "a56e7c6b37d1879d2dfbd7ec86ea6052",
"user_agent": "Opera/9.45.(X11; Linux x86_64; bho-IN) Presto/2.9.188 Version/10.00",
"session_id": "f54d5299-9920-4639-a05f-9edf64be59fd",
"risk_score": 61.8,
"confidence": 0.32
} | 53.225.194.182 | 40.4.106.152 | null | null | null | MITRE Technique: T1547.001 | Network disconnection from 53.225.194.182 to 40.4.106.152 MITRE Technique: T1547.001 | disconnection | 53,067 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
64e67e06-50bb-43b0-8d4e-9ad32db391b9 | 2025-03-17T00:10:01 | iot | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|high| desc=IoT device Thermostat command_injection No additional info | {
"geo_location": "Nepal",
"device_hash": "bbc40c50c5e3e5033409c3cfc202dab3",
"user_agent": "Opera/8.88.(X11; Linux x86_64; ne-NP) Presto/2.9.169 Version/10.00",
"session_id": "77ed62d3-8baa-4969-b8cb-0355269e6992",
"risk_score": 43.35,
"confidence": 0.86
} | null | null | null | null | null | No additional info | IoT device Thermostat command_injection No additional info | command_injection | null | null | null | null | null | null | null | Thermostat | iot-bff6e919 | 8.8 | null | null | null | null | null | null | null | null | null | null |
402f614f-62f7-4e21-ab7a-d78391b1f435 | 2025-04-03T13:37:22 | ai | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|critical| desc=AI system fine_tuning by mathew85 No additional info | {
"geo_location": "Samoa",
"device_hash": "e61b0ec368083d8a3b12ef3e848ae5ef",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 10_3_4 like Mac OS X) AppleWebKit/532.1 (KHTML, like Gecko) CriOS/55.0.854.0 Mobile/96Z163 Safari/532.1",
"session_id": "3738f143-4713-4477-94da-e2ffb96d6a57",
"risk_score": 12.3,
"confidence": 0.86
} | null | null | null | null | null | No additional info | AI system fine_tuning by mathew85 No additional info | fine_tuning | null | null | mathew85 | null | null | null | null | null | null | null | null | null | null | null | null | model-90b290ab | 326a5dabe938baf85a8ea95c56786a36 | b876ac5e6e92697e3fcaaa8bd88020fe | null | null |
e4d1b86a-7ca8-4de8-bacc-6a374bedcef8 | 2025-03-08T11:12:39 | cloud | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|cloud|medium| desc=Cloud storage_access in AWS by stevenbrooks MITRE Technique: T1190 | {
"geo_location": "Aruba",
"device_hash": "399a5df3b23119ec8195a4e8cd625187c54895eb34ef9a95f95211eb60908841",
"user_agent": "Mozilla/5.0 (Linux; Android 2.3.4) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/46.0.830.0 Safari/533.2",
"session_id": "d87a006d-de6a-43ad-b8d9-ec86319af744",
"risk_score": 54.36,
"confidence": 0.7
} | null | null | null | null | null | MITRE Technique: T1190 | Cloud storage_access in AWS by stevenbrooks MITRE Technique: T1190 | storage_access | null | null | stevenbrooks | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-cd15e54f |
a5ddf9c1-1359-4bc0-9514-df9b18118dcc | 2025-05-03T01:04:23 | firewall | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|low| desc=Firewall quarantine ICMP traffic from 144.37.231.178:131 to 1.55.80.74:480 No additional info | {
"geo_location": "Honduras",
"device_hash": "a7e77f2e4ea9c0e46a2fc7f751c119d6",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_12_9) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/49.0.845.0 Safari/536.2",
"session_id": "2fb37745-2392-4a3d-b91f-183433bb087c",
"risk_score": 63.01,
"confidence": 0.89
} | 144.37.231.178 | 1.55.80.74 | null | null | null | No additional info | Firewall quarantine ICMP traffic from 144.37.231.178:131 to 1.55.80.74:480 No additional info | quarantine | 452,384 | ICMP | null | null | null | null | null | null | null | null | 131 | 480 | 1,590 | null | null | null | null | null | null | null |
c50e0404-5fc8-45cc-89ed-55c417d6165e | 2025-05-15T12:09:24 | iot | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|critical| desc=IoT device HVAC unusual_activity No additional info noise=4DBB0ED8 | {
"geo_location": "Malaysia",
"device_hash": "f4d0dae9637f99f75f76a32aedd79e8286ad3274e5e93203604a547bc77370cd",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Win 9x 4.90; Trident/5.1)",
"session_id": "70232777-7f59-4b14-a713-d5a40e71fd67",
"risk_score": 48.85,
"confidence": 0.55
} | null | null | null | null | null | No additional info | IoT device HVAC unusual_activity No additional info | unusual_activity | null | null | null | null | null | null | null | HVAC | iot-a1260bd9 | 2.0 | null | null | null | null | null | null | null | null | null | null |
6e08fbb9-b371-4f5c-ae78-bd216c59a130 | 2025-01-16T18:16:41 | network | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|high| desc=Network protocol_anomaly from 171.228.138.80 to 136.15.31.216 MITRE Technique: T1053.005 noise=CAA8047F | {
"geo_location": "Equatorial Guinea",
"device_hash": "5afc8875ed52d0a5893eb37e302c08eec9c69355",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 13_7 like Mac OS X) AppleWebKit/534.2 (KHTML, like Gecko) FxiOS/18.1w4852.0 Mobile/06R281 Safari/534.2",
"session_id": "9506a802-b1b8-4e58-9784-c8ed57c895c5",
"risk_score": 37.62,
"confidence": 0.32
} | 171.228.138.80 | 136.15.31.216 | null | null | null | MITRE Technique: T1053.005 | Network protocol_anomaly from 171.228.138.80 to 136.15.31.216 MITRE Technique: T1053.005 | protocol_anomaly | 715,052 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
45cc92e7-7324-483e-ab96-ccca0a99f08d | 2025-01-14T20:04:28 | ids_alert | Trellix v10.7.0 | emergency | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|emergency| desc=Trellix Alert: Zero-Day Exploit detected from 196.204.109.134 targeting N/A Associated Threat Actor: Leafminer | {
"geo_location": "Brunei Darussalam",
"device_hash": "6ee4f922dc007c1bd593d33afd9ea354",
"user_agent": "Mozilla/5.0 (Android 2.2; Mobile; rv:54.0) Gecko/54.0 Firefox/54.0",
"session_id": "9b310468-3c48-4d8f-b3b2-472666d31f87",
"risk_score": 81.84,
"confidence": 0.03
} | 196.204.109.134 | N/A | Zero-Day Exploit | SIG-5106 | Evasion | Associated Threat Actor: Leafminer | Trellix Alert: Zero-Day Exploit detected from 196.204.109.134 targeting N/A Associated Threat Actor: Leafminer | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
453d335b-dd73-4621-8ecd-9141f901096f | 2025-03-21T06:11:42 | auth | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|low| desc=Auth success for zkelley via biometric from 218.146.98.160 No additional info | {
"geo_location": "Bulgaria",
"device_hash": "05e968f75dae2bfc135a87b58a87b320001c2bf9",
"user_agent": "Opera/8.94.(X11; Linux i686; fy-NL) Presto/2.9.176 Version/12.00",
"session_id": "f65b6c2a-1cd4-4d50-8d4b-841ee7be53f0",
"risk_score": 28.02,
"confidence": 0.11
} | 218.146.98.160 | null | null | null | null | No additional info | Auth success for zkelley via biometric from 218.146.98.160 No additional info | success | null | null | zkelley | null | null | null | null | null | null | null | null | null | null | biometric | 1d:8d:78:17:5d:5e | null | null | null | null | null |
ffb12e14-fb7e-4ae9-802b-3ecba2102c4b | 2025-03-19T23:26:16 | firewall | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall inspect TCP traffic from 155.79.44.135:434 to 49.17.236.139:853 MITRE Technique: T1059.005 | Unconventional IOC: Quantum random number deviations | {
"geo_location": "Seychelles",
"device_hash": "520178ed56ca39cd42359265ca3c65bbee686197",
"user_agent": "Mozilla/5.0 (Linux; Android 4.4.4) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/55.0.850.0 Safari/536.1",
"session_id": "6b6bf737-ef40-41e8-a73a-fbc227db2ecd",
"risk_score": 48.87,
"confidence": 0.42
} | 155.79.44.135 | 49.17.236.139 | null | null | null | MITRE Technique: T1059.005 | Unconventional IOC: Quantum random number deviations | Firewall inspect TCP traffic from 155.79.44.135:434 to 49.17.236.139:853 MITRE Technique: T1059.005 | Unconventional IOC: Quantum random number deviations | inspect | 955,059 | TCP | null | null | null | null | null | null | null | null | 434 | 853 | 852 | null | null | null | null | null | null | null |
33ac1d6d-3a01-4728-a5ac-492c02b5e335 | 2025-04-20T20:13:00 | auth | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|low| desc=Auth timeout for cathy83 via password from 34.149.64.209 MITRE Technique: T1053.005 | Unconventional IOC: Unusual DNS TXT records | {
"geo_location": "Eritrea",
"device_hash": "7d4d8b3ce3d6462bef666daa0db764a24b43baede4f23a22290b185c6d20769f",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_7_2; rv:1.9.6.20) Gecko/2311-08-25 06:47:02 Firefox/3.8",
"session_id": "702ca60a-239e-4ce1-9831-b23e0a187a56",
"risk_score": 55.97,
"confidence": 0.28
} | 34.149.64.209 | null | null | null | null | MITRE Technique: T1053.005 | Unconventional IOC: Unusual DNS TXT records | Auth timeout for cathy83 via password from 34.149.64.209 MITRE Technique: T1053.005 | Unconventional IOC: Unusual DNS TXT records | timeout | null | null | cathy83 | null | null | null | null | null | null | null | null | null | null | password | 9a:0c:2d:a3:cb:6a | null | null | null | null | null |
660e7e52-dbe6-4645-b142-5bac2ebdebfa | 2025-01-28T02:49:23 | ids_alert | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ids_alert|medium| desc=Microsoft Sentinel Alert: Zero-Day Exploit detected from 187.207.114.173 targeting N/A No additional info | {
"geo_location": "United States Minor Outlying Islands",
"device_hash": "8459c0c2e8060e1b3fcda3a93198b94b30a064e6",
"user_agent": "Opera/8.94.(X11; Linux x86_64; lzh-TW) Presto/2.9.163 Version/11.00",
"session_id": "0b8edae1-78f4-412d-9be5-414eff066fbb",
"risk_score": 18.33,
"confidence": 0.84
} | 187.207.114.173 | N/A | Zero-Day Exploit | SIG-1367 | Policy | No additional info | Microsoft Sentinel Alert: Zero-Day Exploit detected from 187.207.114.173 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 |
6321e04b-c721-47b4-b4d3-b29f22e1286b | 2025-05-25T16:44:33 | endpoint | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|low| desc=Endpoint scheduled_task /ground/be.key by joseph75 No additional info | {
"geo_location": "Czech Republic",
"device_hash": "164b90c94202f3514db30ed52fa4db3f",
"user_agent": "Opera/9.97.(X11; Linux i686; hne-IN) Presto/2.9.164 Version/11.00",
"session_id": "540f081b-4a9d-4a98-b789-7d942ea66caf",
"risk_score": 70.63,
"confidence": 0.43
} | null | null | null | null | null | No additional info | Endpoint scheduled_task /ground/be.key by joseph75 No additional info | scheduled_task | null | null | joseph75 | /ground/be.key | 7,659 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f1ce8fa1-1f97-4d38-b759-0ebfbc4f619d | 2025-02-09T16:29:03 | network | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|critical| desc=Network connection from 64.33.214.247 to 208.121.205.169 No additional info noise=QWxvbmUu | {
"geo_location": "Slovakia (Slovak Republic)",
"device_hash": "c8b116d278f59039a335024d9f874c7830c40adc542bd2b0b99a5ca4d18f7ed7",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/531.30.1 (KHTML, like Gecko) Version/4.0.4 Safari/531.30.1",
"session_id": "29700937-e861-4fb1-92d6-58ee32f31760",
"risk_score": 45.39,
"confidence": 0.77
} | 64.33.214.247 | 208.121.205.169 | null | null | null | No additional info | Network connection from 64.33.214.247 to 208.121.205.169 No additional info | connection | 857,129 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ddfc927d-55c2-40c1-a78a-e1c58de23e03 | 2025-02-02T18:18:05 | endpoint | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|info| desc=Endpoint powershell_exec /word/last.mp3 by jerome36 No additional info noise=34598F90 | {
"geo_location": "Niue",
"device_hash": "0ff6985c831f4be533837cf34fa22697de81dd65ca2106394e25b8b95e6f524f",
"user_agent": "Opera/9.33.(Windows 95; lg-UG) Presto/2.9.181 Version/10.00",
"session_id": "ebdfaf88-feed-4f52-a52c-179968d2b452",
"risk_score": 23.36,
"confidence": 0.04
} | null | null | null | null | null | No additional info | Endpoint powershell_exec /word/last.mp3 by jerome36 No additional info | powershell_exec | null | null | jerome36 | /word/last.mp3 | 8,382 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
fccfb3e1-4b62-4401-96ff-449aa7d5341c | 2025-07-07T20:33:27 | ai | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|medium| desc=AI system api_abuse by brookecole No additional info noise=WWVhaC4= | {
"geo_location": "Wallis and Futuna",
"device_hash": "146b99772f330456a9024265f54821bf57d12883",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.2; Trident/4.0)",
"session_id": "c30c99d8-e181-49a0-a20a-d8e7a98aca99",
"risk_score": 69.12,
"confidence": 0.95
} | null | null | null | null | null | No additional info | AI system api_abuse by brookecole No additional info | api_abuse | null | null | brookecole | null | null | null | null | null | null | null | null | null | null | null | null | model-242036de | 49481c6be774970817811bcd71f540476044c8a4 | c351f366662a9731e40b1bc3ed43ac9adbc4522e | null | null |
70cf16c4-084f-4438-9749-9db2db955fd4 | 2025-02-16T04:22:40 | auth | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|high| desc=Auth success for christopher76 via SAML from 22.10.161.181 No additional info | {
"geo_location": "Chad",
"device_hash": "f0515b5f63be5c987498a5d39665f85cc654c597",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 10.0; Trident/4.1)",
"session_id": "08633358-0806-43a6-8860-5b1f4ed602ee",
"risk_score": 23.36,
"confidence": 0.09
} | 22.10.161.181 | null | null | null | null | No additional info | Auth success for christopher76 via SAML from 22.10.161.181 No additional info | success | null | null | christopher76 | null | null | null | null | null | null | null | null | null | null | SAML | 75:96:6c:f6:c7:36 | null | null | null | null | null |
86c1fde3-3189-456c-8af5-fc5f45cc9a8c | 2025-06-02T12:58:28 | 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: Domain Fronting detected from 207.204.7.70 targeting 151.130.173.140 MITRE Technique: T1059.005 | {
"geo_location": "Venezuela",
"device_hash": "4492bc5a25b4868e5f4b38fdf879a25fa05f3f7c",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; nso-ZA) AppleWebKit/535.3.6 (KHTML, like Gecko) Version/4.0.5 Mobile/8B116 Safari/6535.3.6",
"session_id": "6cfb6c86-70ec-43d5-932b-df3960f0f487",
"risk_score": 68.15,
"confidence": 0.13
} | 207.204.7.70 | 151.130.173.140 | Domain Fronting | SIG-1368 | Malware | MITRE Technique: T1059.005 | Vectra AI Alert: Domain Fronting detected from 207.204.7.70 targeting 151.130.173.140 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 |
f1da1476-5b10-4473-9fb0-c6dc0cee1a9b | 2025-05-26T00:33:03 | endpoint | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|critical| desc=Endpoint process_stop hotel by pamela70 No additional info | {
"geo_location": "Russian Federation",
"device_hash": "5932f337e7a95ae653cd0a8d2409a64418288e91a83a9eaaf122bed3c9afa8b6",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 10.0) AppleWebKit/533.23.4 (KHTML, like Gecko) Version/5.0.3 Safari/533.23.4",
"session_id": "d493f1d9-447d-4310-a780-45b6a5673b00",
"risk_score": 88.01,
"confidence": 0.15
} | null | null | null | null | null | No additional info | Endpoint process_stop hotel by pamela70 No additional info | process_stop | null | null | pamela70 | hotel | 3,016 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4b1a44d2-dc29-4ce7-b4db-9a3d4af1b9c2 | 2025-06-28T13:15:26 | firewall | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall quarantine HTTP traffic from 159.202.171.145:570 to 197.210.82.110:348 MITRE Technique: T1110.003 | {
"geo_location": "Iraq",
"device_hash": "ab7252548aeb4a7feb4a54c0ba96189deef4b1b75a78604eb3d242ea15293f21",
"user_agent": "Opera/8.61.(Windows 98; Win 9x 4.90; shs-CA) Presto/2.9.167 Version/10.00",
"session_id": "f23089be-a841-4a9c-8edc-9849338c5bdd",
"risk_score": 74.54,
"confidence": 0.81
} | 159.202.171.145 | 197.210.82.110 | null | null | null | MITRE Technique: T1110.003 | Firewall quarantine HTTP traffic from 159.202.171.145:570 to 197.210.82.110:348 MITRE Technique: T1110.003 | quarantine | 702,284 | HTTP | null | null | null | null | null | null | null | null | 570 | 348 | 1,296 | null | null | null | null | null | null | null |
182bf100-0fd1-49e6-88a6-84a9522afd25 | 2025-03-21T08:36:59 | network | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|low| desc=Network bandwidth_usage from 10.202.148.165 to 144.18.33.96 MITRE Technique: T1134.001 | {
"geo_location": "Iraq",
"device_hash": "472aca184181967aa24a63c434ae120fda5ec2f234e908433a67752e3f060cf0",
"user_agent": "Opera/9.27.(X11; Linux i686; de-BE) Presto/2.9.177 Version/10.00",
"session_id": "9499e81f-2af5-4b69-ab60-b8e853e86d21",
"risk_score": 31.91,
"confidence": 0.04
} | 10.202.148.165 | 144.18.33.96 | null | null | null | MITRE Technique: T1134.001 | Network bandwidth_usage from 10.202.148.165 to 144.18.33.96 MITRE Technique: T1134.001 | bandwidth_usage | 479,728 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
00e959fa-eb15-4325-ac3c-4cb012a07434 | 2025-03-23T19:36:55 | firewall | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|critical| desc=Firewall deny HTTPS traffic from 39.33.126.122:15799 to 10.204.237.123:306 No additional info | {
"geo_location": "Botswana",
"device_hash": "caee66d638f4bab4347c591440596575640aa9033f322d267a6b172a1cecfd05",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 16_7_6 like Mac OS X) AppleWebKit/535.2 (KHTML, like Gecko) FxiOS/14.7d1752.0 Mobile/71T660 Safari/535.2",
"session_id": "0d54459e-ca22-4201-abfd-027a1f55f7ea",
"risk_score": 75.96,
"confidence": 0.12
} | 39.33.126.122 | 10.204.237.123 | null | null | null | No additional info | Firewall deny HTTPS traffic from 39.33.126.122:15799 to 10.204.237.123:306 No additional info | deny | 634,504 | HTTPS | null | null | null | null | null | null | null | null | 15,799 | 306 | 370 | null | null | null | null | null | null | null |
8361d8da-4214-41db-87d1-f0830a079b1f | 2025-02-27T16:12:22 | iot | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|high| desc=IoT device Medical protocol_violation No additional info | {
"geo_location": "Montserrat",
"device_hash": "7b35be5d3b04dd037938590a467855f0",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 95; Trident/5.0)",
"session_id": "02a274ab-5876-4b4b-b1f0-e0c7f1f9346c",
"risk_score": 41.89,
"confidence": 0.48
} | null | null | null | null | null | No additional info | IoT device Medical protocol_violation No additional info | protocol_violation | null | null | null | null | null | null | {
"baseline_deviation": 1.03,
"entropy": 5.56,
"frequency_anomaly": false,
"sequence_anomaly": true
} | Medical | iot-3e87de94 | 2.3 | null | null | null | null | null | null | null | null | null | null |
5113fdcb-7703-4c29-81a8-63430d5dcf51 | 2025-02-04T00:20:18 | firewall | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|medium| desc=Firewall inspect DNS traffic from 109.62.252.126:45427 to 134.235.227.215:208 No additional info | {
"geo_location": "Ukraine",
"device_hash": "8df4f7d1930336a4e87639b8cbbc4c83",
"user_agent": "Mozilla/5.0 (Linux; Android 2.0.1) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/42.0.837.0 Safari/533.2",
"session_id": "e8fc87d7-ef00-4597-8be1-b25b8b3813dc",
"risk_score": 10.72,
"confidence": 0.5
} | 109.62.252.126 | 134.235.227.215 | null | null | null | No additional info | Firewall inspect DNS traffic from 109.62.252.126:45427 to 134.235.227.215:208 No additional info | inspect | 697,066 | DNS | null | null | null | null | null | null | null | null | 45,427 | 208 | 34 | null | null | null | null | null | null | null |
a7d9f28c-6d0c-4960-87dd-cc0bcee097ec | 2025-04-03T02:56:03 | ai | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|medium| desc=AI system api_abuse by melanie37 No additional info | {
"geo_location": "Botswana",
"device_hash": "61387ac2872c24e597d06894342fe8c62023362089d7ebafd7ccc523dfe079ab",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.1; Trident/4.0)",
"session_id": "17b318cf-a182-4812-a716-813b6065b77c",
"risk_score": 50.14,
"confidence": 0.27
} | null | null | null | null | null | No additional info | AI system api_abuse by melanie37 No additional info | api_abuse | null | null | melanie37 | null | null | null | {
"baseline_deviation": 1.33,
"entropy": 2.1,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | model-71412c9f | 11f87324798d93179c0fc320682bdc1bebf6bde9ab88050542e77ec7e82c27d5 | 155b1287e920a23f51f13c1e562a1175576490be | null | null |
fa68945a-fcd1-4d9f-ad7c-99b60c0d4a46 | 2025-07-10T02:06:16 | ai | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|critical| desc=AI system model_access by brooke17 No additional info noise=category | {
"geo_location": "Fiji",
"device_hash": "bd6f7511ed33ba5e0a3f084f577a2c168aa62062f9d0fcf5e54e87d1909c8f9e",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.5.20) Gecko/9812-03-16 20:49:49 Firefox/7.0",
"session_id": "95b6e6e2-e4b5-47c4-b6f7-4ecfa96c2bd3",
"risk_score": 55.95,
"confidence": 0.26
} | null | null | null | null | null | No additional info | AI system model_access by brooke17 No additional info | model_access | null | null | brooke17 | null | null | null | null | null | null | null | null | null | null | null | null | model-4464ec39 | c5cb2ba83092e68ae3f74c63e55a0bcc | 1bd0f8a8d87078f1e2e786aed1881e710f4b4d7e | null | null |
3288d897-7e06-4674-ba70-07db0c7ae80e | 2025-06-30T12:46:36 | cloud | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|info| desc=Cloud shadow_it in AWS by brianna24 No additional info noise=TmljZS4= | {
"geo_location": "Malawi",
"device_hash": "fd2a6c717d937a9895b53e5a477be778d0da2c6c4cf2fea08d9d3d8f85cb3a91",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 5_1_1 like Mac OS X) AppleWebKit/536.2 (KHTML, like Gecko) FxiOS/16.1k1858.0 Mobile/46K282 Safari/536.2",
"session_id": "3a57362c-25b8-4b90-a071-705293f194a7",
"risk_score": 51.89,
"confidence": 0.59
} | null | null | null | null | null | No additional info | Cloud shadow_it in AWS by brianna24 No additional info | shadow_it | null | null | brianna24 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-6ee62ef1 |
350f91ca-9793-41fe-bf0b-fcf432bbd7b8 | 2025-04-20T12:54:12 | ai | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|critical| desc=AI system training_data_poisoning by forddonald No additional info | {
"geo_location": "Norfolk Island",
"device_hash": "2b0090940c0edb53945c8dfa17db1df54b2d79fac055b9eac467f0f258ae665b",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; hak-TW) AppleWebKit/531.36.5 (KHTML, like Gecko) Version/3.0.5 Mobile/8B117 Safari/6531.36.5",
"session_id": "0c434ba5-a556-417e-a7de-4546be7878fc",
"risk_score": 65.59,
"confidence": 0.54
} | null | null | null | null | null | No additional info | AI system training_data_poisoning by forddonald No additional info | training_data_poisoning | null | null | forddonald | null | null | null | null | null | null | null | null | null | null | null | null | model-ad89deb3 | eb55d12fba79415da31ae4f9471981d1f9ee3a868bd82a83c7ea6a69d086a105 | 4f1c179f9130f7054545fb54a750254647e51b5d | null | null |
95430b6e-361e-4e6e-95b3-21dd4e539035 | 2025-06-16T02:41:43 | auth | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|low| desc=Auth challenge for jessicajohnson via OAuth from 54.142.21.95 No additional info | {
"geo_location": "Finland",
"device_hash": "79e482fd4fb7bc433ef313f39ed3985fed3547588efe279d0cf66cb651bd2d78",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; ha-NG) AppleWebKit/534.29.3 (KHTML, like Gecko) Version/4.0.5 Mobile/8B119 Safari/6534.29.3",
"session_id": "952d2632-48ae-45a9-a2b5-e2cdf9a3bbc7",
"risk_score": 65.72,
"confidence": 0.07
} | 54.142.21.95 | null | null | null | null | No additional info | Auth challenge for jessicajohnson via OAuth from 54.142.21.95 No additional info | challenge | null | null | jessicajohnson | null | null | null | null | null | null | null | null | null | null | OAuth | 5b:b0:e4:21:fc:62 | null | null | null | null | null |
02af801f-bb10-41f0-b4fe-5cebf14dcef5 | 2025-02-07T05:32:44 | ai | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|high| desc=AI system membership_inference by edunlap No additional info noise=wp-content | {
"geo_location": "Burundi",
"device_hash": "2ba6a4d5ac8bbcd6ae764331de53db755e428da2",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; fi-FI) AppleWebKit/532.31.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B112 Safari/6532.31.2",
"session_id": "99b9099c-4da0-4e0a-b189-a400e3b3d26d",
"risk_score": 33.96,
"confidence": 0.88
} | null | null | null | null | null | No additional info | AI system membership_inference by edunlap No additional info | membership_inference | null | null | edunlap | null | null | null | null | null | null | null | null | null | null | null | null | model-26ea8e26 | cd65f5a6de83241489db53515e63282b366521f3 | 0d69318b076d1480fe6cdec30daa00c9df3d2aeb | null | null |
f4ee9ba2-5757-444d-a534-3104963d7420 | 2025-06-01T09:51:55 | ai | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|medium| desc=AI system model_inversion by sarahwilliamson MITRE Technique: T1543.003 | {
"geo_location": "Cote d'Ivoire",
"device_hash": "7840ec2501477ed6818df6e0bbd48a7a",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; ss-ZA) AppleWebKit/531.7.1 (KHTML, like Gecko) Version/4.0.5 Mobile/8B118 Safari/6531.7.1",
"session_id": "73536c05-1a89-4399-942e-93e34fe64d5e",
"risk_score": 65.83,
"confidence": 0.83
} | null | null | null | null | null | MITRE Technique: T1543.003 | AI system model_inversion by sarahwilliamson MITRE Technique: T1543.003 | model_inversion | null | null | sarahwilliamson | null | null | null | null | null | null | null | null | null | null | null | null | model-af8cb7a5 | 9b93aec363c75f2d2dad2e63c320e4b9e639916d | 42c4e5db1fde37e10a1c748a82387c300cc77f060ad73a4a40626c44142f9ece | null | null |
f794890d-73b8-4ea3-a855-05c7fd2dc8c0 | 2025-06-01T22:17:06 | iot | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|high| desc=IoT device Sensor battery_drain No additional info | {
"geo_location": "Lao People's Democratic Republic",
"device_hash": "96617a067428f6b263ec3cda847e26c747cb9b1f",
"user_agent": "Opera/8.12.(X11; Linux x86_64; ks-IN) Presto/2.9.162 Version/11.00",
"session_id": "8c41ce48-c8bd-4386-af5c-e27f57b4613b",
"risk_score": 49.55,
"confidence": 0.18
} | null | null | null | null | null | No additional info | IoT device Sensor battery_drain No additional info | battery_drain | null | null | null | null | null | null | null | Sensor | iot-e92158bc | 8.0 | null | null | null | null | null | null | null | null | null | null |
45a3d209-b70e-4f6a-8544-9315ebf56a98 | 2025-05-05T10:28:40 | iot | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|info| desc=IoT device HVAC unusual_activity No additional info | {
"geo_location": "Djibouti",
"device_hash": "82f8692c5ac1c39366ab5a6c76f90e0395f221bf",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_6_2 rv:6.0; ber-DZ) AppleWebKit/533.42.3 (KHTML, like Gecko) Version/4.1 Safari/533.42.3",
"session_id": "e9305e7e-bca8-49d5-891b-c3dee1cda251",
"risk_score": 58.21,
"confidence": 0.97
} | null | null | null | null | null | No additional info | IoT device HVAC unusual_activity No additional info | unusual_activity | null | null | null | null | null | null | null | HVAC | iot-15dc2bb2 | 3.7 | null | null | null | null | null | null | null | null | null | null |
af0d9927-2860-46d9-ae8e-22db1137a748 | 2025-03-30T15:26:37 | ai | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|medium| desc=AI system membership_inference by randyjones MITRE Technique: T1204.002 | {
"geo_location": "British Indian Ocean Territory (Chagos Archipelago)",
"device_hash": "8b4daa77dff67c176ce8d056a0c9ecd8551e5dce449a9cf3d101201e124373e3",
"user_agent": "Mozilla/5.0 (Windows NT 6.1; da-DK; rv:1.9.0.20) Gecko/2645-04-07 13:34:16 Firefox/3.6.15",
"session_id": "4a330b2d-cbb6-48a4-b326-ee80a16e6037",
"risk_score": 49.82,
"confidence": 0.09
} | null | null | null | null | null | MITRE Technique: T1204.002 | AI system membership_inference by randyjones MITRE Technique: T1204.002 | membership_inference | null | null | randyjones | null | null | null | null | null | null | null | null | null | null | null | null | model-c14ff3da | 1976c34b371c0eda1f03ed10b41b624113f1147d | 0997cf3071dc6c0790242b7d1336bfb57288d43b | null | null |
79539336-e06e-4217-a2af-1a5773b82f36 | 2025-04-30T18:57:54 | network | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|info| desc=Network latency_spike from 40.106.242.77 to 148.214.196.88 Associated Threat Actor: APT37 | {
"geo_location": "Isle of Man",
"device_hash": "42c6390aa0a0adf0b13ef6c496ea4942e0f8a1a1",
"user_agent": "Opera/9.26.(X11; Linux i686; os-RU) Presto/2.9.188 Version/11.00",
"session_id": "395f84e9-0e24-4e0f-9558-bbc62a75b719",
"risk_score": 40.63,
"confidence": 0.44
} | 40.106.242.77 | 148.214.196.88 | null | null | null | Associated Threat Actor: APT37 | Network latency_spike from 40.106.242.77 to 148.214.196.88 Associated Threat Actor: APT37 | latency_spike | 878,754 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
bcc71fb1-95d1-4425-832c-9b56047c428c | 2025-06-20T01:59:06 | iot | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|info| desc=IoT device Sensor battery_drain No additional info | {
"geo_location": "Puerto Rico",
"device_hash": "e1b7fe3b96157aab71f05a7f5d91aaa7",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_9; rv:1.9.6.20) Gecko/3021-01-06 13:59:25 Firefox/3.6.2",
"session_id": "13d3c27c-67a8-49a3-85f0-636bab930e41",
"risk_score": 91.6,
"confidence": 0.08
} | null | null | null | null | null | No additional info | IoT device Sensor battery_drain No additional info | battery_drain | null | null | null | null | null | null | null | Sensor | iot-5489b357 | 2.3 | null | null | null | null | null | null | null | null | null | null |
59511568-d35f-4216-8eb2-6095fa39a17f | 2025-03-03T14:34:41 | cloud | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|medium| desc=Cloud crypto_mining in Azure by jennifer16 MITRE Technique: T1218.011 | {
"geo_location": "Bouvet Island (Bouvetoya)",
"device_hash": "ac338cb7673daae8f70abd420cf2af718ce653e93a4da40c97856c36abe845b3",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 4_3_5 like Mac OS X) AppleWebKit/531.0 (KHTML, like Gecko) FxiOS/10.2e4566.0 Mobile/85B888 Safari/531.0",
"session_id": "127ec7eb-728b-4bf8-9d93-07a2d8093f4c",
"risk_score": 80.34,
"confidence": 0.5
} | null | null | null | null | null | MITRE Technique: T1218.011 | Cloud crypto_mining in Azure by jennifer16 MITRE Technique: T1218.011 | crypto_mining | null | null | jennifer16 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-241b73cc |
e54706da-a614-434c-bb8d-5bea0e04f2ff | 2025-06-01T09:03:23 | endpoint | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint powershell_exec finally by alex97 Associated Threat Actor: Leafminer noise=290251C6 | {
"geo_location": "Croatia",
"device_hash": "383d12895cbe0653d2909b60c742ece68d8c86dd412675a32f6e9b827a666d14",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_8_4) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/42.0.889.0 Safari/532.1",
"session_id": "a6dcc0b8-2932-45aa-9401-7a198204d6d5",
"risk_score": 56.79,
"confidence": 0.52
} | null | null | null | null | null | Associated Threat Actor: Leafminer | Endpoint powershell_exec finally by alex97 Associated Threat Actor: Leafminer | powershell_exec | null | null | alex97 | finally | 4,328 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
407ba8a4-8b15-46df-b57f-9ea75766e33d | 2025-03-03T04:55:57 | cloud | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|high| desc=Cloud container_escape in GCP by austin09 MITRE Technique: T1190 | {
"geo_location": "Hungary",
"device_hash": "1063c83b5b8ff842fd0cd179adb8fd80b3a7f3f6",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_2_1 like Mac OS X) AppleWebKit/531.2 (KHTML, like Gecko) FxiOS/9.8z2442.0 Mobile/08C441 Safari/531.2",
"session_id": "dd644c92-209c-43f1-a37c-4396ede09f52",
"risk_score": 23.28,
"confidence": 0.82
} | null | null | null | null | null | MITRE Technique: T1190 | Cloud container_escape in GCP by austin09 MITRE Technique: T1190 | container_escape | null | null | austin09 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-c9623fe4 |
24dbce71-125e-4cf6-8135-7c8af9c0bc77 | 2025-04-08T02:50:13 | iot | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|medium| desc=IoT device Thermostat firmware_update No additional info | {
"geo_location": "Mayotte",
"device_hash": "519724162acfbaee384d9a3211a5a4817787eee2299b83a6779ddc3b953a105a",
"user_agent": "Opera/8.15.(Windows 98; an-ES) Presto/2.9.183 Version/11.00",
"session_id": "e60175db-6899-4115-ae6d-14998f8d5b73",
"risk_score": 56.15,
"confidence": 0.26
} | null | null | null | null | null | No additional info | IoT device Thermostat firmware_update No additional info | firmware_update | null | null | null | null | null | null | null | Thermostat | iot-646d8e1d | 7.4 | null | null | null | null | null | null | null | null | null | null |
f808f44e-1735-4126-bf02-998c108261f2 | 2025-04-17T13:04:59 | cloud | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|high| desc=Cloud api_abuse in Alibaba by ndavis No additional info | {
"geo_location": "Monaco",
"device_hash": "ad4807b9c45037921f776609a534bcae9fbaadeb",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_6_2 rv:3.0; fur-IT) AppleWebKit/534.23.6 (KHTML, like Gecko) Version/4.0 Safari/534.23.6",
"session_id": "f8896e6b-cf64-4baf-b0de-698d06f9e902",
"risk_score": 53.88,
"confidence": 0.24
} | null | null | null | null | null | No additional info | Cloud api_abuse in Alibaba by ndavis No additional info | api_abuse | null | null | ndavis | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-054a94c1 |
8a740348-e56e-472e-8931-8c68243a1e75 | 2025-06-19T15:23:52 | auth | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|high| desc=Auth challenge for justin75 via passwordless from 141.70.234.228 No additional info | {
"geo_location": "Tanzania",
"device_hash": "5103b67a3f0778849ddae6452b21d274eb77fd19fb586ad3429f00a1bc0cd838",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.01; Trident/3.1)",
"session_id": "bcc23599-c831-43ab-8dff-2e3cef7abe20",
"risk_score": 58.97,
"confidence": 0.62
} | 141.70.234.228 | null | null | null | null | No additional info | Auth challenge for justin75 via passwordless from 141.70.234.228 No additional info | challenge | null | null | justin75 | null | null | null | null | null | null | null | null | null | null | passwordless | c7:05:20:db:0a:a5 | null | null | null | null | null |
4539ba60-6a2a-48d4-9c3a-ec03c8d3560c | 2025-04-05T12:03:18 | iot | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|critical| desc=IoT device Thermostat battery_drain No additional info | {
"geo_location": "New Caledonia",
"device_hash": "1913d3b64ea4311f6f9846043bef8cd1",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 12_4_8 like Mac OS X) AppleWebKit/535.0 (KHTML, like Gecko) FxiOS/17.0p6779.0 Mobile/56C537 Safari/535.0",
"session_id": "4500dda4-b9f5-47e2-be2a-210f7d6d03a7",
"risk_score": 53.29,
"confidence": 0.05
} | null | null | null | null | null | No additional info | IoT device Thermostat battery_drain No additional info | battery_drain | null | null | null | null | null | null | null | Thermostat | iot-14228f9f | 1.8 | null | null | null | null | null | null | null | null | null | null |
e0ae542f-c8e4-4dca-95de-5f72945a7367 | 2025-01-25T09:34:16 | iot | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Camera sensor_spoofing MITRE Technique: T1071.001 | {
"geo_location": "Albania",
"device_hash": "c3edabf5b1657695fb9327068f489027",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 16_7_6 like Mac OS X) AppleWebKit/532.2 (KHTML, like Gecko) FxiOS/15.7f7957.0 Mobile/43K344 Safari/532.2",
"session_id": "80500fe7-fcd3-4076-96fe-c53ac085268a",
"risk_score": 42.68,
"confidence": 0.45
} | null | null | null | null | null | MITRE Technique: T1071.001 | IoT device Camera sensor_spoofing MITRE Technique: T1071.001 | sensor_spoofing | null | null | null | null | null | null | null | Camera | iot-d3d17708 | 6.7 | null | null | null | null | null | null | null | null | null | null |
b3d32c93-4bd8-419d-922c-6f5483ab85d1 | 2025-01-13T13:54:28 | ai | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|critical| desc=AI system training_data_poisoning by joshua06 No additional info | {
"geo_location": "Palestinian Territory",
"device_hash": "c0a8f0c4984fb9a0fd0949710e89c4e3dbfdc0a04e3d6c408db100fcb3311fbe",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/28.0.850.0 Safari/532.0",
"session_id": "57a04245-e6fa-49a9-bd04-3e5cbe0518c6",
"risk_score": 57.67,
"confidence": 0.89
} | null | null | null | null | null | No additional info | AI system training_data_poisoning by joshua06 No additional info | training_data_poisoning | null | null | joshua06 | null | null | null | null | null | null | null | null | null | null | null | null | model-7993b6f2 | 88c9e168ec81cf12152b0f6c0e19160f1f3b543188cfc2ab3f3135d120c7597b | be3e064a0a7b655bb5e3b2278425dce0d168b97072f55ed733a8ba30e03086ae | null | null |
4defb6eb-5a34-4d5f-ad72-9f5c6c4724d7 | 2025-01-14T11:39:02 | cloud | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|info| desc=Cloud crypto_mining in Alibaba by martinnathan No additional info noise=categories/search/category | {
"geo_location": "San Marino",
"device_hash": "095a70f20421a673a3d02cb843361be9",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_8_8 rv:4.0; nn-NO) AppleWebKit/534.29.6 (KHTML, like Gecko) Version/5.1 Safari/534.29.6",
"session_id": "7def5411-a8e7-4b6d-adeb-5d377e575bfa",
"risk_score": 41.86,
"confidence": 0.31
} | null | null | null | null | null | No additional info | Cloud crypto_mining in Alibaba by martinnathan No additional info | crypto_mining | null | null | martinnathan | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-b18ef040 |
5d0be07f-71af-4d97-9034-f853813b14cd | 2025-05-13T02:48:19 | iot | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|medium| desc=IoT device HVAC side_channel No additional info | {
"geo_location": "Congo",
"device_hash": "9503869148fc0ddec92c8495317d35c4010c1354e7ec3ae8bfd636afacd29847",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 4.0; Trident/5.1)",
"session_id": "1328a760-ce39-48f9-8545-5d9eafc64e1a",
"risk_score": 65.55,
"confidence": 0.83
} | null | null | null | null | null | No additional info | IoT device HVAC side_channel No additional info | side_channel | null | null | null | null | null | null | null | HVAC | iot-276a461b | 3.5 | null | null | null | null | null | null | null | null | null | null |
7ea714ce-235f-4845-83c9-c99e1caa20de | 2025-05-20T09:33:44 | firewall | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|low| desc=Firewall quarantine HTTP traffic from 74.146.49.113:236 to 26.107.186.68:398 MITRE Technique: T1218.011 | {
"geo_location": "Tajikistan",
"device_hash": "d349cc7df34be4a87011c3219009b4e2659be21555603c8fb775602a312fc994",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/13.0.880.0 Safari/531.0",
"session_id": "21ef1cff-7cb7-4a2d-9b27-949ee1b79ad3",
"risk_score": 61.86,
"confidence": 0.58
} | 74.146.49.113 | 26.107.186.68 | null | null | null | MITRE Technique: T1218.011 | Firewall quarantine HTTP traffic from 74.146.49.113:236 to 26.107.186.68:398 MITRE Technique: T1218.011 | quarantine | 909,278 | HTTP | null | null | null | null | null | null | null | null | 236 | 398 | 3,082 | null | null | null | null | null | null | null |
df067fa0-c089-4489-8242-95cbcc6a2111 | 2025-04-19T18:41:10 | ai | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|critical| desc=AI system model_access by williamsdouglas No additional info | {
"geo_location": "Turkey",
"device_hash": "8fb33026e071b6517b35677e1f0872456cd54a53eab1dcdf277259bcefec267f",
"user_agent": "Opera/9.40.(X11; Linux i686; lv-LV) Presto/2.9.185 Version/11.00",
"session_id": "d1bea452-423d-4396-97e7-5ed54e2fb7bb",
"risk_score": 23.5,
"confidence": 0.76
} | null | null | null | null | null | No additional info | AI system model_access by williamsdouglas No additional info | model_access | null | null | williamsdouglas | null | null | null | {
"baseline_deviation": 2.51,
"entropy": 3.61,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | model-17d4f095 | 063b006780081cf1dd738975f408385b | 5e1af04b16779c3077d05a5c30f4dc8b9706539f | null | null |
fea8bdb6-ebe1-4ba5-bdc5-dfb046cefbe9 | 2025-03-01T19:39:37 | endpoint | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint scheduled_task however by colemanharry MITRE Technique: T1134.001 | {
"geo_location": "Afghanistan",
"device_hash": "3431cdcc69fc70b879d3899764d20437",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.0; Trident/5.1)",
"session_id": "6399d0b8-6753-4c19-825f-a607cf492aaf",
"risk_score": 7.83,
"confidence": 0.09
} | null | null | null | null | null | MITRE Technique: T1134.001 | Endpoint scheduled_task however by colemanharry MITRE Technique: T1134.001 | scheduled_task | null | null | colemanharry | however | 4,428 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b62eea29-621e-4e51-af8b-f515fe5e7314 | 2025-03-31T00:54:33 | network | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|high| desc=Network latency_spike from 10.227.192.153 to 90.125.158.206 No additional info | {
"geo_location": "Trinidad and Tobago",
"device_hash": "4c60bb947bec73c7ddf22b8d706be4d6eead2dc92f8666463a3d0690f3ab90f2",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/47.0.828.0 Safari/533.0",
"session_id": "0ff6203c-7ea5-4fca-b730-1db249ae665b",
"risk_score": 74.94,
"confidence": 0.18
} | 10.227.192.153 | 90.125.158.206 | null | null | null | No additional info | Network latency_spike from 10.227.192.153 to 90.125.158.206 No additional info | latency_spike | 771,175 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
83ba42ce-4f4c-4dc9-8ecc-480aef7524ca | 2025-04-10T23:37:34 | ids_alert | Tanium v7.4.0 | emergency | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|emergency| desc=Tanium Alert: Zero-Day Exploit detected from 118.74.217.177 targeting 101.42.61.226 No additional info | {
"geo_location": "Turkey",
"device_hash": "d7c42caa6c8986647369636c49273b98",
"user_agent": "Opera/8.12.(Windows CE; hne-IN) Presto/2.9.173 Version/12.00",
"session_id": "b40cc998-9be1-4094-8ebc-0f73c24ceb5b",
"risk_score": 26.7,
"confidence": 0.53
} | 118.74.217.177 | 101.42.61.226 | Zero-Day Exploit | SIG-8786 | Policy | No additional info | Tanium Alert: Zero-Day Exploit detected from 118.74.217.177 targeting 101.42.61.226 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c00db328-0555-4265-b884-c23adee7f67d | 2025-01-29T03:35:31 | iot | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|critical| desc=IoT device Camera protocol_violation MITRE Technique: T1078.004 | {
"geo_location": "Finland",
"device_hash": "229da0dcf5eb40e1901ce077d7fab48a917d13d1",
"user_agent": "Opera/8.64.(Windows 98; km-KH) Presto/2.9.173 Version/10.00",
"session_id": "8613367c-f05e-4162-b162-3f29f8407fb6",
"risk_score": 64.26,
"confidence": 0.79
} | null | null | null | null | null | MITRE Technique: T1078.004 | IoT device Camera protocol_violation MITRE Technique: T1078.004 | protocol_violation | null | null | null | null | null | null | null | Camera | iot-0843285e | 3.3 | null | null | null | null | null | null | null | null | null | null |
ebff520c-d862-4c3c-a544-ef27c45ee5f4 | 2025-01-14T15:09:06 | network | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|medium| desc=Network bandwidth_usage from 170.68.185.15 to 195.141.31.146 MITRE Technique: T1059.005 | {
"geo_location": "Kyrgyz Republic",
"device_hash": "7b130a58fa55f1217b7f182292c9d1624e58da344331bb0bd4f7b1a1f54e2801",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.0; Trident/5.0)",
"session_id": "d63c0d56-1c69-49d5-aea0-39892e5ebd7c",
"risk_score": 33.19,
"confidence": 0.04
} | 170.68.185.15 | 195.141.31.146 | null | null | null | MITRE Technique: T1059.005 | Network bandwidth_usage from 170.68.185.15 to 195.141.31.146 MITRE Technique: T1059.005 | bandwidth_usage | 304,404 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f4ce4d92-6748-4311-aa39-8eb87fa5b3e4 | 2027-09-11T02:24:41 | endpoint | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint scheduled_task than by mfloyd No additional info noise=main/blog | {
"geo_location": "Slovenia",
"device_hash": "cadff871f89fe39f2873bb1577c55b24",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/27.0.838.0 Safari/534.0",
"session_id": "0cfd815e-1ffe-412f-b985-575d9f63ac40",
"risk_score": 62.73,
"confidence": 1
} | null | null | null | null | null | No additional info | Endpoint scheduled_task than by mfloyd No additional info | scheduled_task | null | null | mfloyd | than | 6,794 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ca649b69-bb5d-4e7b-876b-1d47f3399009 | 2025-03-29T19:55:43 | auth | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|info| desc=Auth failed for tarawarren via password from 65.252.2.215 No additional info | {
"geo_location": "Portugal",
"device_hash": "f7ba70e3b23860a308d5774e3e625b17c8ee1dfd",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.1) AppleWebKit/531.2.3 (KHTML, like Gecko) Version/4.0.3 Safari/531.2.3",
"session_id": "4acd6d1a-fdee-428c-9aa2-a4de620333eb",
"risk_score": 53.48,
"confidence": 0.43
} | 65.252.2.215 | null | null | null | null | No additional info | Auth failed for tarawarren via password from 65.252.2.215 No additional info | failed | null | null | tarawarren | null | null | null | null | null | null | null | null | null | null | password | 85:e2:df:6e:6f:10 | null | null | null | null | null |
0a1c573c-a1bf-4dc7-9222-ba232bbd3ca1 | 2025-06-16T05:57:37 | cloud | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud storage_access in AWS by lisaherring No additional info noise=main/main | {
"geo_location": "Turks and Caicos Islands",
"device_hash": "e2da251d1dcf7675fbf5c73d1974a4bbe1baa6c3e9cef510566dada366f46a51",
"user_agent": "Mozilla/5.0 (Linux; Android 4.2.1) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/60.0.837.0 Safari/535.1",
"session_id": "53759d2e-c8da-43cd-8b74-be1ee7539a78",
"risk_score": 44.2,
"confidence": 0.03
} | null | null | null | null | null | No additional info | Cloud storage_access in AWS by lisaherring No additional info | storage_access | null | null | lisaherring | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-debb235b |
fafcdd88-10e8-4bd0-8699-afbf958fba0e | 2025-05-29T22:17:38 | 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 AWS by dstewart No additional info noise=search/app/posts | {
"geo_location": "Congo",
"device_hash": "6326e9a41b763ace9be38032bd4dfbe8",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_5_7 rv:3.0; cs-CZ) AppleWebKit/535.19.4 (KHTML, like Gecko) Version/5.0.5 Safari/535.19.4",
"session_id": "c0d082ec-7244-43a5-938b-b47469c02455",
"risk_score": 65.81,
"confidence": 0.62
} | null | null | null | null | null | No additional info | Cloud crypto_mining in AWS by dstewart No additional info | crypto_mining | null | null | dstewart | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-e1022b0c |
ed7b6d52-d6c8-4882-8756-1b4945319121 | 2025-06-01T12:28:05 | cloud | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud crypto_mining in OCI by rwalters Associated Threat Actor: FIN7 | {
"geo_location": "Djibouti",
"device_hash": "0495acfdda2595c7b10e76a2ff4e3688",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_9_6; rv:1.9.4.20) Gecko/7560-11-23 04:38:19 Firefox/3.6.19",
"session_id": "b9fc163d-0185-420a-8be9-3a297c23beb8",
"risk_score": 43.35,
"confidence": 0.88
} | null | null | null | null | null | Associated Threat Actor: FIN7 | Cloud crypto_mining in OCI by rwalters Associated Threat Actor: FIN7 | crypto_mining | null | null | rwalters | null | null | null | {
"baseline_deviation": 1.39,
"entropy": 7.34,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | OCI | res-30b44fe7 |
a7ebacb5-b358-45b6-9da1-b9518887c21b | 2025-05-24T05:59:21 | auth | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|low| desc=Auth locked for christyreese via biometric from 10.54.253.178 Credential stuffing pattern detected | {
"geo_location": "Uganda",
"device_hash": "cec65c6f292ec1163413e25ca1767c6ef909c451c9ccc1a8a572bdf9eb00df70",
"user_agent": "Opera/9.10.(X11; Linux i686; csb-PL) Presto/2.9.170 Version/12.00",
"session_id": "2cfea6ae-ff26-4012-ae00-ce063abde76d",
"risk_score": 43.34,
"confidence": 0.05
} | 10.54.253.178 | null | null | null | null | Credential stuffing pattern detected | Auth locked for christyreese via biometric from 10.54.253.178 Credential stuffing pattern detected | locked | null | null | christyreese | null | null | null | null | null | null | null | null | null | null | biometric | f1:bc:bc:03:6d:94 | null | null | null | null | null |
ae46ed83-e409-4fce-a027-9f1c12dd2317 | 2025-02-16T05:37:54 | endpoint | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint persistence_mechanism picture by williampowell MITRE Technique: T1574.002 | {
"geo_location": "Barbados",
"device_hash": "7bdd9b969580410311cef5d21761c122ec50c483",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/9046-11-13 02:37:06 Firefox/3.6.1",
"session_id": "8d97b48b-efd9-48cd-a738-005478b09d71",
"risk_score": 8.62,
"confidence": 0.14
} | null | null | null | null | null | MITRE Technique: T1574.002 | Endpoint persistence_mechanism picture by williampowell MITRE Technique: T1574.002 | persistence_mechanism | null | null | williampowell | picture | 2,960 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0575fb0e-0cf3-455e-bdf2-028537f455e8 | 2025-01-20T00:22:19 | 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: Domain Fronting detected from 39.151.71.194 targeting N/A MITRE Technique: T1204.002 noise=92ED361E | {
"geo_location": "Western Sahara",
"device_hash": "cedfede6e90d27ecc415d48b6d89c31cbdf15e491946a485c741de917a7c499d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Trident/5.0)",
"session_id": "4e9d5129-83ca-4580-9732-b2d9d3d0453a",
"risk_score": 61.25,
"confidence": 0.72
} | 39.151.71.194 | N/A | Domain Fronting | SIG-3191 | Malware | MITRE Technique: T1204.002 | Vectra AI Alert: Domain Fronting detected from 39.151.71.194 targeting N/A MITRE Technique: T1204.002 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e666388c-6c0d-45e9-be36-6fa466adb8ae | 2025-02-12T18:29:26 | network | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|critical| desc=Network beaconing from 9.212.160.132 to 38.11.167.16 Unconventional IOC: Power consumption spikes | {
"geo_location": "United Arab Emirates",
"device_hash": "b1ed5b6264e292392abb5b95b50f22526c80dea10c2c33d4c92bdcf1aacca417",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_10_2; rv:1.9.4.20) Gecko/5581-01-27 12:17:49 Firefox/3.8",
"session_id": "82b99225-f805-43c7-8cd4-92be59da9893",
"risk_score": 0,
"confidence": 0.96
} | 9.212.160.132 | 38.11.167.16 | null | null | null | Unconventional IOC: Power consumption spikes | Network beaconing from 9.212.160.132 to 38.11.167.16 Unconventional IOC: Power consumption spikes | beaconing | 343,169 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6591c2a2-d0ac-4b8b-8327-8a144840ba4a | 2025-01-25T22:12:05 | network | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|high| desc=Network covert_channel from 106.244.132.9 to 186.193.248.45 No additional info | {
"geo_location": "Philippines",
"device_hash": "19270b67293315636a615fd7eeb3d189ccb10731",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; ast-ES) AppleWebKit/534.24.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B112 Safari/6534.24.2",
"session_id": "2f112143-50a2-42b2-a051-8a2c5df52aa8",
"risk_score": 66.61,
"confidence": 0.26
} | 106.244.132.9 | 186.193.248.45 | null | null | null | No additional info | Network covert_channel from 106.244.132.9 to 186.193.248.45 No additional info | covert_channel | 104,717 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
aac2d4bb-0a4a-4b69-8ceb-cf280dc793c3 | 2025-06-23T23:47:36 | auth | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|info| desc=Auth challenge for lauramiller via biometric from 162.161.243.96 No additional info | {
"geo_location": "Netherlands Antilles",
"device_hash": "8450e2c2ae6961ad20a94bd58bf7832b59810a8c1915ad54d5301b40887179c1",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.1; Trident/5.0)",
"session_id": "b00cb30f-f107-44ee-aeb7-bf3ab2303bc7",
"risk_score": 52.64,
"confidence": 0.66
} | 162.161.243.96 | null | null | null | null | No additional info | Auth challenge for lauramiller via biometric from 162.161.243.96 No additional info | challenge | null | null | lauramiller | null | null | null | null | null | null | null | null | null | null | biometric | eb:94:fa:b0:42:8b | null | null | null | null | null |
2e1eb339-cc31-46a6-b769-459c5d9d94cd | 2025-05-07T06:48:09 | auth | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|info| desc=Auth timeout for joncardenas via SAML from 150.249.111.8 No additional info | {
"geo_location": "Georgia",
"device_hash": "8269784165e8992f9aaba2e6faa66e3d84ae0f09298b03914ac5b5d73e98d148",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_6_7 rv:2.0; bs-BA) AppleWebKit/535.12.2 (KHTML, like Gecko) Version/4.0 Safari/535.12.2",
"session_id": "9380266a-1f49-466e-a491-2b2927f7193a",
"risk_score": 54.76,
"confidence": 0.08
} | 150.249.111.8 | null | null | null | null | No additional info | Auth timeout for joncardenas via SAML from 150.249.111.8 No additional info | timeout | null | null | joncardenas | null | null | null | null | null | null | null | null | null | null | SAML | 19:8f:89:14:87:a7 | null | null | null | null | null |
785f5ca4-7373-4f95-bbdd-0079266841b3 | 2025-07-01T05:31:53 | ids_alert | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|medium| desc=Suricata Alert: Credential Stuffing detected from 10.154.143.10 targeting 4.176.68.220 No additional info noise=97FAD127 | {
"geo_location": "Bolivia",
"device_hash": "45d0b768066fe9731eafd820fc5015b3",
"user_agent": "Mozilla/5.0 (Android 7.0; Mobile; rv:45.0) Gecko/45.0 Firefox/45.0",
"session_id": "253a7d5d-336f-4338-a830-c2c283a8e3a4",
"risk_score": 0,
"confidence": 0.42
} | 10.154.143.10 | 4.176.68.220 | Credential Stuffing | SIG-7273 | Exploit | No additional info | Suricata Alert: Credential Stuffing detected from 10.154.143.10 targeting 4.176.68.220 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d908a5c3-8f32-4bb8-b779-fa8a928cdb20 | 2025-05-23T19:27:58 | iot | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|medium| desc=IoT device Sensor side_channel Associated Threat Actor: Leafminer | {
"geo_location": "Cocos (Keeling) Islands",
"device_hash": "215835a6b8abe74878148a0fc6daf75de0464931086071d5b90a97c82ac9b196",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_8) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/62.0.805.0 Safari/536.2",
"session_id": "03d1e074-a606-4d67-82c8-128e0deb0fe9",
"risk_score": 44.75,
"confidence": 0.64
} | null | null | null | null | null | Associated Threat Actor: Leafminer | IoT device Sensor side_channel Associated Threat Actor: Leafminer | side_channel | null | null | null | null | null | null | null | Sensor | iot-77a953e3 | 3.4 | null | null | null | null | null | null | null | null | null | null |
757a8742-4793-4ae0-99d8-a9113aec3c83 | 2025-06-15T16:52:33 | auth | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|medium| desc=Auth bypass for richardrogers via SAML from 129.63.88.129 MITRE Technique: T1543.003 noise=B48FC7D1 | {
"geo_location": "Costa Rica",
"device_hash": "0dca055a2b4851f90fad0cba0d6c9bd99fae97d2",
"user_agent": "Opera/8.29.(Windows NT 6.1; nan-TW) Presto/2.9.186 Version/12.00",
"session_id": "2fac9909-6063-4148-9420-a53cf1b4d9d1",
"risk_score": 38.32,
"confidence": 0.58
} | 129.63.88.129 | null | null | null | null | MITRE Technique: T1543.003 | Auth bypass for richardrogers via SAML from 129.63.88.129 MITRE Technique: T1543.003 | bypass | null | null | richardrogers | null | null | null | null | null | null | null | null | null | null | SAML | 40:5d:72:ef:88:80 | null | null | null | null | null |
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