event_id stringlengths 36 36 | timestamp timestamp[s]date 2020-07-12 21:38:20 2030-07-10 06:49:21 | event_type stringclasses 8
values | source stringclasses 20
values | severity stringclasses 6
values | raw_log stringlengths 91 282 | advanced_metadata dict | user stringlengths 3 22 ⌀ | action stringclasses 55
values | object stringlengths 1 32 ⌀ | process_id int64 100 10k ⌀ | parent_process stringclasses 4
values | additional_info stringlengths 18 148 | description stringlengths 45 225 | behavioral_analytics dict | device_type stringclasses 5
values | device_id stringlengths 12 12 ⌀ | firmware_version stringclasses 100
values | src_ip stringlengths 8 15 ⌀ | dst_ip stringlengths 3 15 ⌀ | alert_type stringclasses 17
values | signature_id stringlengths 8 8 ⌀ | category stringclasses 5
values | cloud_service stringclasses 5
values | resource_id stringlengths 12 12 ⌀ | model_id stringlengths 14 14 ⌀ | input_hash stringlengths 32 64 ⌀ | output_hash stringlengths 32 64 ⌀ | src_port int64 1 65.5k ⌀ | dst_port int64 1 65.5k ⌀ | protocol stringclasses 10
values | bytes int64 105 1,000k ⌀ | duration int64 1 3.6k ⌀ | method stringclasses 7
values | mac_address stringlengths 17 17 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
5ad0bf7e-d506-4066-b791-5a0d04dbe6d1 | 2025-03-24T00:17:00 | firewall | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|high| desc=Firewall allow TCP traffic from 164.187.32.75:656 to 177.135.180.146:541 No additional info | {
"geo_location": "Suriname",
"device_hash": "ceda8191ccec1da5ebdcf5cbd8aa5089",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; bho-IN) AppleWebKit/533.22.4 (KHTML, like Gecko) Version/3.0.5 Mobile/8B113 Safari/6533.22.4",
"session_id": "7454a679-d613-411d-97be-8f4080ad5ff2",
"risk_scor... | null | allow | null | null | null | No additional info | Firewall allow TCP traffic from 164.187.32.75:656 to 177.135.180.146:541 No additional info | null | null | null | null | 164.187.32.75 | 177.135.180.146 | null | null | null | null | null | null | null | null | 656 | 541 | TCP | 932,062 | 1,332 | null | null |
a27caec5-e6ad-4f32-9eec-114ba720de5c | 2025-04-09T21:15:46 | cloud | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud shadow_it in Azure by debbielopez No additional info | {
"geo_location": "United States Minor Outlying Islands",
"device_hash": "53e64602f90e9175a62186f214a0acea15381b73",
"user_agent": "Mozilla/5.0 (Windows NT 5.01; hsb-DE; rv:1.9.0.20) Gecko/7008-01-19 08:55:42 Firefox/3.8",
"session_id": "e8be84ce-0292-41dc-a23b-78e771901fbc",
"risk_score": 56.91,
"confidenc... | debbielopez | shadow_it | null | null | null | No additional info | Cloud shadow_it in Azure by debbielopez No additional info | null | null | null | null | null | null | null | null | null | Azure | res-c93103b6 | null | null | null | null | null | null | null | null | null | null |
a7b434fe-e26e-44e1-9919-7c806907b678 | 2025-04-24T17:17:13 | cloud | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|info| desc=Cloud instance_creation in OCI by brentevans No additional info noise=TGVhZGVyLg== | {
"geo_location": "Tonga",
"device_hash": "62fdd04ab6ade5c4db51cfb71a2bb074dd262ec4",
"user_agent": "Mozilla/5.0 (Android 4.0.1; Mobile; rv:50.0) Gecko/50.0 Firefox/50.0",
"session_id": "5fe9fcd3-7dbc-43e9-bab5-83ccb8bc5183",
"risk_score": 57.3,
"confidence": 0.79
} | brentevans | instance_creation | null | null | null | No additional info | Cloud instance_creation in OCI by brentevans No additional info | null | null | null | null | null | null | null | null | null | OCI | res-0f4372c1 | null | null | null | null | null | null | null | null | null | null |
1908273d-f587-40ff-b88f-c7f9a13f593a | 2025-02-04T19:19:59 | auth | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|high| desc=Auth challenge for jreyes via password from 177.118.106.100 MITRE Technique: T1078.004 | Unconventional IOC: UEFI variable tampering | {
"geo_location": "Latvia",
"device_hash": "fe912e40f27c740754cb0fff004911763cd1bc8a",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_12_8) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/46.0.866.0 Safari/532.2",
"session_id": "894d85c7-09b2-4c35-8547-02f2fab8a0f8",
"risk_score": 28.27,
"confidence"... | jreyes | challenge | null | null | null | MITRE Technique: T1078.004 | Unconventional IOC: UEFI variable tampering | Auth challenge for jreyes via password from 177.118.106.100 MITRE Technique: T1078.004 | Unconventional IOC: UEFI variable tampering | null | null | null | null | 177.118.106.100 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 18:36:09:84:7f:54 |
b171929c-c6be-463b-a43f-f7d21ed2dd0e | 2025-06-02T06:51:38 | iot | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|high| desc=IoT device HVAC side_channel No additional info noise=list/tags/tag | {
"geo_location": "Nepal",
"device_hash": "936442dc7c1215cef9f68ad0cf3c93f3",
"user_agent": "Opera/8.78.(Windows 95; fi-FI) Presto/2.9.180 Version/11.00",
"session_id": "8a528976-f216-4a24-b5a0-910dc1c825b2",
"risk_score": 84.87,
"confidence": 0.25
} | null | side_channel | null | null | null | No additional info | IoT device HVAC side_channel No additional info | null | HVAC | iot-062c110b | 4.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a17ba916-5f04-40f0-a609-2c9cf3f09107 | 2025-06-25T08:15:32 | endpoint | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint scheduled_task /technology/see.html by rnoble No additional info | {
"geo_location": "Saint Pierre and Miquelon",
"device_hash": "3ccac515ccf24f11fa90f522d3af657e",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/58.0.825.0 Safari/534.2",
"session_id": "8b9d5554-a6ed-4d16-8831-1a38974116ab",
"risk_score": 32.46,
"confidence": 0.55
... | rnoble | scheduled_task | /technology/see.html | 9,862 | explorer.exe | No additional info | Endpoint scheduled_task /technology/see.html by rnoble No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
86426a27-ee62-4864-b210-0c7d680cd8d0 | 2025-03-02T17:56:38 | iot | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC side_channel No additional info | {
"geo_location": "Ukraine",
"device_hash": "0fa48a95fa872db49258304e278a8648",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/2396-04-07 12:06:30 Firefox/3.6.18",
"session_id": "02157ad9-f9dc-4858-ae73-3476fb1cd53b",
"risk_score": 43.75,
"confidence": 0.5
} | null | side_channel | null | null | null | No additional info | IoT device HVAC side_channel No additional info | null | HVAC | iot-f3a0edc4 | 6.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c4f22512-2c6b-4af3-9491-3eb3a4cd5b75 | 2025-07-01T05:02:35 | endpoint | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint process_stop special by sandersryan No additional info | {
"geo_location": "Antarctica (the territory South of 60 deg S)",
"device_hash": "79e575a616332d43d906ea4e172350bf",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 10.0; Trident/3.0)",
"session_id": "6203a6ca-a5f0-4951-b57d-8a562b4222aa",
"risk_score": 57.87,
"confidence": 0.34
} | sandersryan | process_stop | special | 1,609 | powershell.exe | No additional info | Endpoint process_stop special by sandersryan No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a31796be-75a0-411e-ae3b-8e615b095d3c | 2025-05-20T13:47:39 | ai | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|high| desc=AI system fine_tuning by angela17 MITRE Technique: T1134.001 | {
"geo_location": "Equatorial Guinea",
"device_hash": "4335b2b9c35a005171bf953eccf00361",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_4; rv:1.9.5.20) Gecko/6185-05-17 13:39:05 Firefox/3.8",
"session_id": "6ec0dfca-6901-4a41-84de-98b50f79f139",
"risk_score": 54.97,
"confidence": 0.86
} | angela17 | fine_tuning | null | null | null | MITRE Technique: T1134.001 | AI system fine_tuning by angela17 MITRE Technique: T1134.001 | null | null | null | null | null | null | null | null | null | null | null | model-1177db6e | dada03edcb079374759e2aabe30bb915 | f78e7f252ad378be4f9b6a8ca0b2fa965da26b7a | null | null | null | null | null | null | null |
8df7a4c0-9990-4953-80b0-7ec615a96bba | 2025-05-31T17:27:25 | auth | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|high| desc=Auth bypass for rachel75 via OAuth from 70.59.121.248 Unconventional IOC: Thermal sensor anomalies | {
"geo_location": "Pakistan",
"device_hash": "6b6d67b3dd6f0e579e1666dcfbedc313",
"user_agent": "Mozilla/5.0 (Android 3.2; Mobile; rv:8.0) Gecko/8.0 Firefox/8.0",
"session_id": "f8dafae4-89d4-4ed3-9116-f2f9a60e23ed",
"risk_score": 44.83,
"confidence": 0.47
} | rachel75 | bypass | null | null | null | Unconventional IOC: Thermal sensor anomalies | Auth bypass for rachel75 via OAuth from 70.59.121.248 Unconventional IOC: Thermal sensor anomalies | {
"baseline_deviation": 2.96,
"entropy": 5.61,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 70.59.121.248 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 7b:33:44:31:50:94 |
ae38cbd1-8c94-4163-8c72-5eb11fabcbcb | 2025-03-16T23:17:46 | endpoint | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|low| desc=Endpoint process_stop foreign by wgray Unconventional IOC: Bios timestamp anomalies | {
"geo_location": "Svalbard & Jan Mayen Islands",
"device_hash": "30fa3575434a6a6d7d3d4d79653a9243cef071af00ba414875f393057133e35a",
"user_agent": "Mozilla/5.0 (Windows NT 6.2) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/63.0.884.0 Safari/535.0",
"session_id": "37e8b491-6142-478d-ab4a-b95d2c450176",
"risk_sc... | wgray | process_stop | foreign | 9,199 | svchost.exe | Unconventional IOC: Bios timestamp anomalies | Endpoint process_stop foreign by wgray Unconventional IOC: Bios timestamp anomalies | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d0888144-ba32-4089-a828-3a128a532b2d | 2025-04-12T08:33:53 | cloud | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|medium| desc=Cloud lambda_execution in OCI by cookcraig No additional info | {
"geo_location": "Bermuda",
"device_hash": "a87139eabf291e01d88ea4bc49b5a6bd8c3e64d68a1f3baf2d62bd4a4d61e44c",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 8_4_1 like Mac OS X) AppleWebKit/536.2 (KHTML, like Gecko) FxiOS/11.6h9019.0 Mobile/24C102 Safari/536.2",
"session_id": "007c2e0f-2286-49e7-b43b-ca4f8a144... | cookcraig | lambda_execution | null | null | null | No additional info | Cloud lambda_execution in OCI by cookcraig No additional info | null | null | null | null | null | null | null | null | null | OCI | res-4632d0c1 | null | null | null | null | null | null | null | null | null | null |
963f4922-6f8c-40ff-8e57-7203583d67d2 | 2025-05-27T06:40:53 | cloud | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|low| desc=Cloud lambda_execution in Azure by greenstephen MITRE Technique: T1190 | {
"geo_location": "Swaziland",
"device_hash": "2f8d8a04f92cc790266dc2d1592ab3c1f32986f79278e5ecf0665db6a00dc9fe",
"user_agent": "Opera/9.14.(Windows CE; wa-BE) Presto/2.9.161 Version/10.00",
"session_id": "8215db5a-67df-4edb-b9ca-ce7d0293b253",
"risk_score": 77.93,
"confidence": 0.37
} | greenstephen | lambda_execution | null | null | null | MITRE Technique: T1190 | Cloud lambda_execution in Azure by greenstephen MITRE Technique: T1190 | null | null | null | null | null | null | null | null | null | Azure | res-21b726f8 | null | null | null | null | null | null | null | null | null | null |
6c31c9c0-9ed7-4c1f-b277-59a64eb93654 | 2025-05-12T01:00:22 | network | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|medium| desc=Network disconnection from 39.198.122.199 to 34.212.31.172 MITRE Technique: T1574.002 noise=RGVjaXNpb24u | {
"geo_location": "Korea",
"device_hash": "4e329e0bcf09684fe89c351f46557bae13b63f5a",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/5949-03-10 21:25:41 Firefox/3.8",
"session_id": "136df549-28ef-4d9d-a2da-3d1811fe190a",
"risk_score": 43.24,
"confidence": 1
} | null | disconnection | null | null | null | MITRE Technique: T1574.002 | Network disconnection from 39.198.122.199 to 34.212.31.172 MITRE Technique: T1574.002 | null | null | null | null | 39.198.122.199 | 34.212.31.172 | null | null | null | null | null | null | null | null | null | null | TCP | 163,120 | null | null | null |
0b4806b8-422d-4767-a0dd-5a59065c0151 | 2025-01-25T05:10:58 | iot | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|info| desc=IoT device HVAC physical_tamper No additional info | {
"geo_location": "Micronesia",
"device_hash": "47f9b3333e552a2fff07700eff706a56",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_4 rv:2.0; ks-IN) AppleWebKit/533.50.4 (KHTML, like Gecko) Version/5.0 Safari/533.50.4",
"session_id": "86dad7d7-10eb-4cb1-9415-813fd8ecc454",
"risk_score": 17.49,
"co... | null | physical_tamper | null | null | null | No additional info | IoT device HVAC physical_tamper No additional info | null | HVAC | iot-42d948f4 | 1.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3af2ae4b-1faf-4aa6-83a2-929952aaf24f | 2025-04-03T00:49:43 | network | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|critical| desc=Network latency_spike from 66.41.125.183 to 10.139.155.44 Unconventional IOC: Bios timestamp anomalies | {
"geo_location": "Ghana",
"device_hash": "5c97b43da103ba7ceb6429fea91d0995fadac4a1b456c4e658744aa7977dacba",
"user_agent": "Mozilla/5.0 (Linux; Android 1.6) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/42.0.820.0 Safari/534.1",
"session_id": "926985f3-55ee-45bb-a4ca-f2188ca936e5",
"risk_score": 48.52,
"con... | null | latency_spike | null | null | null | Unconventional IOC: Bios timestamp anomalies | Network latency_spike from 66.41.125.183 to 10.139.155.44 Unconventional IOC: Bios timestamp anomalies | null | null | null | null | 66.41.125.183 | 10.139.155.44 | null | null | null | null | null | null | null | null | null | null | HTTPS | 872,159 | null | null | null |
5bc5cd5f-ef5a-4802-b101-0e0891e768bb | 2025-03-19T21:18:04 | cloud | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|cloud|info| desc=Cloud permission_escalation in GCP by yangshelby MITRE Technique: T1078.004 | Associated Threat Actor: Lazarus Group | Unconventional IOC: Power consumption spikes | {
"geo_location": "India",
"device_hash": "e511f505f85f7e9b9703bfda714cbf497db44c72da4dc4a97eee475a3c65f815",
"user_agent": "Opera/9.30.(X11; Linux x86_64; nl-NL) Presto/2.9.190 Version/12.00",
"session_id": "89d30006-1d29-49ca-a302-2aaf14a4cdc2",
"risk_score": 61.48,
"confidence": 0.32
} | yangshelby | permission_escalation | null | null | null | MITRE Technique: T1078.004 | Associated Threat Actor: Lazarus Group | Unconventional IOC: Power consumption spikes | Cloud permission_escalation in GCP by yangshelby MITRE Technique: T1078.004 | Associated Threat Actor: Lazarus Group | Unconventional IOC: Power consumption spikes | null | null | null | null | null | null | null | null | null | GCP | res-26869cf3 | null | null | null | null | null | null | null | null | null | null |
a3b7596f-4ed0-4690-9011-08db8c7cdfb0 | 2025-01-27T11:59:24 | ids_alert | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|high| desc=ArcSight Alert: Domain Fronting detected from 5.198.242.66 targeting 171.96.60.34 MITRE Technique: T1543.003 | Associated Threat Actor: Cobalt Group | {
"geo_location": "Central African Republic",
"device_hash": "ed745de26d6f3d41f25fb6e001489e75",
"user_agent": "Mozilla/5.0 (Linux; Android 7.1.1) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/42.0.871.0 Safari/533.0",
"session_id": "bbf0aa3d-faac-4c6a-868c-21ac36935fed",
"risk_score": 73.41,
"confidence": 0... | null | null | null | null | null | MITRE Technique: T1543.003 | Associated Threat Actor: Cobalt Group | ArcSight Alert: Domain Fronting detected from 5.198.242.66 targeting 171.96.60.34 MITRE Technique: T1543.003 | Associated Threat Actor: Cobalt Group | null | null | null | null | 5.198.242.66 | 171.96.60.34 | Domain Fronting | SIG-3747 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
74ebefc7-42cb-4190-b6de-efa533a5833f | 2025-06-09T23:24:23 | cloud | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|info| desc=Cloud api_abuse in GCP by lfarmer No additional info | {
"geo_location": "Tuvalu",
"device_hash": "2328a9ffc8867a8163f4fb04e0ebafada63e2c773a103f369a414b57a8a170ab",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.1; Trident/5.0)",
"session_id": "d817b52d-5809-4c2b-a74e-022842a65cb1",
"risk_score": 34.36,
"confidence": 0.1
} | lfarmer | api_abuse | null | null | null | No additional info | Cloud api_abuse in GCP by lfarmer No additional info | null | null | null | null | null | null | null | null | null | GCP | res-1f9a6beb | null | null | null | null | null | null | null | null | null | null |
ddf32af7-ed0b-4528-8ece-c41eeb402190 | 2025-02-05T06:46:52 | iot | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|low| desc=IoT device Thermostat side_channel No additional info noise=fish|spend|simply | {
"geo_location": "Niue",
"device_hash": "91fde793c294fca56d606dfdefca7419a5d8277b992737d2a5cc2d4e14212550",
"user_agent": "Opera/8.58.(Windows NT 4.0; as-IN) Presto/2.9.160 Version/10.00",
"session_id": "6c4bdb6c-9625-4dff-bdf9-afe9e93c1d25",
"risk_score": 42.17,
"confidence": 0.18
} | null | side_channel | null | null | null | No additional info | IoT device Thermostat side_channel No additional info | null | Thermostat | iot-d3edfb15 | 6.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
64961768-2530-4f40-b204-5fa13030f633 | 2025-02-21T21:05:51 | cloud | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|low| desc=Cloud shadow_it in OCI by bradleyangela No additional info | {
"geo_location": "China",
"device_hash": "f2a92cb091b46d068d941c1d513458ad5b8421e2",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98; Win 9x 4.90) AppleWebKit/534.36.1 (KHTML, like Gecko) Version/5.0 Safari/534.36.1",
"session_id": "b1548b22-08ad-4ac4-b283-0612961d13eb",
"risk_score": 53.7,
"confidence"... | bradleyangela | shadow_it | null | null | null | No additional info | Cloud shadow_it in OCI by bradleyangela No additional info | {
"baseline_deviation": 2.65,
"entropy": 4.29,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | OCI | res-3773f96f | null | null | null | null | null | null | null | null | null | null |
ccd0da0d-43a3-453b-9a60-a82def60fc51 | 2025-05-25T21:30:43 | ai | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|high| desc=AI system api_abuse by jamesflores No additional info | {
"geo_location": "Benin",
"device_hash": "7f133058d13d1189a4b0105d948f70263d28e9538054532bbaea985f3a8aba13",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; or-IN) AppleWebKit/531.27.5 (KHTML, like Gecko) Version/4.0.5 Mobile/8B111 Safari/6531.27.5",
"session_id": "6ca50109-36c3-4dcc-9053... | jamesflores | api_abuse | null | null | null | No additional info | AI system api_abuse by jamesflores No additional info | null | null | null | null | null | null | null | null | null | null | null | model-9757e511 | 11123205b4963290b6a7c2ae441de5d5a92723552f14cef182e774201560cb0f | ffd6baa8f0a9e71ff0d84b1d970f04a5a0d66d81 | null | null | null | null | null | null | null |
c764be7b-c9cb-4f24-88c6-5eb9d145a826 | 2022-11-17T09:08:46 | 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: Cloud API Abuse detected from 10.169.252.89 targeting 150.70.219.168 MITRE Technique: T1547.001 | {
"geo_location": "Bermuda",
"device_hash": "4719b42f7a5966493eca54034ee88db666f63a61",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/36.0.824.0 Safari/535.2",
"session_id": "f135b913-826b-498c-8fbe-6d6cdd571f33",
"risk_score": 48.75,
"confidence": 0.25
} | null | null | null | null | null | MITRE Technique: T1547.001 | Vectra AI Alert: Cloud API Abuse detected from 10.169.252.89 targeting 150.70.219.168 MITRE Technique: T1547.001 | null | null | null | null | 10.169.252.89 | 150.70.219.168 | Cloud API Abuse | SIG-1664 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
ea09f446-325e-45bd-9ee9-a2d0f5169914 | 2025-03-14T23:54:55 | cloud | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|high| desc=Cloud instance_creation in OCI by amandabennett MITRE Technique: T1053.005 | Associated Threat Actor: Kimsuky | {
"geo_location": "Mauritius",
"device_hash": "0e2e197b5a661d03ca825a47326daf8d74917d54",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 1_1_5 like Mac OS X) AppleWebKit/535.0 (KHTML, like Gecko) FxiOS/12.8m1922.0 Mobile/08O264 Safari/535.0",
"session_id": "e3b81fea-dc0a-4e54-8d2f-22d6809b3f61",
"risk_score": ... | amandabennett | instance_creation | null | null | null | MITRE Technique: T1053.005 | Associated Threat Actor: Kimsuky | Cloud instance_creation in OCI by amandabennett MITRE Technique: T1053.005 | Associated Threat Actor: Kimsuky | null | null | null | null | null | null | null | null | null | OCI | res-2ac8f8ae | null | null | null | null | null | null | null | null | null | null |
44bd8666-ee05-43ae-a130-396048c6582f | 2025-06-27T04:32:58 | endpoint | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|info| desc=Endpoint registry_change /dinner/fall.wav by gmurphy No additional info | {
"geo_location": "British Indian Ocean Territory (Chagos Archipelago)",
"device_hash": "36c32824769045f6ed96d90a5d419f524e3f5664",
"user_agent": "Opera/9.88.(Windows NT 4.0; wal-ET) Presto/2.9.167 Version/12.00",
"session_id": "b6a41a48-5f3d-4692-bf0b-ab92cc3e8462",
"risk_score": 34.78,
"confidence": 0.25
... | gmurphy | registry_change | /dinner/fall.wav | 9,091 | svchost.exe | No additional info | Endpoint registry_change /dinner/fall.wav by gmurphy No additional info | {
"baseline_deviation": 1.42,
"entropy": 4.49,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
afb58495-bb35-4afa-bc11-446e3a259fef | 2025-02-26T03:07:33 | auth | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|high| desc=Auth bypass for loganchristopher via biometric from 76.4.44.12 No additional info | {
"geo_location": "Bahamas",
"device_hash": "8061e9c035fb00c8e74abc0d0cd2a8e0c126e2e1ce936f4850e23d1a98545bcb",
"user_agent": "Mozilla/5.0 (Android 10; Mobile; rv:18.0) Gecko/18.0 Firefox/18.0",
"session_id": "713b995d-37df-493d-8f56-45fbd72e631e",
"risk_score": 48.06,
"confidence": 0.76
} | loganchristopher | bypass | null | null | null | No additional info | Auth bypass for loganchristopher via biometric from 76.4.44.12 No additional info | null | null | null | null | 76.4.44.12 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 56:7f:8c:4d:8b:e1 |
17a103bb-d65b-4567-a5c9-6db4af97cfa9 | 2025-04-23T17:35:20 | ai | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|info| desc=AI system training_data_poisoning by carlos15 No additional info | {
"geo_location": "Iceland",
"device_hash": "d4f35a3f39597fd232ce39da98493fc956e2053f",
"user_agent": "Opera/8.19.(X11; Linux i686; yo-NG) Presto/2.9.160 Version/12.00",
"session_id": "98a2ebe0-d051-425a-8c8c-5ddd6e8edb05",
"risk_score": 56.06,
"confidence": 0.96
} | carlos15 | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by carlos15 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-7130b288 | 40bc670513e4b77312538543265868486c8ea7f00c59b45a5ec8c4efe03219c0 | cbb6fc383f44f5bc50a140ffc396cb7110594b05 | null | null | null | null | null | null | null |
e3f78af4-61ea-4e54-8b74-0047e496f4fb | 2025-05-11T19:17:22 | firewall | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|info| desc=Firewall drop RDP traffic from 60.108.190.184:993 to 10.228.213.73:760 No additional info | {
"geo_location": "Moldova",
"device_hash": "97c7746e5728e55bedc77aa84d46346153547118",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 95) AppleWebKit/535.7.3 (KHTML, like Gecko) Version/5.0.3 Safari/535.7.3",
"session_id": "d3281f50-904f-47fc-b0fb-71381629ace9",
"risk_score": 34.53,
"confidence": 0.09
} | null | drop | null | null | null | No additional info | Firewall drop RDP traffic from 60.108.190.184:993 to 10.228.213.73:760 No additional info | null | null | null | null | 60.108.190.184 | 10.228.213.73 | null | null | null | null | null | null | null | null | 993 | 760 | RDP | 170,190 | 2,508 | null | null |
0905be85-168b-4058-bfad-aa3a723077d3 | 2025-03-09T20:22:20 | endpoint | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint driver_load chance by nvazquez MITRE Technique: T1547.001 | {
"geo_location": "Maldives",
"device_hash": "9eacfb3ff72e7e4a0306bbc68d43fcbdc029624d6103a0af8b8d85af20db9b8a",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 1_1_5 like Mac OS X) AppleWebKit/535.2 (KHTML, like Gecko) CriOS/25.0.835.0 Mobile/19K022 Safari/535.2",
"session_id": "707be055-2511-4bab-a2a2-8c6ba... | nvazquez | driver_load | chance | 9,276 | svchost.exe | MITRE Technique: T1547.001 | Endpoint driver_load chance by nvazquez MITRE Technique: T1547.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
14c766fa-e7e7-4387-8e28-7ef2187b732e | 2025-03-12T16:01:09 | ai | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|low| desc=AI system model_access by sandramaldonado No additional info | {
"geo_location": "Croatia",
"device_hash": "6b05fef3b1a311462a42c79c11e08398c3cc1b46",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 14_2_1 like Mac OS X) AppleWebKit/533.0 (KHTML, like Gecko) CriOS/56.0.863.0 Mobile/56M455 Safari/533.0",
"session_id": "1f47ab8e-8b68-4f6e-9e8a-845d30513ae2",
"risk_score"... | sandramaldonado | model_access | null | null | null | No additional info | AI system model_access by sandramaldonado No additional info | null | null | null | null | null | null | null | null | null | null | null | model-21b0af73 | 6477a1694654e6e8ac7c5eb92bdc82c62675b74f84373121229287a328682067 | e495ee3c503b67c2e96dcdfc86fe6e85 | null | null | null | null | null | null | null |
1fc7bdc8-a12b-4323-bac4-d1e14162ebc0 | 2025-02-22T18:48:39 | iot | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Medical sensor_spoofing MITRE Technique: T1566.001 | {
"geo_location": "Korea",
"device_hash": "c9e9e09804db0c90b160337588af1bf94606d7f2",
"user_agent": "Opera/8.18.(Windows NT 6.1; ha-NG) Presto/2.9.160 Version/10.00",
"session_id": "e23ae4bc-ff36-4de0-974c-e5bf070df362",
"risk_score": 50.62,
"confidence": 0.48
} | null | sensor_spoofing | null | null | null | MITRE Technique: T1566.001 | IoT device Medical sensor_spoofing MITRE Technique: T1566.001 | {
"baseline_deviation": 2.04,
"entropy": 7.63,
"frequency_anomaly": false,
"sequence_anomaly": true
} | Medical | iot-c3792fb7 | 5.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8d03a901-d637-4ad4-9a33-7385d892e741 | 2025-05-28T05:04:37 | ids_alert | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|high| desc=CrowdStrike Alert: Cloud API Abuse detected from 193.103.81.64 targeting 65.62.94.47 MITRE Technique: T1547.001 | {
"geo_location": "Palau",
"device_hash": "e97abea90bef0fd925020e7767237dd3",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; zh-HK) AppleWebKit/534.13.5 (KHTML, like Gecko) Version/4.0.5 Mobile/8B118 Safari/6534.13.5",
"session_id": "10c30367-b401-41ad-a71f-0bb636ea7285",
"risk_score": ... | null | null | null | null | null | MITRE Technique: T1547.001 | CrowdStrike Alert: Cloud API Abuse detected from 193.103.81.64 targeting 65.62.94.47 MITRE Technique: T1547.001 | {
"baseline_deviation": 1.2,
"entropy": 5.46,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 193.103.81.64 | 65.62.94.47 | Cloud API Abuse | SIG-6161 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
2caecf90-e38e-4734-9bfb-fbf39acc973c | 2025-01-25T04:20:33 | firewall | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|medium| desc=Firewall quarantine UDP traffic from 106.230.237.78:1675 to 210.127.63.182:16460 Associated Threat Actor: APT38 | Unconventional IOC: TPM attestation failures | {
"geo_location": "Sweden",
"device_hash": "02c284558cd46e61c562f187e883edfe612a0bf3",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_12_8; rv:1.9.4.20) Gecko/4607-07-06 08:34:00 Firefox/7.0",
"session_id": "f7b360ba-d3ef-4afb-80cb-5656d7ef189a",
"risk_score": 35.98,
"confidence": 0.57
} | null | quarantine | null | null | null | Associated Threat Actor: APT38 | Unconventional IOC: TPM attestation failures | Firewall quarantine UDP traffic from 106.230.237.78:1675 to 210.127.63.182:16460 Associated Threat Actor: APT38 | Unconventional IOC: TPM attestation failures | {
"baseline_deviation": 1.1,
"entropy": 3.85,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 106.230.237.78 | 210.127.63.182 | null | null | null | null | null | null | null | null | 1,675 | 16,460 | UDP | 635,657 | 167 | null | null |
895d02fc-f507-4f1a-be0e-d85ef4c0d666 | 2025-07-07T14:01:18 | auth | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|medium| desc=Auth challenge for dnelson via OAuth from 148.105.79.3 No additional info | {
"geo_location": "Bhutan",
"device_hash": "19e23d852ddc62cbadd04576b5e02a9ea2037a12",
"user_agent": "Opera/9.73.(X11; Linux i686; my-MM) Presto/2.9.176 Version/10.00",
"session_id": "13e1e2a0-4626-4afa-85c7-ec82a864352a",
"risk_score": 49.94,
"confidence": 0.96
} | dnelson | challenge | null | null | null | No additional info | Auth challenge for dnelson via OAuth from 148.105.79.3 No additional info | {
"baseline_deviation": 2.7,
"entropy": 6.5,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 148.105.79.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | f3:af:34:e7:58:00 |
15f6b252-3048-4cc2-af76-ba0f462abd38 | 2025-01-19T21:17:57 | firewall | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|low| desc=Firewall quarantine RDP traffic from 98.191.183.7:246 to 10.28.65.118:904 MITRE Technique: T1059.001 noise=S25vd2xlZGdlLg== | {
"geo_location": "Falkland Islands (Malvinas)",
"device_hash": "42bf3c0147efc9e38d0ab45d8676dc944e10de60ff9fb39ffba8337609188318",
"user_agent": "Opera/9.30.(X11; Linux i686; ht-HT) Presto/2.9.186 Version/11.00",
"session_id": "a169eb8c-f3cb-4df5-99c0-094862e2c0ac",
"risk_score": 57.67,
"confidence": 0.37
... | null | quarantine | null | null | null | MITRE Technique: T1059.001 | Firewall quarantine RDP traffic from 98.191.183.7:246 to 10.28.65.118:904 MITRE Technique: T1059.001 | null | null | null | null | 98.191.183.7 | 10.28.65.118 | null | null | null | null | null | null | null | null | 246 | 904 | RDP | 313,150 | 2,880 | null | null |
e4516aba-422d-4d91-a52b-e042874f4806 | 2025-06-13T03:09:28 | endpoint | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint registry_change /responsibility/once.webm by kathryn13 No additional info | {
"geo_location": "Croatia",
"device_hash": "d852d3ce328c7046841c8f9cab62dd48ede65d70",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; cy-GB) AppleWebKit/532.50.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B114 Safari/6532.50.7",
"session_id": "e28f3026-a8b9-4294-8244-eb41cfa7d39c",
"ris... | kathryn13 | registry_change | /responsibility/once.webm | 2,754 | cmd.exe | No additional info | Endpoint registry_change /responsibility/once.webm by kathryn13 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
353cfbf9-f769-4f85-91c5-646fd0a72f14 | 2025-03-25T16:06:48 | iot | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|critical| desc=IoT device Medical battery_drain No additional info | {
"geo_location": "Saint Kitts and Nevis",
"device_hash": "1215b4dbf7921f4ed8c674ceb904c77a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Trident/4.0)",
"session_id": "a73418c4-289a-4290-a766-74aeb707b42e",
"risk_score": 50.41,
"confidence": 0.05
} | null | battery_drain | null | null | null | No additional info | IoT device Medical battery_drain No additional info | null | Medical | iot-53e6151e | 5.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2f4487f8-3ce9-4271-b493-7fcf95939bd6 | 2025-03-03T17:06:57 | ai | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|low| desc=AI system model_inversion by omiller No additional info | {
"geo_location": "Tajikistan",
"device_hash": "590fd6082e6f9d6ecc19557b259e93c0d015be273d59a59240e790c73a132665",
"user_agent": "Opera/8.74.(Windows 98; ru-RU) Presto/2.9.185 Version/10.00",
"session_id": "e3c2bca6-926e-445d-be7c-d65eabbef167",
"risk_score": 43.37,
"confidence": 0.2
} | omiller | model_inversion | null | null | null | No additional info | AI system model_inversion by omiller No additional info | null | null | null | null | null | null | null | null | null | null | null | model-21b5ac4e | 3b95d1b5bd2da5e16c6f26f38b5d54b931524fd2bc6d47c629fdea901b358d07 | 1f73203060cf4efd48490f5716da5915 | null | null | null | null | null | null | null |
0ae96495-b4f4-4ce2-a543-33bf6623e19e | 2025-04-05T05:13:14 | endpoint | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint registry_change leader by dcardenas MITRE Technique: T1543.003 noise=app | {
"geo_location": "Nigeria",
"device_hash": "61ec2d82f8018598652a53e24a9f809364188a8e939ff8befc8555a657a467c2",
"user_agent": "Opera/8.53.(Windows NT 6.0; en-NZ) Presto/2.9.161 Version/10.00",
"session_id": "34fcd556-b0c4-4ffc-9b88-e7b17edc8a21",
"risk_score": 42.18,
"confidence": 0.99
} | dcardenas | registry_change | leader | 2,809 | svchost.exe | MITRE Technique: T1543.003 | Endpoint registry_change leader by dcardenas MITRE Technique: T1543.003 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d6c80426-f67c-44df-9d24-a306a755cdd8 | 2029-03-07T21:35:12 | endpoint | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|high| desc=Endpoint persistence_mechanism worry by stevenlawson No additional info noise=DC28CC9A | {
"geo_location": "Lesotho",
"device_hash": "e2a3a8bccbb76db847121b1cd4386abae010cdd4a6be2b43639b074ee6f3dc0b",
"user_agent": "Mozilla/5.0 (Linux; Android 4.4.1) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/21.0.811.0 Safari/531.2",
"session_id": "22cf1cd5-f351-45f1-8b04-dfe0c78f687e",
"risk_score": 65.62,
... | stevenlawson | persistence_mechanism | worry | 5,823 | explorer.exe | No additional info | Endpoint persistence_mechanism worry by stevenlawson No additional info | {
"baseline_deviation": 1.64,
"entropy": 6.23,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
bdc49829-e2ca-4907-b944-b37892b95e79 | 2025-03-09T02:19:26 | network | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|low| desc=Network bandwidth_usage from 13.190.87.70 to 15.248.61.127 No additional info | {
"geo_location": "Costa Rica",
"device_hash": "19e3b13cfb81dff4a949b19760640c9e",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 9_3_6 like Mac OS X) AppleWebKit/534.1 (KHTML, like Gecko) CriOS/39.0.899.0 Mobile/89U877 Safari/534.1",
"session_id": "b90039ba-c913-4a85-b83f-4d39ca7d1a67",
"risk_score": 54.2... | null | bandwidth_usage | null | null | null | No additional info | Network bandwidth_usage from 13.190.87.70 to 15.248.61.127 No additional info | null | null | null | null | 13.190.87.70 | 15.248.61.127 | null | null | null | null | null | null | null | null | null | null | UDP | 352,662 | null | null | null |
0fbb958e-d432-4619-8b11-c7f78055faf0 | 2025-03-10T19:05:23 | network | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|critical| desc=Network disconnection from 12.71.101.226 to 23.161.19.46 No additional info | {
"geo_location": "Brazil",
"device_hash": "c2aefc7f8c796c4f774e05e140701fda5ee19797f6e7d9435e27db753d1e8107",
"user_agent": "Opera/9.73.(X11; Linux x86_64; wa-BE) Presto/2.9.190 Version/12.00",
"session_id": "9d692816-b2f2-4bbc-9e41-ebe2acbfdf5b",
"risk_score": 40.72,
"confidence": 0.04
} | null | disconnection | null | null | null | No additional info | Network disconnection from 12.71.101.226 to 23.161.19.46 No additional info | null | null | null | null | 12.71.101.226 | 23.161.19.46 | null | null | null | null | null | null | null | null | null | null | ICMP | 936,233 | null | null | null |
18511d98-fd5e-4d05-9a25-c89562accf03 | 2025-01-19T04:24:28 | ids_alert | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|high| desc=Trellix Alert: Cloud API Abuse detected from 173.17.136.244 targeting 163.206.155.53 MITRE Technique: T1053.005 | Unconventional IOC: Power consumption spikes | {
"geo_location": "Norway",
"device_hash": "b42e42738f35371fc6a3debb7f53ba54c2bdb4f3",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_6_5 rv:6.0; ka-GE) AppleWebKit/531.27.3 (KHTML, like Gecko) Version/5.0.4 Safari/531.27.3",
"session_id": "57bdac06-90b3-4d52-877a-16cbc42e021d",
"risk_score": 33.74... | null | null | null | null | null | MITRE Technique: T1053.005 | Unconventional IOC: Power consumption spikes | Trellix Alert: Cloud API Abuse detected from 173.17.136.244 targeting 163.206.155.53 MITRE Technique: T1053.005 | Unconventional IOC: Power consumption spikes | null | null | null | null | 173.17.136.244 | 163.206.155.53 | Cloud API Abuse | SIG-4414 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
f5cd8c51-a68a-4e92-9eee-c793578df202 | 2024-03-05T02:19:03 | firewall | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|high| desc=Firewall allow HTTP traffic from 28.120.66.164:301 to 10.131.235.56:142 No additional info | {
"geo_location": "Burkina Faso",
"device_hash": "4e811b980f5c82b4de55ad88f0416b1649b4c06de1811298183274083facdf0e",
"user_agent": "Opera/9.65.(X11; Linux i686; af-ZA) Presto/2.9.175 Version/10.00",
"session_id": "010e51bf-0f96-4516-8a60-cd7e83f3ef1b",
"risk_score": 78.29,
"confidence": 0.89
} | null | allow | null | null | null | No additional info | Firewall allow HTTP traffic from 28.120.66.164:301 to 10.131.235.56:142 No additional info | null | null | null | null | 28.120.66.164 | 10.131.235.56 | null | null | null | null | null | null | null | null | 301 | 142 | HTTP | 571,321 | 413 | null | null |
77424f4b-a884-4332-a489-1a866df4dd09 | 2029-02-04T09:58:14 | cloud | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|cloud|info| desc=Cloud config_change in Alibaba by friley MITRE Technique: T1486 | Cross-tenant access detected noise=become|successful|real | {
"geo_location": "Honduras",
"device_hash": "51c7356ad5ab9abc8faccc4a921f815ab18af799",
"user_agent": "Opera/9.28.(Windows NT 10.0; sw-KE) Presto/2.9.181 Version/10.00",
"session_id": "ad4af0eb-d7fd-4259-a0c6-92a4944b7039",
"risk_score": 16.02,
"confidence": 0.31
} | friley | config_change | null | null | null | MITRE Technique: T1486 | Cross-tenant access detected | Cloud config_change in Alibaba by friley MITRE Technique: T1486 | Cross-tenant access detected | null | null | null | null | null | null | null | null | null | Alibaba | res-acc62a6d | null | null | null | null | null | null | null | null | null | null |
856ed525-bf53-48c9-89ec-d41d351766e9 | 2025-05-17T04:30:12 | auth | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|low| desc=Auth failed for lauren10 via password from 47.253.212.202 Unconventional IOC: Power consumption spikes | {
"geo_location": "Bouvet Island (Bouvetoya)",
"device_hash": "1a8bc193e6d395f8c94f7225e2d31f80067dd5e8",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.1) AppleWebKit/534.25.1 (KHTML, like Gecko) Version/5.0.1 Safari/534.25.1",
"session_id": "37c702d5-61a5-41e5-90e5-fd87c2d411be",
"risk_score": 65.2,
... | lauren10 | failed | null | null | null | Unconventional IOC: Power consumption spikes | Auth failed for lauren10 via password from 47.253.212.202 Unconventional IOC: Power consumption spikes | null | null | null | null | 47.253.212.202 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | b0:6d:dc:2f:3a:6c |
add8d444-0a37-4304-a3a8-a950ad7af212 | 2025-01-23T02:59:35 | network | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|info| desc=Network covert_channel from 86.35.44.239 to 45.131.103.202 MITRE Technique: T1059.001 | Associated Threat Actor: Scattered Spider | DGA domain detected noise=story|tend|party | {
"geo_location": "Kenya",
"device_hash": "eb409b3d9db47c31e0a0d730c9f18dd580e67002",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 14_8_1 like Mac OS X) AppleWebKit/531.2 (KHTML, like Gecko) CriOS/27.0.873.0 Mobile/36F312 Safari/531.2",
"session_id": "a1925291-7316-4bce-bab0-0827a3a0d875",
"risk_score": ... | null | covert_channel | null | null | null | MITRE Technique: T1059.001 | Associated Threat Actor: Scattered Spider | DGA domain detected | Network covert_channel from 86.35.44.239 to 45.131.103.202 MITRE Technique: T1059.001 | Associated Threat Actor: Scattered Spider | DGA domain detected | null | null | null | null | 86.35.44.239 | 45.131.103.202 | null | null | null | null | null | null | null | null | null | null | UDP | 282,583 | null | null | null |
5cc4cbff-698f-4994-bcfc-249e87003218 | 2025-01-13T04:20:32 | ids_alert | Suricata v6.0.10 | emergency | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|emergency| desc=Suricata Alert: AI Model Poisoning detected from 42.101.112.199 targeting 179.128.149.213 No additional info | {
"geo_location": "Mauritius",
"device_hash": "07e90fc365f5494f5705a43021725a2cf71f7877",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.2; Trident/3.0)",
"session_id": "f573cdc8-6fb3-4e38-ba3d-12d9357a2051",
"risk_score": 48.28,
"confidence": 0.88
} | null | null | null | null | null | No additional info | Suricata Alert: AI Model Poisoning detected from 42.101.112.199 targeting 179.128.149.213 No additional info | null | null | null | null | 42.101.112.199 | 179.128.149.213 | AI Model Poisoning | SIG-2258 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
979a6849-22fa-418a-b090-207b9d0459db | 2025-01-24T17:54:59 | auth | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|medium| desc=Auth bypass for itaylor via MFA from 10.245.12.98 No additional info | {
"geo_location": "Germany",
"device_hash": "a39739a0b57cbcd8dc92fa63f7eb6730",
"user_agent": "Mozilla/5.0 (Android 2.2.2; Mobile; rv:15.0) Gecko/15.0 Firefox/15.0",
"session_id": "b8115003-f4d1-4b65-849b-11c28ed4c037",
"risk_score": 28.28,
"confidence": 0.88
} | itaylor | bypass | null | null | null | No additional info | Auth bypass for itaylor via MFA from 10.245.12.98 No additional info | null | null | null | null | 10.245.12.98 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 28:d6:98:54:f7:3e |
39bb7ac8-f463-4bed-bc63-2c38b0f00fbb | 2025-03-12T06:54:49 | network | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|high| desc=Network data_exfiltration from 118.79.31.179 to 118.163.167.4 No additional info | {
"geo_location": "North Korea",
"device_hash": "62c22558ad2dbfc482cdeed73a64ff9eaf98f2a3",
"user_agent": "Opera/9.45.(X11; Linux i686; sv-SE) Presto/2.9.180 Version/10.00",
"session_id": "12856e94-f851-400c-b627-b27c11c207d5",
"risk_score": 48.81,
"confidence": 0.23
} | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 118.79.31.179 to 118.163.167.4 No additional info | null | null | null | null | 118.79.31.179 | 118.163.167.4 | null | null | null | null | null | null | null | null | null | null | HTTP | 352,335 | null | null | null |
0f487496-ba65-4964-8204-f3efbe5c1464 | 2025-06-26T14:54:04 | firewall | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|medium| desc=Firewall inspect HTTPS traffic from 20.102.220.137:342 to 73.2.75.65:612 No additional info | {
"geo_location": "Mongolia",
"device_hash": "3e7de1762a7f9a332a69758791f338a2",
"user_agent": "Mozilla/5.0 (Windows 95; oc-FR; rv:1.9.2.20) Gecko/6162-08-03 05:07:52 Firefox/3.6.17",
"session_id": "49f08592-5e29-4ff6-8cb3-0fb6287b00b0",
"risk_score": 55.54,
"confidence": 0.31
} | null | inspect | null | null | null | No additional info | Firewall inspect HTTPS traffic from 20.102.220.137:342 to 73.2.75.65:612 No additional info | null | null | null | null | 20.102.220.137 | 73.2.75.65 | null | null | null | null | null | null | null | null | 342 | 612 | HTTPS | 368,155 | 2,914 | null | null |
bc73e779-73d7-4209-97f9-50ef6fab0f47 | 2025-04-05T12:27:05 | firewall | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|info| desc=Firewall quarantine HTTPS traffic from 137.3.166.88:963 to 36.91.232.144:872 No additional info | {
"geo_location": "Chad",
"device_hash": "4a91f5e7506933dbfaf09e2028882231",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_11_2; rv:1.9.3.20) Gecko/5749-10-11 22:09:04 Firefox/3.6.20",
"session_id": "2c587f1a-c12a-4ea6-9e29-ab1ddab1057d",
"risk_score": 73.14,
"confidence": 0.08
} | null | quarantine | null | null | null | No additional info | Firewall quarantine HTTPS traffic from 137.3.166.88:963 to 36.91.232.144:872 No additional info | null | null | null | null | 137.3.166.88 | 36.91.232.144 | null | null | null | null | null | null | null | null | 963 | 872 | HTTPS | 678,442 | 1,032 | null | null |
2c15e90e-10f7-4f6d-b35f-0b49f6f90369 | 2025-06-01T03:37:16 | iot | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|medium| desc=IoT device Medical sensor_spoofing MITRE Technique: T1543.003 | {
"geo_location": "Suriname",
"device_hash": "9a40320551e9617efc635a4081265ad0",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; xh-ZA) AppleWebKit/533.18.7 (KHTML, like Gecko) Version/3.0.5 Mobile/8B116 Safari/6533.18.7",
"session_id": "3808dc14-1de1-4024-b9be-b9b94b5f96c7",
"risk_score... | null | sensor_spoofing | null | null | null | MITRE Technique: T1543.003 | IoT device Medical sensor_spoofing MITRE Technique: T1543.003 | null | Medical | iot-be16df18 | 1.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
309cd531-3c52-464c-88a4-41e1bd0e324e | 2025-03-12T02:01:24 | firewall | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|high| desc=Firewall deny SSH traffic from 58.187.156.215:52 to 87.139.189.52:999 MITRE Technique: T1190 noise=blog/explore/category | {
"geo_location": "Uganda",
"device_hash": "9f1f872addf172fc8b0398a926dd70ed610e46694b365451994c4f994ab87d1b",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_6_6) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/26.0.809.0 Safari/536.0",
"session_id": "0ab47dea-5297-4c16-9e98-985621c812c4",
"risk_sco... | null | deny | null | null | null | MITRE Technique: T1190 | Firewall deny SSH traffic from 58.187.156.215:52 to 87.139.189.52:999 MITRE Technique: T1190 | null | null | null | null | 58.187.156.215 | 87.139.189.52 | null | null | null | null | null | null | null | null | 52 | 999 | SSH | 366,173 | 738 | null | null |
1f34ee41-9813-4746-9f98-2377f1a5cf9f | 2025-06-11T09:45:27 | cloud | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|critical| desc=Cloud lambda_execution in Alibaba by grayalexandra No additional info | {
"geo_location": "Indonesia",
"device_hash": "808a1ba941abb8b16e9085184cd79595",
"user_agent": "Mozilla/5.0 (Windows NT 5.01; ik-CA; rv:1.9.1.20) Gecko/6463-11-06 09:31:12 Firefox/3.8",
"session_id": "4c8cb70a-cec6-4ff9-b25a-63cd0f5734b8",
"risk_score": 69.42,
"confidence": 0.69
} | grayalexandra | lambda_execution | null | null | null | No additional info | Cloud lambda_execution in Alibaba by grayalexandra No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-0e5cadf1 | null | null | null | null | null | null | null | null | null | null |
c48fe16e-3c88-4a0b-8bcd-7405b82b5bc6 | 2025-02-23T03:52:56 | network | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|info| desc=Network bandwidth_usage from 56.2.45.119 to 78.237.244.77 No additional info | {
"geo_location": "New Zealand",
"device_hash": "b3bb2517c6722ecdde70f161015638ad2d5f25157d0c487eae905e82453007ea",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_7_8 rv:6.0; pa-IN) AppleWebKit/534.15.6 (KHTML, like Gecko) Version/5.1 Safari/534.15.6",
"session_id": "12588477-79cb-4ff4-a439-ad9a6e28e... | null | bandwidth_usage | null | null | null | No additional info | Network bandwidth_usage from 56.2.45.119 to 78.237.244.77 No additional info | null | null | null | null | 56.2.45.119 | 78.237.244.77 | null | null | null | null | null | null | null | null | null | null | ICMP | 977,560 | null | null | null |
c605e8be-dd2c-404d-a883-304b6cd724f2 | 2025-01-15T18:21:15 | iot | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|critical| desc=IoT device HVAC command_injection MITRE Technique: T1071.001 noise=admit|need|one | {
"geo_location": "Trinidad and Tobago",
"device_hash": "346aae8b6dfb1d8a9c988b1b3ce931adf9e7a6cd",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_11_9) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/30.0.828.0 Safari/536.2",
"session_id": "8c0a05d5-da76-40b7-be30-e2782c764021",
"risk_score": 70.34,
... | null | command_injection | null | null | null | MITRE Technique: T1071.001 | IoT device HVAC command_injection MITRE Technique: T1071.001 | null | HVAC | iot-8d157145 | 1.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0385cce2-6c48-4270-ba4b-08e75bf4812d | 2025-04-07T17:59:34 | ids_alert | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|low| desc=ArcSight Alert: DNS Tunneling detected from 10.23.129.233 targeting N/A No additional info | {
"geo_location": "New Caledonia",
"device_hash": "065c99cbbe3b501913ea128647fc94623713af5cff7fd746fdbf8cb6310cd178",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 2_2_1 like Mac OS X) AppleWebKit/536.0 (KHTML, like Gecko) CriOS/51.0.815.0 Mobile/99R158 Safari/536.0",
"session_id": "3161b610-2940-4f7e-b901-84d3... | null | null | null | null | null | No additional info | ArcSight Alert: DNS Tunneling detected from 10.23.129.233 targeting N/A No additional info | null | null | null | null | 10.23.129.233 | N/A | DNS Tunneling | SIG-3589 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
d0a25900-4b21-4792-836b-f19db2922f54 | 2025-06-26T01:45:13 | ids_alert | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|low| desc=LogRhythm Alert: Container Escape detected from 44.215.185.89 targeting 103.179.153.45 MITRE Technique: T1059.001 | {
"geo_location": "India",
"device_hash": "acc65f7566eab74ebd93f664f825799ca8aa3b8fa881d2ee17c2930158acab37",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_9_1 rv:3.0; mai-IN) AppleWebKit/532.22.1 (KHTML, like Gecko) Version/4.0.3 Safari/532.22.1",
"session_id": "257d6eb6-7103-41b0-959a-eab562797e... | null | null | null | null | null | MITRE Technique: T1059.001 | LogRhythm Alert: Container Escape detected from 44.215.185.89 targeting 103.179.153.45 MITRE Technique: T1059.001 | null | null | null | null | 44.215.185.89 | 103.179.153.45 | Container Escape | SIG-8853 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
e379f382-46b4-4e55-a764-b6d3943c3965 | 2025-01-29T20:20:06 | cloud | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|cloud|medium| desc=Cloud instance_creation in OCI by austinmonroe MITRE Technique: T1218.011 | {
"geo_location": "Antarctica (the territory South of 60 deg S)",
"device_hash": "f5a4fe1690c995d4de077e0cbc38fb6f725f6b46",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.6.20) Gecko/4101-08-08 13:44:36 Firefox/3.8",
"session_id": "91021d6f-5035-4b24-b7b4-2d41ce71223c",
"risk_score": 53.19,
"confide... | austinmonroe | instance_creation | null | null | null | MITRE Technique: T1218.011 | Cloud instance_creation in OCI by austinmonroe MITRE Technique: T1218.011 | null | null | null | null | null | null | null | null | null | OCI | res-3d12e880 | null | null | null | null | null | null | null | null | null | null |
b0064551-0a19-451d-af89-93231fc849c0 | 2022-07-24T21:16:53 | endpoint | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint registry_change /church/long.png by matthewdowns No additional info noise=explore/main | {
"geo_location": "American Samoa",
"device_hash": "ed024a8e81ea621f9cd4b0fa30cd2a0ee2153186",
"user_agent": "Opera/8.77.(X11; Linux i686; en-NG) Presto/2.9.184 Version/11.00",
"session_id": "d7d5d50e-4d36-4f4d-b408-8f90094757b7",
"risk_score": 12.84,
"confidence": 0.4
} | matthewdowns | registry_change | /church/long.png | 3,909 | svchost.exe | No additional info | Endpoint registry_change /church/long.png by matthewdowns No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
be4d2f11-5d61-40d5-9454-35d264fc3c19 | 2025-07-08T10:12:14 | ai | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|info| desc=AI system api_abuse by hansendavid No additional info noise=A9D2ECBE | {
"geo_location": "Switzerland",
"device_hash": "204c608090750f24b4b1d217e094cc9ddea6928e",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_6_5 rv:2.0; mi-NZ) AppleWebKit/535.3.6 (KHTML, like Gecko) Version/5.0 Safari/535.3.6",
"session_id": "68855672-f286-4795-80c1-7ecbab1fba13",
"risk_score": 41.5... | hansendavid | api_abuse | null | null | null | No additional info | AI system api_abuse by hansendavid No additional info | {
"baseline_deviation": 2.44,
"entropy": 7.51,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | model-b303c814 | e2a3a3a093c169cf5cddf356a03c3a7d008e70c2db4d880a9db8ae0bf5476531 | c2f57cc6e907e126b5cc8d5b3e3d1335a0942243ed983fe3c7949789c48fb81e | null | null | null | null | null | null | null |
a726885b-2c35-42df-90f6-d3cff0d2b23b | 2021-08-15T13:54:21 | endpoint | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|low| desc=Endpoint process_stop indeed by natalie13 No additional info | {
"geo_location": "France",
"device_hash": "411a921a488ec34048c104a07f8f609d7a35ad23b30e3b4b771d7498c473088e",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/22.0.878.0 Safari/533.1",
"session_id": "947924c6-ee39-4f56-a7f4-ee60ce53582c",
"risk_score": 42.66,
"con... | natalie13 | process_stop | indeed | 6,427 | explorer.exe | No additional info | Endpoint process_stop indeed by natalie13 No additional info | {
"baseline_deviation": 1.29,
"entropy": 5.45,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
740cc8a3-d75e-4792-90a7-d069df897eea | 2025-05-17T01:13:55 | endpoint | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|high| desc=Endpoint memory_injection /smile/anything.mp4 by xlarson No additional info | {
"geo_location": "Guyana",
"device_hash": "d7a3cd24425c6048aea61aa10ccb2746874d5903",
"user_agent": "Opera/9.45.(X11; Linux i686; pt-BR) Presto/2.9.172 Version/12.00",
"session_id": "a02f1f41-5baf-40e8-bae8-0d79b4fe5fab",
"risk_score": 62.96,
"confidence": 0.13
} | xlarson | memory_injection | /smile/anything.mp4 | 857 | powershell.exe | No additional info | Endpoint memory_injection /smile/anything.mp4 by xlarson No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
538b3414-b666-46de-b178-76165415bba9 | 2025-04-20T01:56:35 | iot | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|info| desc=IoT device HVAC battery_drain No additional info | {
"geo_location": "Jordan",
"device_hash": "c38da8ffdc4d2c85a39cadc8f5b0151a72ffa12bc970c6bf2f7a5fa8cfb0b091",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; ar-OM) AppleWebKit/532.1.6 (KHTML, like Gecko) Version/4.0.5 Mobile/8B118 Safari/6532.1.6",
"session_id": "c1ed6aaa-5c3f-4f8b-954b-... | null | battery_drain | null | null | null | No additional info | IoT device HVAC battery_drain No additional info | null | HVAC | iot-c79b4547 | 4.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e66bb607-213b-4f7a-8793-a0799d0653dd | 2025-04-20T03:11:10 | ids_alert | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ids_alert|low| desc=Splunk Alert: Supply Chain Compromise detected from 68.13.158.240 targeting N/A MITRE Technique: T1134.001 noise=U2luZ2xlLg== | {
"geo_location": "Tuvalu",
"device_hash": "a71e8af55d82e7e124e1e91b46d60bb1a38073c9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.2; Trident/4.1)",
"session_id": "9f3669af-1166-4b22-a454-1a150021b8e7",
"risk_score": 29.78,
"confidence": 0.27
} | null | null | null | null | null | MITRE Technique: T1134.001 | Splunk Alert: Supply Chain Compromise detected from 68.13.158.240 targeting N/A MITRE Technique: T1134.001 | null | null | null | null | 68.13.158.240 | N/A | Supply Chain Compromise | SIG-4042 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
8e857759-72a1-4543-9074-6f922aa1eaa2 | 2025-01-31T10:37:21 | ids_alert | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ids_alert|medium| desc=Elastic SIEM Alert: Zero-Day Exploit detected from 159.6.11.221 targeting N/A No additional info | {
"geo_location": "Botswana",
"device_hash": "db3ad0b9364a608f0b940e6398adba4cf1e67530473680b679618c07e444046f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.1; Trident/5.1)",
"session_id": "65c29615-3c95-45a5-bc59-3d57f12ac796",
"risk_score": 67.71,
"confidence": 0.12
} | null | null | null | null | null | No additional info | Elastic SIEM Alert: Zero-Day Exploit detected from 159.6.11.221 targeting N/A No additional info | null | null | null | null | 159.6.11.221 | N/A | Zero-Day Exploit | SIG-2696 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
159bb2ac-9aa5-4bc3-b34e-5e704f0ff2a5 | 2025-04-25T06:31:35 | iot | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|medium| desc=IoT device HVAC unusual_activity MITRE Technique: T1078.004 | {
"geo_location": "Saint Kitts and Nevis",
"device_hash": "c8bd273a90e09477481473cc70b44231",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 12_4_8 like Mac OS X) AppleWebKit/532.1 (KHTML, like Gecko) FxiOS/18.7j3633.0 Mobile/22S461 Safari/532.1",
"session_id": "9a559d52-d3e7-474a-8c31-eb81287610b1",
"risk_sco... | null | unusual_activity | null | null | null | MITRE Technique: T1078.004 | IoT device HVAC unusual_activity MITRE Technique: T1078.004 | null | HVAC | iot-0269d53d | 6.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
936f8ce4-a400-45b8-b7ec-4afb0f78b998 | 2025-03-25T02:35:29 | firewall | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall quarantine DNS traffic from 105.236.231.0:471 to 20.120.251.183:62342 No additional info | {
"geo_location": "Philippines",
"device_hash": "4af9b44e4bf528a4a4510ba10df5c542",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_0) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/57.0.863.0 Safari/532.0",
"session_id": "d77ba08f-fd8c-48a0-92e0-b9e6181cad55",
"risk_score": 64.63,
"confidence": 0.... | null | quarantine | null | null | null | No additional info | Firewall quarantine DNS traffic from 105.236.231.0:471 to 20.120.251.183:62342 No additional info | null | null | null | null | 105.236.231.0 | 20.120.251.183 | null | null | null | null | null | null | null | null | 471 | 62,342 | DNS | 771,516 | 876 | null | null |
09e268ce-3afd-4092-b6c0-c5735caf7bf2 | 2025-05-11T06:13:08 | auth | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|medium| desc=Auth timeout for william60 via SAML from 126.236.67.120 No additional info | {
"geo_location": "Sao Tome and Principe",
"device_hash": "8b560d1cfa0000f55ae7a845a396cf1a61e6fbbb",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/21.0.847.0 Safari/536.0",
"session_id": "713eec31-573e-4c6e-9012-309c2ebe4da2",
"risk_score": 60.79,
"confidence":... | william60 | timeout | null | null | null | No additional info | Auth timeout for william60 via SAML from 126.236.67.120 No additional info | null | null | null | null | 126.236.67.120 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | e4:45:ba:e7:33:83 |
a6692700-1a97-45b7-8c05-83e68c636a2f | 2025-01-30T07:24:19 | auth | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|info| desc=Auth locked for ianbush via key from 107.162.29.83 No additional info noise=AD572FEF | {
"geo_location": "Iraq",
"device_hash": "e3dfba84fe511824f4c95b8e01d22f47c5548e55",
"user_agent": "Mozilla/5.0 (Windows NT 11.0; wa-BE; rv:1.9.2.20) Gecko/7711-12-21 12:08:50 Firefox/3.6.5",
"session_id": "5d751e8e-fe12-48bd-98bc-55ad87190b27",
"risk_score": 28.14,
"confidence": 0.45
} | ianbush | locked | null | null | null | No additional info | Auth locked for ianbush via key from 107.162.29.83 No additional info | null | null | null | null | 107.162.29.83 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 4a:ac:c3:ef:54:85 |
37a426ad-25a7-427a-ad0f-566ae7c81fd2 | 2025-01-26T00:02:27 | ai | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ai|high| desc=AI system membership_inference by vangdiane MITRE Technique: T1110.003 | {
"geo_location": "Israel",
"device_hash": "e5c0fe85a62eff9133744746ed76801d53b662c8",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 3_1_3 like Mac OS X) AppleWebKit/535.0 (KHTML, like Gecko) FxiOS/16.1e2063.0 Mobile/10M240 Safari/535.0",
"session_id": "c45d9742-e52e-4657-9467-f42d0c94b452",
"risk_score": 48.... | vangdiane | membership_inference | null | null | null | MITRE Technique: T1110.003 | AI system membership_inference by vangdiane MITRE Technique: T1110.003 | null | null | null | null | null | null | null | null | null | null | null | model-36a0371e | d910ec3628c06f0669f0ff2a6b8042564966d29c84b0237feb25393e9684c114 | 7ce1ef7efc5e290a3152a9710e12f628d91417ae | null | null | null | null | null | null | null |
23c480cd-5aec-48e4-94f6-3598f6ca7684 | 2025-04-14T21:23:37 | iot | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|critical| desc=IoT device Camera protocol_violation No additional info | {
"geo_location": "Croatia",
"device_hash": "c691c9b3ccc600fe3e6d679636721b2b",
"user_agent": "Mozilla/5.0 (Windows NT 6.1) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/15.0.828.0 Safari/533.1",
"session_id": "8ecdb26c-1787-4ddd-80fe-402e846f42b4",
"risk_score": 44.77,
"confidence": 0.07
} | null | protocol_violation | null | null | null | No additional info | IoT device Camera protocol_violation No additional info | null | Camera | iot-e02dac1b | 7.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
afbaf47e-852d-4992-8a52-d9575a80c4e4 | 2025-06-06T23:52:14 | iot | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|high| desc=IoT device Camera protocol_violation Associated Threat Actor: Scattered Spider | {
"geo_location": "Honduras",
"device_hash": "e8cbf451cd926fe6795f80889b235c29",
"user_agent": "Opera/9.25.(Windows CE; el-CY) Presto/2.9.172 Version/10.00",
"session_id": "39c28a39-fbe4-4d9d-990f-c67345f869cf",
"risk_score": 52.96,
"confidence": 0.92
} | null | protocol_violation | null | null | null | Associated Threat Actor: Scattered Spider | IoT device Camera protocol_violation Associated Threat Actor: Scattered Spider | null | Camera | iot-d1ca3065 | 3.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
07f9ad52-f2f8-4f65-aaa3-2146d97bfd25 | 2025-06-20T02:27:16 | iot | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|critical| desc=IoT device Sensor firmware_update Associated Threat Actor: Cobalt Group | {
"geo_location": "China",
"device_hash": "df050e234c5c35cb5505f7a0d2e571d305423f4814338e78bd4edb6c80e90d87",
"user_agent": "Opera/8.74.(Windows NT 6.0; az-IN) Presto/2.9.162 Version/12.00",
"session_id": "e5348aa3-55b7-4d5a-a154-61d934d3a8ba",
"risk_score": 52.66,
"confidence": 0.25
} | null | firmware_update | null | null | null | Associated Threat Actor: Cobalt Group | IoT device Sensor firmware_update Associated Threat Actor: Cobalt Group | null | Sensor | iot-1fc94996 | 8.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
513a5620-438c-4e6a-b3dd-f2fa6ce96fa2 | 2025-06-20T11:39:56 | auth | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|high| desc=Auth failed for cochransharon via password from 81.219.60.14 No additional info | {
"geo_location": "Zimbabwe",
"device_hash": "ce93fc8b5d6c1f477eda581ad6532b18",
"user_agent": "Opera/9.74.(Windows CE; cs-CZ) Presto/2.9.175 Version/12.00",
"session_id": "55ff31c2-d070-4e0e-bd4d-95b77887c003",
"risk_score": 63.23,
"confidence": 0.1
} | cochransharon | failed | null | null | null | No additional info | Auth failed for cochransharon via password from 81.219.60.14 No additional info | null | null | null | null | 81.219.60.14 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 17:49:23:7f:2c:6e |
1e86b811-7041-4ae8-87cc-abb6a07324cc | 2025-05-04T19:01:34 | network | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|medium| desc=Network covert_channel from 113.212.52.82 to 35.208.65.150 MITRE Technique: T1071.001 noise=94006AF7 | {
"geo_location": "Tajikistan",
"device_hash": "7d14affc7f3450a2f1ea3d38a34c00cd9a2fef8e",
"user_agent": "Mozilla/5.0 (Windows NT 6.2) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/47.0.880.0 Safari/531.1",
"session_id": "b6637dec-3ecb-459a-9c36-2c3c72313936",
"risk_score": 42.39,
"confidence": 0.17
} | null | covert_channel | null | null | null | MITRE Technique: T1071.001 | Network covert_channel from 113.212.52.82 to 35.208.65.150 MITRE Technique: T1071.001 | null | null | null | null | 113.212.52.82 | 35.208.65.150 | null | null | null | null | null | null | null | null | null | null | ICMP | 525,996 | null | null | null |
b6392279-e8ac-4812-9307-5254036bc422 | 2025-01-13T21:55:11 | firewall | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall quarantine RDP traffic from 106.170.206.249:805 to 146.217.226.145:1017 MITRE Technique: T1547.001 | {
"geo_location": "Haiti",
"device_hash": "044da476b5f8ed5a806af88b5832778c8d29faad",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 8_4_1 like Mac OS X) AppleWebKit/534.1 (KHTML, like Gecko) FxiOS/12.1l0919.0 Mobile/55Z499 Safari/534.1",
"session_id": "53369c16-ff38-4c27-8154-daf78b885d3f",
"risk_score": 50.0... | null | quarantine | null | null | null | MITRE Technique: T1547.001 | Firewall quarantine RDP traffic from 106.170.206.249:805 to 146.217.226.145:1017 MITRE Technique: T1547.001 | null | null | null | null | 106.170.206.249 | 146.217.226.145 | null | null | null | null | null | null | null | null | 805 | 1,017 | RDP | 176,205 | 166 | null | null |
8d33b8bb-9481-41a9-b527-1fffc5d1faae | 2025-03-27T16:08:28 | cloud | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|cloud|info| desc=Cloud permission_escalation in Alibaba by gsoto No additional info noise=9FE5E005 | {
"geo_location": "Norfolk Island",
"device_hash": "6f9da342de3c4bfd0e36a94b61af745fee0a28a9",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; gv-GB) AppleWebKit/534.4.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B117 Safari/6534.4.2",
"session_id": "e1274897-d54b-4ac6-bd5c-d98af667e10c",
... | gsoto | permission_escalation | null | null | null | No additional info | Cloud permission_escalation in Alibaba by gsoto No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-887af9ed | null | null | null | null | null | null | null | null | null | null |
d81aa346-ed1e-465b-904e-659181be3d13 | 2025-05-17T10:19:45 | iot | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|low| desc=IoT device Thermostat battery_drain No additional info | {
"geo_location": "Belgium",
"device_hash": "0222576c307cc1d11b77e1abde9405a04781f8c4b76959ac60adc11fc31a4da8",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_1_1 like Mac OS X) AppleWebKit/533.0 (KHTML, like Gecko) FxiOS/10.3c4216.0 Mobile/11L796 Safari/533.0",
"session_id": "b7926f3d-a271-42b4-b500-bf460f08... | null | battery_drain | null | null | null | No additional info | IoT device Thermostat battery_drain No additional info | null | Thermostat | iot-8041a8c7 | 9.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5346d980-8a68-4c12-a7bf-a32b8f1880f7 | 2025-02-27T05:09:59 | ids_alert | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|low| desc=Darktrace Alert: MFA Bypass detected from 200.184.194.233 targeting N/A No additional info | {
"geo_location": "Switzerland",
"device_hash": "fdb2531eb1074edf965fdc7459778ca89f98f372",
"user_agent": "Opera/8.22.(X11; Linux i686; sr-ME) Presto/2.9.187 Version/11.00",
"session_id": "93dc41ce-1ecc-4b0d-b45f-8f4baa51298a",
"risk_score": 64.97,
"confidence": 0.85
} | null | null | null | null | null | No additional info | Darktrace Alert: MFA Bypass detected from 200.184.194.233 targeting N/A No additional info | null | null | null | null | 200.184.194.233 | N/A | MFA Bypass | SIG-1416 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
db6edb56-89dc-4e08-83b7-c342bf12ee53 | 2025-03-30T00:58:36 | network | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|critical| desc=Network data_exfiltration from 20.92.207.161 to 78.136.100.20 MITRE Technique: T1110.003 | {
"geo_location": "Afghanistan",
"device_hash": "4c33d4c4a2136a0de928342de25b65fffd421f1daaf443ed2ba0c8169c674485",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; sd-PK) AppleWebKit/535.50.3 (KHTML, like Gecko) Version/4.0.5 Mobile/8B113 Safari/6535.50.3",
"session_id": "3de7da8a-23a0-47a... | null | data_exfiltration | null | null | null | MITRE Technique: T1110.003 | Network data_exfiltration from 20.92.207.161 to 78.136.100.20 MITRE Technique: T1110.003 | null | null | null | null | 20.92.207.161 | 78.136.100.20 | null | null | null | null | null | null | null | null | null | null | TCP | 429,941 | null | null | null |
81ff4d0b-bffa-4cb2-9b5f-133bcb007a1b | 2025-06-15T03:01:16 | iot | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|info| desc=IoT device Thermostat sensor_spoofing Unconventional IOC: Quantum random number deviations | {
"geo_location": "Greece",
"device_hash": "a4841957524b5564619903fbb10ca45a725236e6a2b95e3df6cba757b14c22fc",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 4.0; Trident/5.1)",
"session_id": "3a483245-aa35-4b7c-a21e-a2bcb62bb161",
"risk_score": 38.8,
"confidence": 0.53
} | null | sensor_spoofing | null | null | null | Unconventional IOC: Quantum random number deviations | IoT device Thermostat sensor_spoofing Unconventional IOC: Quantum random number deviations | null | Thermostat | iot-5d4ea424 | 4.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0ae4659c-6f1b-4722-865a-e775b2e23ede | 2025-04-14T08:04:08 | cloud | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|info| desc=Cloud container_escape in OCI by dustinwright No additional info | {
"geo_location": "Brazil",
"device_hash": "22d6294d2734ae9b4baed6916ee2a837dbad079e1cc93dc3708ca09778cb773a",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_0 rv:4.0; az-AZ) AppleWebKit/534.7.3 (KHTML, like Gecko) Version/4.1 Safari/534.7.3",
"session_id": "e1f35074-8995-43a0-b81b-bc6fbaf4c357",
... | dustinwright | container_escape | null | null | null | No additional info | Cloud container_escape in OCI by dustinwright No additional info | {
"baseline_deviation": 1.18,
"entropy": 7.42,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | OCI | res-7d1df3cf | null | null | null | null | null | null | null | null | null | null |
35c59d6f-fffe-486e-aa00-d19fbdea5da2 | 2025-02-09T17:40:04 | network | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|network|critical| desc=Network latency_spike from 135.113.183.198 to 10.182.176.127 No additional info noise=forward|put|current | {
"geo_location": "Panama",
"device_hash": "efa88b25898691a78dafffcef29ec578",
"user_agent": "Mozilla/5.0 (Windows 95) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/22.0.838.0 Safari/534.1",
"session_id": "8cc95e95-c095-4be1-92c4-f14e904fa08d",
"risk_score": 57.57,
"confidence": 0.18
} | null | latency_spike | null | null | null | No additional info | Network latency_spike from 135.113.183.198 to 10.182.176.127 No additional info | null | null | null | null | 135.113.183.198 | 10.182.176.127 | null | null | null | null | null | null | null | null | null | null | HTTPS | 734,411 | null | null | null |
5372b726-4f9f-4e40-91d6-3b38d34f6d04 | 2025-03-10T12:19:45 | auth | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|info| desc=Auth success for johnathanhernandez via key from 25.64.120.210 No additional info | {
"geo_location": "British Indian Ocean Territory (Chagos Archipelago)",
"device_hash": "a01a4d02d2141fbb08bc5e97432a9e0ce7d7fa5310ccc21dfbd83dfede431a50",
"user_agent": "Opera/8.40.(X11; Linux i686; et-EE) Presto/2.9.168 Version/10.00",
"session_id": "41b02669-033d-43c5-88f2-9d0c8630dfb8",
"risk_score": 61.6... | johnathanhernandez | success | null | null | null | No additional info | Auth success for johnathanhernandez via key from 25.64.120.210 No additional info | null | null | null | null | 25.64.120.210 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 29:f6:51:2b:0c:34 |
923926d8-3742-47a2-b99d-a14388865419 | 2025-02-09T06:59:46 | endpoint | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint driver_load /theory/dinner.mp3 by zhoffman MITRE Technique: T1204.002 | {
"geo_location": "Kazakhstan",
"device_hash": "893d4ac9dab918eb26fc0d33a21ad5f49fddfd17",
"user_agent": "Opera/8.69.(X11; Linux x86_64; tn-ZA) Presto/2.9.189 Version/11.00",
"session_id": "9e81d13a-2de0-488b-84de-4b07426db517",
"risk_score": 53.46,
"confidence": 0.27
} | zhoffman | driver_load | /theory/dinner.mp3 | 1,333 | svchost.exe | MITRE Technique: T1204.002 | Endpoint driver_load /theory/dinner.mp3 by zhoffman MITRE Technique: T1204.002 | {
"baseline_deviation": 0.99,
"entropy": 4.06,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
202146a5-08db-4b5d-82d3-b1d692422bd9 | 2025-02-21T15:11:42 | firewall | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|high| desc=Firewall deny UDP traffic from 140.51.89.17:889 to 206.128.137.117:641 No additional info | {
"geo_location": "Bahamas",
"device_hash": "dd8e0a9e200061d7cadf0f7b492d415d",
"user_agent": "Opera/9.99.(Windows NT 6.0; is-IS) Presto/2.9.173 Version/10.00",
"session_id": "db265657-d5b7-4055-b64c-4721f5bdb807",
"risk_score": 39.94,
"confidence": 0.73
} | null | deny | null | null | null | No additional info | Firewall deny UDP traffic from 140.51.89.17:889 to 206.128.137.117:641 No additional info | null | null | null | null | 140.51.89.17 | 206.128.137.117 | null | null | null | null | null | null | null | null | 889 | 641 | UDP | 463,051 | 2,255 | null | null |
b624cab1-901a-4a30-b1e1-76a9c428ec88 | 2025-03-22T12:52:11 | iot | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|info| desc=IoT device Medical unusual_activity MITRE Technique: T1134.001 | {
"geo_location": "Albania",
"device_hash": "a716a972e5e3ca3d587b7b92f59794d95371d8a6",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_6_6 rv:4.0; fy-DE) AppleWebKit/531.11.7 (KHTML, like Gecko) Version/4.0.2 Safari/531.11.7",
"session_id": "97e09784-e54c-43c6-98bf-cebd73267718",
"risk_score": 23.06... | null | unusual_activity | null | null | null | MITRE Technique: T1134.001 | IoT device Medical unusual_activity MITRE Technique: T1134.001 | {
"baseline_deviation": 1.18,
"entropy": 2.74,
"frequency_anomaly": true,
"sequence_anomaly": true
} | Medical | iot-70528e0e | 7.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4d3b4bb4-bbab-442b-8423-14bdc03fdc83 | 2025-05-09T18:20:03 | firewall | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|critical| desc=Firewall drop NTP traffic from 23.182.106.74:539 to 151.25.182.73:864 No additional info noise=app/wp-content/categories | {
"geo_location": "Czech Republic",
"device_hash": "e96e1c38fdb141fc913892485d0105ae",
"user_agent": "Mozilla/5.0 (Linux; Android 3.2.6) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/43.0.806.0 Safari/531.2",
"session_id": "f0cad613-c5b6-46d9-9d61-1420a1d66f87",
"risk_score": 42.18,
"confidence": 0.07
} | null | drop | null | null | null | No additional info | Firewall drop NTP traffic from 23.182.106.74:539 to 151.25.182.73:864 No additional info | null | null | null | null | 23.182.106.74 | 151.25.182.73 | null | null | null | null | null | null | null | null | 539 | 864 | NTP | 832,138 | 1,150 | null | null |
1889cace-88c9-42f3-8dea-8fcca9481921 | 2025-05-03T22:09:30 | endpoint | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint file_access cover by roachcharles No additional info | {
"geo_location": "Tajikistan",
"device_hash": "49f9d30f66c19f0c6221533708b56b6e3bf8bf934116356f13516c8d66a87e96",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 4.0; Trident/5.1)",
"session_id": "e66d240f-2b4a-49d2-9152-24b117c11754",
"risk_score": 40.47,
"confidence": 0.36
} | roachcharles | file_access | cover | 2,956 | svchost.exe | No additional info | Endpoint file_access cover by roachcharles No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1d657045-0ac6-4ae7-85b4-0093d51dcb8b | 2025-05-08T00:39:07 | iot | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC firmware_update MITRE Technique: T1134.001 | Unconventional IOC: UEFI variable tampering | {
"geo_location": "Zimbabwe",
"device_hash": "0e629adf4e4bb8ae9edec1ab439617a3e81c6504",
"user_agent": "Opera/8.21.(X11; Linux i686; tr-CY) Presto/2.9.190 Version/11.00",
"session_id": "ac98190a-cc8c-44ce-99bc-c5a1be688637",
"risk_score": 26.24,
"confidence": 0.4
} | null | firmware_update | null | null | null | MITRE Technique: T1134.001 | Unconventional IOC: UEFI variable tampering | IoT device HVAC firmware_update MITRE Technique: T1134.001 | Unconventional IOC: UEFI variable tampering | null | HVAC | iot-f73b9718 | 4.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f696f965-d2f8-41ea-b66e-c1c5a26bf028 | 2025-02-20T05:02:04 | network | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|low| desc=Network covert_channel from 105.48.250.0 to 22.51.249.94 MITRE Technique: T1059.005 noise=search/posts | {
"geo_location": "Cook Islands",
"device_hash": "3a84ac2e9a6293ff27935e591833bd13",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 14_2 like Mac OS X) AppleWebKit/535.0 (KHTML, like Gecko) FxiOS/12.8r0548.0 Mobile/01K416 Safari/535.0",
"session_id": "0af53d73-1300-4ddb-8e1e-45c7f08fcf73",
"risk_score": 67... | null | covert_channel | null | null | null | MITRE Technique: T1059.005 | Network covert_channel from 105.48.250.0 to 22.51.249.94 MITRE Technique: T1059.005 | null | null | null | null | 105.48.250.0 | 22.51.249.94 | null | null | null | null | null | null | null | null | null | null | HTTPS | 65,324 | null | null | null |
bd0c40de-f072-4400-9278-be9203e33ea9 | 2025-04-15T20:48:00 | cloud | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|medium| desc=Cloud container_escape in AWS by raymondvaughan No additional info | {
"geo_location": "Oman",
"device_hash": "9e776ed7262769a0fd67c33afa394da29d2cd647",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/61.0.848.0 Safari/535.2",
"session_id": "836cc1e4-cf00-4c75-81ae-1580ca239a39",
"risk_score": 68.14,
"confidence": 0.28
} | raymondvaughan | container_escape | null | null | null | No additional info | Cloud container_escape in AWS by raymondvaughan No additional info | null | null | null | null | null | null | null | null | null | AWS | res-427026f4 | null | null | null | null | null | null | null | null | null | null |
e42fd5f0-9df7-4c9e-acf9-8e7434e5d260 | 2025-06-12T13:56:57 | cloud | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|critical| desc=Cloud storage_access in AWS by ingramkaylee MITRE Technique: T1190 | Unconventional IOC: UEFI variable tampering | {
"geo_location": "French Guiana",
"device_hash": "d3ac3f88f797e8c52955a9df0a3c653b52e90ceeea7524ad590a54b94b59986b",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/50.0.892.0 Safari/536.0",
"session_id": "90a9e6fa-5e0f-4b1c-bf9c-f23fe9d8244d",
"risk_score": 84.13,... | ingramkaylee | storage_access | null | null | null | MITRE Technique: T1190 | Unconventional IOC: UEFI variable tampering | Cloud storage_access in AWS by ingramkaylee MITRE Technique: T1190 | Unconventional IOC: UEFI variable tampering | null | null | null | null | null | null | null | null | null | AWS | res-d5c289bb | null | null | null | null | null | null | null | null | null | null |
8c63a30e-f9f9-47e6-b39e-216381ee819a | 2025-05-13T21:14:57 | firewall | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|medium| desc=Firewall log-only SMB traffic from 123.72.198.92:451 to 193.214.87.80:972 No additional info | {
"geo_location": "Mauritius",
"device_hash": "d5e9fc7752d3b639927135489327106b",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_1_2 like Mac OS X) AppleWebKit/536.0 (KHTML, like Gecko) CriOS/56.0.885.0 Mobile/39E120 Safari/536.0",
"session_id": "4f3dcbda-5c03-46b4-a95e-f437dda82fef",
"risk_score": 71.78,
... | null | log-only | null | null | null | No additional info | Firewall log-only SMB traffic from 123.72.198.92:451 to 193.214.87.80:972 No additional info | null | null | null | null | 123.72.198.92 | 193.214.87.80 | null | null | null | null | null | null | null | null | 451 | 972 | SMB | 990,059 | 3,592 | null | null |
3ff91cf6-24a4-4fd0-a4f5-a2ff95a739d1 | 2025-07-06T03:54:12 | endpoint | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|low| desc=Endpoint process_start /fast/live.pptx by jason43 Fileless execution detected | {
"geo_location": "Korea",
"device_hash": "36441c6dbfa864d99d985b69412016d7",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/4801-09-28 21:41:20 Firefox/3.6.9",
"session_id": "20529947-2d7b-4f18-a767-97ace03594a8",
"risk_score": 30.82,
"confidence": 0.46
} | jason43 | process_start | /fast/live.pptx | 5,089 | cmd.exe | Fileless execution detected | Endpoint process_start /fast/live.pptx by jason43 Fileless execution detected | {
"baseline_deviation": 1.61,
"entropy": 5.52,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ad54b091-559d-4973-bb78-071c2e3c8976 | 2025-06-03T03:42:46 | network | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|medium| desc=Network data_exfiltration from 96.150.149.67 to 125.252.203.202 MITRE Technique: T1486 | {
"geo_location": "New Caledonia",
"device_hash": "f5b78b2bd108b3466ac9d38cad202e7c8356572e",
"user_agent": "Opera/8.96.(Windows 98; Win 9x 4.90; hy-AM) Presto/2.9.165 Version/11.00",
"session_id": "e49e1e40-3456-4bc5-9d65-e7cb0aba0913",
"risk_score": 45.26,
"confidence": 0.79
} | null | data_exfiltration | null | null | null | MITRE Technique: T1486 | Network data_exfiltration from 96.150.149.67 to 125.252.203.202 MITRE Technique: T1486 | null | null | null | null | 96.150.149.67 | 125.252.203.202 | null | null | null | null | null | null | null | null | null | null | HTTPS | 271,349 | null | null | null |
1563a18b-a7af-4f37-b126-67bcdd5243fe | 2025-01-20T15:59:16 | firewall | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|medium| desc=Firewall quarantine ICMP traffic from 179.27.146.32:823 to 140.255.194.192:967 MITRE Technique: T1071.001 | {
"geo_location": "Saint Martin",
"device_hash": "33a75b823048bd713599f541af1b80a9",
"user_agent": "Opera/8.92.(Windows NT 10.0; csb-PL) Presto/2.9.170 Version/12.00",
"session_id": "41b469b0-6dfd-439d-b359-c96ee0690ae9",
"risk_score": 52.87,
"confidence": 0.78
} | null | quarantine | null | null | null | MITRE Technique: T1071.001 | Firewall quarantine ICMP traffic from 179.27.146.32:823 to 140.255.194.192:967 MITRE Technique: T1071.001 | null | null | null | null | 179.27.146.32 | 140.255.194.192 | null | null | null | null | null | null | null | null | 823 | 967 | ICMP | 43,025 | 3,355 | null | null |
777777c7-d475-458e-9fe7-d209c842b4f4 | 2025-07-09T09:39:27 | auth | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|low| desc=Auth timeout for johnbrown via passwordless from 149.64.233.86 No additional info noise=become|challenge|their | {
"geo_location": "Christmas Island",
"device_hash": "e5b1bc13bad344463c0fd3d58d530fc5920ef5fd4a55e4b7ee14de031daefbc5",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.2) AppleWebKit/532.26.6 (KHTML, like Gecko) Version/5.1 Safari/532.26.6",
"session_id": "e420db31-29ec-4d53-a806-9213b388585c",
"risk_sc... | johnbrown | timeout | null | null | null | No additional info | Auth timeout for johnbrown via passwordless from 149.64.233.86 No additional info | null | null | null | null | 149.64.233.86 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 24:83:c1:b3:79:e0 |
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