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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
03b1e460-284c-4c84-bb6b-1517f952f947 | 2025-03-15T17:19:21 | iot | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC firmware_update No additional info | {
"geo_location": "Sudan",
"device_hash": "de1264465506febb85122ddcd3d7ba61de8e3577",
"user_agent": "Mozilla/5.0 (Android 5.1; Mobile; rv:37.0) Gecko/37.0 Firefox/37.0",
"session_id": "d38b29d4-5d54-47ac-a2e1-326b4e3f7141",
"risk_score": 59.15,
"confidence": 0.93
} | null | firmware_update | null | null | null | No additional info | IoT device HVAC firmware_update No additional info | null | HVAC | iot-92c3d888 | 10.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5a255e98-39f4-4178-ba5b-1d914c152be7 | 2025-02-06T14:08:26 | endpoint | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|high| desc=Endpoint persistence_mechanism /agree/debate.webm by andrew19 No additional info noise=R2lybC4= | {
"geo_location": "South Africa",
"device_hash": "cd7b36e5387fae1cb318ded8e5f9532cae35b389",
"user_agent": "Opera/8.23.(Windows 98; mn-MN) Presto/2.9.189 Version/12.00",
"session_id": "d1d8e4f8-3088-4725-acb8-47abcfce9999",
"risk_score": 73.93,
"confidence": 0.82
} | andrew19 | persistence_mechanism | /agree/debate.webm | 788 | cmd.exe | No additional info | Endpoint persistence_mechanism /agree/debate.webm by andrew19 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
48f3b3b4-fc07-49c6-b7bd-e281af40b570 | 2022-09-17T19:51:42 | firewall | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|high| desc=Firewall quarantine SMB traffic from 140.164.214.184:3323 to 223.161.66.210:386 MITRE Technique: T1071.001 | {
"geo_location": "Qatar",
"device_hash": "33b969e1ced5d05875f8db09de28aee9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.2; Trident/4.0)",
"session_id": "6a7e0fa6-71c7-4a59-83f7-ecd6153263ef",
"risk_score": 86.17,
"confidence": 0.68
} | null | quarantine | null | null | null | MITRE Technique: T1071.001 | Firewall quarantine SMB traffic from 140.164.214.184:3323 to 223.161.66.210:386 MITRE Technique: T1071.001 | {
"baseline_deviation": 2.95,
"entropy": 4.7,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 140.164.214.184 | 223.161.66.210 | null | null | null | null | null | null | null | null | 3,323 | 386 | SMB | 955,738 | 3,066 | null | null |
8364a677-51e6-4e6e-b9bd-d85c0cde7c88 | 2025-02-22T22:15:26 | cloud | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|low| desc=Cloud config_change in Azure by simsnatalie MITRE Technique: T1566.001 noise=follow|learn|contain | {
"geo_location": "Germany",
"device_hash": "b242a9ec9cc234ce2a9e472ab835b63d",
"user_agent": "Opera/8.64.(X11; Linux x86_64; mag-IN) Presto/2.9.161 Version/12.00",
"session_id": "ab7d4f28-2123-4fbf-b71b-e6402210f728",
"risk_score": 83.34,
"confidence": 0.73
} | simsnatalie | config_change | null | null | null | MITRE Technique: T1566.001 | Cloud config_change in Azure by simsnatalie MITRE Technique: T1566.001 | null | null | null | null | null | null | null | null | null | Azure | res-8e14011a | null | null | null | null | null | null | null | null | null | null |
6d422111-21f0-47db-8265-9db77219888e | 2025-03-02T05:23:29 | auth | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|medium| desc=Auth locked for orrmichael via OAuth from 28.115.7.75 No additional info noise=VG9nZXRoZXIu | {
"geo_location": "Russia",
"device_hash": "32ee5b856cb89bb24f85b0aa79a11e57",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.01; Trident/5.1)",
"session_id": "b4cd120a-6560-4525-8a90-933bfccd05f4",
"risk_score": 75.39,
"confidence": 0.15
} | orrmichael | locked | null | null | null | No additional info | Auth locked for orrmichael via OAuth from 28.115.7.75 No additional info | null | null | null | null | 28.115.7.75 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 96:9c:4c:13:1b:bf |
97c0cace-c37b-438a-960d-0f07ab4d75c6 | 2025-04-26T04:53:40 | endpoint | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint persistence_mechanism /between/writer.csv by zfriedman No additional info | {
"geo_location": "Mauritania",
"device_hash": "c29080e76e9ecd417296ecc5c93f53bc6585d382",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98; Win 9x 4.90) AppleWebKit/533.16.7 (KHTML, like Gecko) Version/4.1 Safari/533.16.7",
"session_id": "9dc77491-710e-439e-b6ce-c518e53918aa",
"risk_score": 19.13,
"confi... | zfriedman | persistence_mechanism | /between/writer.csv | 6,403 | cmd.exe | No additional info | Endpoint persistence_mechanism /between/writer.csv by zfriedman No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
cfab397f-2aea-4dd0-922b-077b982e66d7 | 2025-07-07T01:47:36 | cloud | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|cloud|info| desc=Cloud config_change in Azure by ericcole No additional info | {
"geo_location": "United States Minor Outlying Islands",
"device_hash": "2e381f7454c3cf0f1379a623cff04894",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows CE; Trident/3.1)",
"session_id": "cea08caa-11ce-4717-952c-a8670eb67039",
"risk_score": 58.63,
"confidence": 0.54
} | ericcole | config_change | null | null | null | No additional info | Cloud config_change in Azure by ericcole No additional info | null | null | null | null | null | null | null | null | null | Azure | res-9ef3edf1 | null | null | null | null | null | null | null | null | null | null |
adf092da-a0f3-4253-bf6a-ea2107e173be | 2025-03-21T15:13:04 | endpoint | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|info| desc=Endpoint process_start /table/record.png by mcharles No additional info | {
"geo_location": "Suriname",
"device_hash": "4b6e4201b13b03c309d4d2ccd069ed98",
"user_agent": "Opera/8.70.(X11; Linux x86_64; ce-RU) Presto/2.9.176 Version/10.00",
"session_id": "0656d3fb-3dbb-490c-9874-99a53e22128f",
"risk_score": 34.06,
"confidence": 0.45
} | mcharles | process_start | /table/record.png | 7,966 | explorer.exe | No additional info | Endpoint process_start /table/record.png by mcharles No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8991167e-1303-4f64-a7d7-21cb7a18f886 | 2025-04-29T21:40:51 | auth | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|medium| desc=Auth success for rreid via biometric from 205.216.182.49 MITRE Technique: T1190 noise=SW5jbHVkaW5nLg== | {
"geo_location": "Benin",
"device_hash": "9d2dbb347613d01c89da4bea6413df24e8449c02",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.2; Trident/4.0)",
"session_id": "72ee233b-24d8-437a-a79f-c97cf47f5098",
"risk_score": 68.05,
"confidence": 0.54
} | rreid | success | null | null | null | MITRE Technique: T1190 | Auth success for rreid via biometric from 205.216.182.49 MITRE Technique: T1190 | null | null | null | null | 205.216.182.49 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 41:e5:a9:59:6f:42 |
e51b2901-7d72-4706-94a5-a0a2721cc8c5 | 2025-02-02T02:00:58 | auth | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|high| desc=Auth locked for jason34 via MFA from 10.34.103.81 No additional info noise=category/search/list | {
"geo_location": "Vanuatu",
"device_hash": "fa6aad792ebdb6be025773e74d8f4c40",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_6_5; rv:1.9.3.20) Gecko/3360-09-12 15:45:01 Firefox/3.6.3",
"session_id": "7f63abe2-ada8-47fa-b3dc-d291277e8f18",
"risk_score": 50.42,
"confidence": 0.59
} | jason34 | locked | null | null | null | No additional info | Auth locked for jason34 via MFA from 10.34.103.81 No additional info | null | null | null | null | 10.34.103.81 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | c5:97:4c:38:24:3b |
850d46f9-da90-4d6f-9db7-8da56210eaf4 | 2025-01-26T05:04:19 | endpoint | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|high| desc=Endpoint file_access /or/single.png by jonathan64 No additional info | {
"geo_location": "India",
"device_hash": "4476ae9fb7ddc00c9c86a302e3f9171b77e8a46835aeca423e71da75b625004c",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_7_6; rv:1.9.6.20) Gecko/4443-06-24 10:42:46 Firefox/7.0",
"session_id": "0d116553-06d0-477b-a306-e5068e5c8d20",
"risk_score": 58.57,
"conf... | jonathan64 | file_access | /or/single.png | 9,004 | powershell.exe | No additional info | Endpoint file_access /or/single.png by jonathan64 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c4c75bd0-0418-4c6e-bbb8-2295cb7def20 | 2025-06-10T03:31:26 | ai | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|high| desc=AI system prompt_injection by joshuawilliamson Associated Threat Actor: APT38 | Unconventional IOC: Power consumption spikes noise=establish|onto|adult | {
"geo_location": "Estonia",
"device_hash": "ac1dada7a5c57f5f40fd4fe631b7e5f4",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.2) AppleWebKit/533.30.1 (KHTML, like Gecko) Version/5.0 Safari/533.30.1",
"session_id": "c91fc749-77f6-4a30-94ef-e2c253ea0d54",
"risk_score": 67.17,
"confidence": 0.97
} | joshuawilliamson | prompt_injection | null | null | null | Associated Threat Actor: APT38 | Unconventional IOC: Power consumption spikes | AI system prompt_injection by joshuawilliamson Associated Threat Actor: APT38 | Unconventional IOC: Power consumption spikes | null | null | null | null | null | null | null | null | null | null | null | model-d46560fe | f1aea1d7e5691e15b7c0c9be82de6b8621aafcfed2e1286615eafa4933c6c890 | b8482a79c840469fc7da3fcc12d9f80c | null | null | null | null | null | null | null |
25da238c-8a9a-412b-9888-9d4bda225e19 | 2025-04-12T13:53:13 | ai | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|high| desc=AI system membership_inference by cisnerostanya No additional info noise=Q2FsbC4= | {
"geo_location": "Sierra Leone",
"device_hash": "1d25eecd941a522b620a7ac9a8133f275bd729c4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.0; Trident/3.0)",
"session_id": "46f63328-4352-4f9e-9b8e-2e1f29a6d30e",
"risk_score": 54.86,
"confidence": 0.16
} | cisnerostanya | membership_inference | null | null | null | No additional info | AI system membership_inference by cisnerostanya No additional info | null | null | null | null | null | null | null | null | null | null | null | model-5109d69b | 799faa7634952458c3c0b8f03aeadb22ddd35b46d556ea6bfade12485b5244a6 | cc1f7c97e5646ab808e6e2b6caaef9b235d672acb47eefde6d28ef9f8284b7c4 | null | null | null | null | null | null | null |
4aa555b1-4f0e-43b6-83c3-80d18672a866 | 2025-04-04T06:44:56 | ai | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|info| desc=AI system membership_inference by matthewswanda No additional info | {
"geo_location": "Spain",
"device_hash": "c6a5850a7846e0d617cc67c217157845d1dd6200f1b955c04e516dcd6a9efbc2",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 5_1_1 like Mac OS X) AppleWebKit/531.0 (KHTML, like Gecko) CriOS/14.0.878.0 Mobile/76Z744 Safari/531.0",
"session_id": "ca5d0c89-09cb-4e72-9b2b-7d4bd2ef... | matthewswanda | membership_inference | null | null | null | No additional info | AI system membership_inference by matthewswanda No additional info | {
"baseline_deviation": 2.73,
"entropy": 6.12,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | model-e581f49b | 06f92ebcb38175caf96a895ee4ef75c7 | 96e87e0b3373844a0deec1a053a76e8f35b8381b2d7a65f33894c93a63bd57f6 | null | null | null | null | null | null | null |
c8be2b4c-92fa-4857-891f-ca36ed7d8852 | 2025-05-03T21:53:55 | endpoint | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|info| desc=Endpoint driver_load /prevent/real.docx by shawn05 MITRE Technique: T1059.001 | {
"geo_location": "El Salvador",
"device_hash": "2082df4e8bdb70ee2b03d13283365d67ecd4cd73",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 5_1_1 like Mac OS X) AppleWebKit/532.1 (KHTML, like Gecko) FxiOS/15.2x9858.0 Mobile/99P861 Safari/532.1",
"session_id": "c52b669d-10e3-464a-acf7-58c8d4a989ee",
"risk_sc... | shawn05 | driver_load | /prevent/real.docx | 2,184 | svchost.exe | MITRE Technique: T1059.001 | Endpoint driver_load /prevent/real.docx by shawn05 MITRE Technique: T1059.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0f0d1d1e-3dce-4856-896b-2e2dd062c862 | 2025-03-11T11:48:48 | endpoint | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint registry_change would by markwood Associated Threat Actor: Inception Framework | {
"geo_location": "Barbados",
"device_hash": "82caf8006816f49a1c28b5e755a280e6",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/6719-03-22 02:10:40 Firefox/3.8",
"session_id": "1a8c717f-d326-400a-9c6d-d4476531723c",
"risk_score": 49.24,
"confidence": 0.38
} | markwood | registry_change | would | 2,734 | cmd.exe | Associated Threat Actor: Inception Framework | Endpoint registry_change would by markwood Associated Threat Actor: Inception Framework | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
26377105-422b-4163-b142-c6209ce057e6 | 2025-04-16T15:36:22 | network | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|info| desc=Network protocol_anomaly from 10.95.238.0 to 166.117.31.189 No additional info | {
"geo_location": "Holy See (Vatican City State)",
"device_hash": "858a13434fce4de49a33acd5434f50da57bb4b129e2a89e3870d12325e8b92a5",
"user_agent": "Mozilla/5.0 (Android 2.3; Mobile; rv:37.0) Gecko/37.0 Firefox/37.0",
"session_id": "5a5154e9-1401-4b30-b0a6-cc8418631427",
"risk_score": 13.63,
"confidence": 0... | null | protocol_anomaly | null | null | null | No additional info | Network protocol_anomaly from 10.95.238.0 to 166.117.31.189 No additional info | null | null | null | null | 10.95.238.0 | 166.117.31.189 | null | null | null | null | null | null | null | null | null | null | UDP | 5,335 | null | null | null |
97ff48cc-6d89-4519-806d-c3b20d4b8756 | 2025-04-26T10:02:32 | network | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|network|high| desc=Network protocol_anomaly from 168.199.172.179 to 210.111.143.153 MITRE Technique: T1059.005 | {
"geo_location": "Hungary",
"device_hash": "8d788d7e4ad8ee59a08a59aee5a21730e147483f",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 14_2_1 like Mac OS X) AppleWebKit/534.1 (KHTML, like Gecko) CriOS/56.0.893.0 Mobile/49Z806 Safari/534.1",
"session_id": "09b1f751-d1d2-4eb7-a052-914b0a2c5ee7",
"risk_score": 68... | null | protocol_anomaly | null | null | null | MITRE Technique: T1059.005 | Network protocol_anomaly from 168.199.172.179 to 210.111.143.153 MITRE Technique: T1059.005 | null | null | null | null | 168.199.172.179 | 210.111.143.153 | null | null | null | null | null | null | null | null | null | null | UDP | 970,814 | null | null | null |
29a42f84-c874-4b7e-80e9-931c173fff5a | 2025-01-19T10:12:02 | network | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|info| desc=Network latency_spike from 10.191.31.29 to 114.21.48.203 MITRE Technique: T1204.002 | {
"geo_location": "Slovakia (Slovak Republic)",
"device_hash": "bb1a8382e8af64dbbc84e26f62816ad0d39ae563c83242bcb074f837a97a07d9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.1; Trident/4.1)",
"session_id": "e2821a4d-536d-443e-9b93-2f1cb41c9283",
"risk_score": 94.67,
"confidence": 0.32
} | null | latency_spike | null | null | null | MITRE Technique: T1204.002 | Network latency_spike from 10.191.31.29 to 114.21.48.203 MITRE Technique: T1204.002 | null | null | null | null | 10.191.31.29 | 114.21.48.203 | null | null | null | null | null | null | null | null | null | null | ICMP | 749,275 | null | null | null |
41737be2-c8fd-41bb-b38b-2f34eb65a969 | 2025-06-17T00:19:43 | iot | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|low| desc=IoT device Camera protocol_violation MITRE Technique: T1204.002 | {
"geo_location": "Brunei Darussalam",
"device_hash": "26e59a8629bb3bd5b2fa74ad8417d46c7a7ac3cb",
"user_agent": "Opera/9.15.(Windows NT 5.01; so-ET) Presto/2.9.162 Version/10.00",
"session_id": "e1cbc501-377d-4f4d-ab7f-10513b259f87",
"risk_score": 15.53,
"confidence": 0.99
} | null | protocol_violation | null | null | null | MITRE Technique: T1204.002 | IoT device Camera protocol_violation MITRE Technique: T1204.002 | null | Camera | iot-1446b541 | 10.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c965dc8f-7188-443c-946d-005fc971081b | 2025-04-16T12:41:36 | ai | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|medium| desc=AI system model_inversion by lynnmerritt No additional info | {
"geo_location": "Saint Kitts and Nevis",
"device_hash": "f3fc995c9aaebae004e87419e0f5b5826e69e0f69af841d92702c8100360e3b4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 4.0; Trident/3.0)",
"session_id": "3f80bbac-8aa3-47fc-8bf4-377cac055795",
"risk_score": 46.81,
"confidence": 0.38
} | lynnmerritt | model_inversion | null | null | null | No additional info | AI system model_inversion by lynnmerritt No additional info | {
"baseline_deviation": 1.44,
"entropy": 6.11,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | model-76f00e2c | 3d0ee38913af9ec60f5125bfd910dea0 | e0be55039eff6f4bc85a20fa08a42fc0c3b096b9 | null | null | null | null | null | null | null |
f9c2e23c-ac6a-4da7-bf70-d1975e2c7b56 | 2025-04-16T18:29:58 | auth | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|low| desc=Auth success for cbrown via password from 181.232.110.164 No additional info noise=category/tag | {
"geo_location": "United States Virgin Islands",
"device_hash": "f183e90794e1b3e93c122d065375ec0ae50d685d045b512b79338470c8be936b",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; mag-IN) AppleWebKit/534.3.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B111 Safari/6534.3.2",
"session_id": "7... | cbrown | success | null | null | null | No additional info | Auth success for cbrown via password from 181.232.110.164 No additional info | null | null | null | null | 181.232.110.164 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 3f:d0:06:d1:35:a5 |
c27a2b65-e61c-454c-86f0-cff130568417 | 2025-03-06T01:09:01 | iot | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC command_injection MITRE Technique: T1059.001 noise=category/posts | {
"geo_location": "Guam",
"device_hash": "8d6e28a8d026f71dffa2d5c6613cce59e2cf4d679578e040517e6c5235320419",
"user_agent": "Opera/9.50.(Windows NT 5.2; kk-KZ) Presto/2.9.186 Version/10.00",
"session_id": "700377de-84da-4b2d-8db1-3210ff908333",
"risk_score": 71.6,
"confidence": 0.29
} | null | command_injection | null | null | null | MITRE Technique: T1059.001 | IoT device HVAC command_injection MITRE Technique: T1059.001 | null | HVAC | iot-79777406 | 3.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
455a73dc-b752-45f1-8452-cf4b348eeb3b | 2025-04-06T16:14:55 | iot | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|low| desc=IoT device Camera command_injection MITRE Technique: T1574.002 | Associated Threat Actor: BlueNoroff | {
"geo_location": "Malta",
"device_hash": "34d111977459a5fd54166ed5aa4b23a563a2d41b",
"user_agent": "Mozilla/5.0 (Windows NT 4.0; tr-CY; rv:1.9.2.20) Gecko/8417-10-07 05:00:22 Firefox/3.6.17",
"session_id": "7979ed0b-7773-47fb-9913-3870c5f2264d",
"risk_score": 76.1,
"confidence": 0.85
} | null | command_injection | null | null | null | MITRE Technique: T1574.002 | Associated Threat Actor: BlueNoroff | IoT device Camera command_injection MITRE Technique: T1574.002 | Associated Threat Actor: BlueNoroff | null | Camera | iot-3aee609f | 1.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ff2196b4-a659-492c-9d6c-bd6d4850e931 | 2025-02-04T15:15:40 | iot | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|medium| desc=IoT device Sensor sensor_spoofing No additional info | {
"geo_location": "Andorra",
"device_hash": "88d4df51c1f427cb8f43591a6b6047ed5d7c91cadeadf214cc1dab6a2ee378a9",
"user_agent": "Opera/8.78.(X11; Linux x86_64; ja-JP) Presto/2.9.169 Version/11.00",
"session_id": "3713a546-f61f-43f4-ba6c-5a5e225c68c1",
"risk_score": 44.54,
"confidence": 0.23
} | null | sensor_spoofing | null | null | null | No additional info | IoT device Sensor sensor_spoofing No additional info | null | Sensor | iot-ee93fcf8 | 9.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e7feffdc-b12e-4224-8b6e-85386e8d3ab4 | 2025-01-30T14:09:40 | auth | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|auth|low| desc=Auth failed for joseph71 via passwordless from 10.111.63.27 MITRE Technique: T1059.005 | {
"geo_location": "Saint Pierre and Miquelon",
"device_hash": "446af0053fee1b0cdadd338e625757efe81dd021",
"user_agent": "Opera/8.15.(Windows NT 5.1; th-TH) Presto/2.9.179 Version/11.00",
"session_id": "477f84b3-f0dc-4211-aa7a-7df7cb9e76a1",
"risk_score": 24.54,
"confidence": 0.92
} | joseph71 | failed | null | null | null | MITRE Technique: T1059.005 | Auth failed for joseph71 via passwordless from 10.111.63.27 MITRE Technique: T1059.005 | null | null | null | null | 10.111.63.27 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | e3:fb:4f:c8:b1:78 |
f8bc9e3a-f76f-4358-9bd1-af103d73860e | 2025-03-29T20:17:16 | endpoint | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint powershell_exec strategy by grangel MITRE Technique: T1566.001 | {
"geo_location": "Norway",
"device_hash": "7f79130f4097abc3dafd078d66c4affe",
"user_agent": "Opera/8.57.(X11; Linux x86_64; kl-GL) Presto/2.9.170 Version/10.00",
"session_id": "b4101a92-bde8-4c4e-9c94-e6cf3ae752e1",
"risk_score": 61.25,
"confidence": 0.56
} | grangel | powershell_exec | strategy | 4,484 | explorer.exe | MITRE Technique: T1566.001 | Endpoint powershell_exec strategy by grangel MITRE Technique: T1566.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0028e8d7-ac04-49f6-b518-1845df6596f1 | 2025-03-03T13:22:10 | firewall | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|high| desc=Firewall deny SSH traffic from 75.181.47.144:591 to 32.56.80.143:24974 No additional info | {
"geo_location": "French Southern Territories",
"device_hash": "c216dc3547feeca9baf3c8bc387df82a",
"user_agent": "Mozilla/5.0 (Linux; Android 7.1) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/17.0.834.0 Safari/531.1",
"session_id": "3f7cb964-ac54-45fd-bc58-5929c23eb8f4",
"risk_score": 33.77,
"confidence": ... | null | deny | null | null | null | No additional info | Firewall deny SSH traffic from 75.181.47.144:591 to 32.56.80.143:24974 No additional info | null | null | null | null | 75.181.47.144 | 32.56.80.143 | null | null | null | null | null | null | null | null | 591 | 24,974 | SSH | 944,477 | 1,296 | null | null |
b287b60b-138a-42c5-b467-751fbc9cd935 | 2025-04-14T14:33:22 | network | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|critical| desc=Network data_exfiltration from 179.1.205.122 to 10.25.180.122 No additional info noise=Qm95IGFnZS4= | {
"geo_location": "Suriname",
"device_hash": "6a58456f025b8b5c049b5d2137d8c397",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_1_2 like Mac OS X) AppleWebKit/536.1 (KHTML, like Gecko) CriOS/29.0.829.0 Mobile/21Y835 Safari/536.1",
"session_id": "aa7b9459-2678-450a-a7df-8dbbe1af3624",
"risk_score": 8.9,
"c... | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 179.1.205.122 to 10.25.180.122 No additional info | null | null | null | null | 179.1.205.122 | 10.25.180.122 | null | null | null | null | null | null | null | null | null | null | TCP | 880,112 | null | null | null |
ec710bfc-2c92-4f58-a813-609c946aba39 | 2025-05-31T00:36:48 | cloud | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|cloud|info| desc=Cloud config_change in Azure by wardkenneth No additional info | {
"geo_location": "Iran",
"device_hash": "8e38b364398aeaa5d0dce4e092cfeb4d",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_12_9) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/51.0.850.0 Safari/535.0",
"session_id": "6b849b5e-1922-4897-bd03-99861a82397d",
"risk_score": 63.13,
"confidence": 0.04
} | wardkenneth | config_change | null | null | null | No additional info | Cloud config_change in Azure by wardkenneth No additional info | null | null | null | null | null | null | null | null | null | Azure | res-e785aca8 | null | null | null | null | null | null | null | null | null | null |
faa2bd82-02af-4cf6-9322-88bc5fa106f0 | 2025-06-07T04:56:21 | auth | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|medium| desc=Auth failed for ismall via OAuth from 88.61.237.142 No additional info | {
"geo_location": "Netherlands",
"device_hash": "7533a0d6c12fc4245fd976d084a8524d",
"user_agent": "Mozilla/5.0 (Windows NT 6.2; as-IN; rv:1.9.1.20) Gecko/8740-06-20 06:57:56 Firefox/3.8",
"session_id": "9f5214f4-e9e4-4645-970f-40b91892405d",
"risk_score": 86.25,
"confidence": 0.76
} | ismall | failed | null | null | null | No additional info | Auth failed for ismall via OAuth from 88.61.237.142 No additional info | null | null | null | null | 88.61.237.142 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 6f:f0:d4:3e:04:f2 |
67af7229-3901-4083-b9b0-72535b31f96f | 2025-03-09T19:14:05 | cloud | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|critical| desc=Cloud permission_escalation in GCP by mary77 MITRE Technique: T1059.005 | {
"geo_location": "Guinea-Bissau",
"device_hash": "39fe89510d61f7e9c70e5d0082a6772bb25f9aa1",
"user_agent": "Opera/9.11.(X11; Linux i686; cv-RU) Presto/2.9.162 Version/12.00",
"session_id": "6b482738-0a7a-4779-b0d3-94af22a43a6b",
"risk_score": 76.12,
"confidence": 0.6
} | mary77 | permission_escalation | null | null | null | MITRE Technique: T1059.005 | Cloud permission_escalation in GCP by mary77 MITRE Technique: T1059.005 | null | null | null | null | null | null | null | null | null | GCP | res-f3ab2543 | null | null | null | null | null | null | null | null | null | null |
c6ce7f59-fc9c-43fe-8d5b-30c6e7a5892c | 2025-02-02T05:46:06 | iot | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|low| desc=IoT device Medical command_injection MITRE Technique: T1134.001 noise=RHJpdmUu | {
"geo_location": "Hong Kong",
"device_hash": "d50636c6b6027069e962237b5a238d7a578137b6",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_6; rv:1.9.5.20) Gecko/7536-10-12 02:44:48 Firefox/3.8",
"session_id": "198d475f-f33e-42c9-b20b-c3567c69d4e6",
"risk_score": 67.38,
"confidence": 0.48
} | null | command_injection | null | null | null | MITRE Technique: T1134.001 | IoT device Medical command_injection MITRE Technique: T1134.001 | null | Medical | iot-1d80841d | 10.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2eb024a9-3800-40d6-91ec-8d8f28d7d062 | 2025-03-17T08:52:12 | endpoint | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|critical| desc=Endpoint wmi_exec /analysis/service.mp3 by gwalker No additional info noise=include|family|direction | {
"geo_location": "Bermuda",
"device_hash": "9d321a743fed0b3f8f06c851c24bf72ee5b31d300894be32eac2becf9f8871f9",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 10.0) AppleWebKit/531.7.3 (KHTML, like Gecko) Version/5.1 Safari/531.7.3",
"session_id": "f40cf9ca-2e64-442d-ac85-29669506d47e",
"risk_score": 41.8... | gwalker | wmi_exec | /analysis/service.mp3 | 770 | svchost.exe | No additional info | Endpoint wmi_exec /analysis/service.mp3 by gwalker No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
675dced1-8efe-46b4-b4de-d23f877ca322 | 2025-04-13T09:04:54 | ids_alert | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ids_alert|high| desc=OSSEC Alert: XSS detected from 149.50.25.30 targeting N/A MITRE Technique: T1059.001 | {
"geo_location": "Trinidad and Tobago",
"device_hash": "4b5eac07722660dca23a45364fda597a4712e21c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 4.0; Trident/5.1)",
"session_id": "34f483a1-5760-459f-af30-d1098cec4d07",
"risk_score": 79.72,
"confidence": 0.9
} | null | null | null | null | null | MITRE Technique: T1059.001 | OSSEC Alert: XSS detected from 149.50.25.30 targeting N/A MITRE Technique: T1059.001 | null | null | null | null | 149.50.25.30 | N/A | XSS | SIG-4693 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
87d4a969-3c53-49eb-ae02-8b449cdd7204 | 2025-06-10T13:16:25 | auth | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|medium| desc=Auth timeout for eric02 via key from 10.192.27.85 No additional info | {
"geo_location": "Montenegro",
"device_hash": "ec8d90b8c18d626025e430d38e4ce77e8d86f6e438fbb18d6d20f81372d86b9f",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_8_3; rv:1.9.5.20) Gecko/8765-09-30 11:35:46 Firefox/7.0",
"session_id": "feaded0c-b69a-4f6d-b845-6714671545e9",
"risk_score": 48.54,
... | eric02 | timeout | null | null | null | No additional info | Auth timeout for eric02 via key from 10.192.27.85 No additional info | null | null | null | null | 10.192.27.85 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | bb:bc:49:d4:6d:11 |
d4a8aa35-f055-4306-b637-e1c4276dfe3d | 2025-05-27T02:02:25 | network | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|critical| desc=Network covert_channel from 68.169.251.169 to 27.222.178.124 No additional info noise=QWx0aG91Z2gu | {
"geo_location": "Lithuania",
"device_hash": "2c315a0db2c9c61640d2cd6f43a5f04d2e5445f7",
"user_agent": "Opera/9.46.(X11; Linux i686; he-IL) Presto/2.9.190 Version/12.00",
"session_id": "a50027cb-c860-45f4-a89e-67ea29736cb5",
"risk_score": 68.58,
"confidence": 0.89
} | null | covert_channel | null | null | null | No additional info | Network covert_channel from 68.169.251.169 to 27.222.178.124 No additional info | null | null | null | null | 68.169.251.169 | 27.222.178.124 | null | null | null | null | null | null | null | null | null | null | HTTP | 34,455 | null | null | null |
3267fd7d-523d-43ce-81c1-a93ff1a28141 | 2025-02-18T16:58:12 | iot | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|info| desc=IoT device Thermostat physical_tamper MITRE Technique: T1059.005 noise=80EBA60B | {
"geo_location": "Singapore",
"device_hash": "46bbfa26a9e3bb27920374606100e164",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_11_9 rv:2.0; hak-TW) AppleWebKit/533.21.2 (KHTML, like Gecko) Version/5.0.3 Safari/533.21.2",
"session_id": "44c0c0d7-0ba8-4a3f-a15c-10f9735cc337",
"risk_score": 54.92,
"c... | null | physical_tamper | null | null | null | MITRE Technique: T1059.005 | IoT device Thermostat physical_tamper MITRE Technique: T1059.005 | null | Thermostat | iot-72c58027 | 1.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0d11604b-e975-4c6a-9427-663b74e2a561 | 2025-04-19T15:22:32 | cloud | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|info| desc=Cloud lambda_execution in OCI by chadsmith MITRE Technique: T1566.001 | {
"geo_location": "North Korea",
"device_hash": "4f1debe25ed86a5896e603f393af8fae4717cf6d544624d4963ffec1929ec2cf",
"user_agent": "Mozilla/5.0 (Windows 98; tn-ZA; rv:1.9.2.20) Gecko/7401-04-02 06:31:47 Firefox/3.6.19",
"session_id": "13bd1736-8047-4f52-8efd-5170adc70754",
"risk_score": 12.44,
"confidence": ... | chadsmith | lambda_execution | null | null | null | MITRE Technique: T1566.001 | Cloud lambda_execution in OCI by chadsmith MITRE Technique: T1566.001 | null | null | null | null | null | null | null | null | null | OCI | res-bca2a1bc | null | null | null | null | null | null | null | null | null | null |
174895b7-a94f-43e1-aacf-6321ac0c1167 | 2025-05-07T19:51:29 | ai | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|high| desc=AI system fine_tuning by schmidtjennifer MITRE Technique: T1134.001 | Associated Threat Actor: APT37 | {
"geo_location": "Pakistan",
"device_hash": "45e065a1a95de7497731005e1926c6befa0ef113",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_6_3) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/19.0.824.0 Safari/532.0",
"session_id": "72e8af04-591d-40a4-8405-e190821248f9",
"risk_score": 64.43,
"confidence":... | schmidtjennifer | fine_tuning | null | null | null | MITRE Technique: T1134.001 | Associated Threat Actor: APT37 | AI system fine_tuning by schmidtjennifer MITRE Technique: T1134.001 | Associated Threat Actor: APT37 | null | null | null | null | null | null | null | null | null | null | null | model-5d0e017b | dc3c841ea0da44fc4390647bd98786e1d731a0e5 | d1a5bc59359608232074f1a22236ae1a0f07e99d | null | null | null | null | null | null | null |
abf84b19-ba5c-4bce-b462-a65abbbf353a | 2025-04-24T06:53:29 | endpoint | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint scheduled_task /police/author.wav by ksuarez MITRE Technique: T1218.011 | Unconventional IOC: GPU memory artifacts | {
"geo_location": "Kiribati",
"device_hash": "d074b713963c76656f3a727b8c04bb4050db586239c55b9279cf7e05eb9489a7",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; ak-GH) AppleWebKit/531.48.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B113 Safari/6531.48.1",
"session_id": "ebdba0ca-c527-4430-a... | ksuarez | scheduled_task | /police/author.wav | 4,879 | cmd.exe | MITRE Technique: T1218.011 | Unconventional IOC: GPU memory artifacts | Endpoint scheduled_task /police/author.wav by ksuarez MITRE Technique: T1218.011 | Unconventional IOC: GPU memory artifacts | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f694bda3-5aa9-4897-81ca-6c47dc0bd270 | 2025-03-11T20:40:47 | network | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|critical| desc=Network beaconing from 57.37.172.36 to 9.159.109.253 DGA domain detected | {
"geo_location": "Fiji",
"device_hash": "bbf337ec2fd6d0f52a03335f23bf2bbe4aaaa49f",
"user_agent": "Mozilla/5.0 (Linux; Android 4.2) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/46.0.877.0 Safari/536.0",
"session_id": "748c0242-a414-4577-8053-0fb329f5ab78",
"risk_score": 49.69,
"confidence": 0.28
} | null | beaconing | null | null | null | DGA domain detected | Network beaconing from 57.37.172.36 to 9.159.109.253 DGA domain detected | null | null | null | null | 57.37.172.36 | 9.159.109.253 | null | null | null | null | null | null | null | null | null | null | ICMP | 572,385 | null | null | null |
5b2bfbbe-9131-4d2c-bddc-6a898c2aacba | 2025-03-25T20:17:34 | firewall | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|critical| desc=Firewall deny SSH traffic from 30.65.80.94:411 to 147.215.185.51:876 No additional info | {
"geo_location": "Morocco",
"device_hash": "3e2395110ddb88b77a70fe67e2915f210c5a9dda",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; hr-HR) AppleWebKit/532.3.4 (KHTML, like Gecko) Version/4.0.5 Mobile/8B117 Safari/6532.3.4",
"session_id": "d03224ae-3b19-4e82-904e-3080ed6c0650",
"risk_... | null | deny | null | null | null | No additional info | Firewall deny SSH traffic from 30.65.80.94:411 to 147.215.185.51:876 No additional info | null | null | null | null | 30.65.80.94 | 147.215.185.51 | null | null | null | null | null | null | null | null | 411 | 876 | SSH | 867,883 | 1,186 | null | null |
320bffa8-19e8-42e1-a60a-093858c89e04 | 2025-04-15T21:15:02 | iot | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|info| desc=IoT device Thermostat sensor_spoofing MITRE Technique: T1486 | {
"geo_location": "Isle of Man",
"device_hash": "e6a58e16f2f228d9e865dddbbe62ff9e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.2; Trident/5.0)",
"session_id": "8ca9454f-66cf-451f-97e9-18e31696e3d9",
"risk_score": 75.23,
"confidence": 0.54
} | null | sensor_spoofing | null | null | null | MITRE Technique: T1486 | IoT device Thermostat sensor_spoofing MITRE Technique: T1486 | null | Thermostat | iot-eedb42b9 | 3.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a2c06588-1db3-4854-b07b-00520851ce26 | 2025-07-04T20:50:15 | ids_alert | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|critical| desc=Wazuh Alert: DDoS detected from 99.254.149.22 targeting 190.65.42.80 MITRE Technique: T1134.001 | {
"geo_location": "Canada",
"device_hash": "4432de06dbf0c2778d09243929700bcf18f42deb6bb5d46304f154c321601849",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 10.0; Trident/4.0)",
"session_id": "a898b95c-7adc-472a-9630-24933f1d894b",
"risk_score": 57.19,
"confidence": 0.74
} | null | null | null | null | null | MITRE Technique: T1134.001 | Wazuh Alert: DDoS detected from 99.254.149.22 targeting 190.65.42.80 MITRE Technique: T1134.001 | null | null | null | null | 99.254.149.22 | 190.65.42.80 | DDoS | SIG-1569 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
13b05f4f-92e5-4826-963c-1f3a6eea239f | 2027-06-10T04:39:06 | firewall | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|low| desc=Firewall quarantine SSH traffic from 82.34.183.145:727 to 110.244.213.168:26043 No additional info noise=main | {
"geo_location": "Lao People's Democratic Republic",
"device_hash": "3b9177fbdc693a383dd03cc40be38c1b499d1e50d8e9730570dd7c5d1f7e13f3",
"user_agent": "Mozilla/5.0 (Windows 98; Win 9x 4.90) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/22.0.867.0 Safari/531.0",
"session_id": "70b804a0-dde9-4c63-a7cb-2f3440e01d6e... | null | quarantine | null | null | null | No additional info | Firewall quarantine SSH traffic from 82.34.183.145:727 to 110.244.213.168:26043 No additional info | null | null | null | null | 82.34.183.145 | 110.244.213.168 | null | null | null | null | null | null | null | null | 727 | 26,043 | SSH | 922,010 | 846 | null | null |
e2fcea82-a55b-43bf-b821-eebe347afb88 | 2025-03-01T14:47:52 | auth | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|high| desc=Auth locked for xwarren via MFA from 212.28.6.208 No additional info | {
"geo_location": "Iceland",
"device_hash": "f6e02b1d5c7bcabfb95e1d92cb7a8d46",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_7_6; rv:1.9.4.20) Gecko/2351-10-31 03:36:17 Firefox/12.0",
"session_id": "bfb48885-f4ab-4dd0-bea5-28b17a1eaa53",
"risk_score": 64.25,
"confidence": 0.01
} | xwarren | locked | null | null | null | No additional info | Auth locked for xwarren via MFA from 212.28.6.208 No additional info | null | null | null | null | 212.28.6.208 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | ae:44:7b:da:84:53 |
5a5207f8-6b11-47d4-b01a-e87b1aac98a0 | 2025-05-19T04:19:04 | network | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|high| desc=Network data_exfiltration from 111.183.110.51 to 136.179.138.31 MITRE Technique: T1053.005 | {
"geo_location": "Liberia",
"device_hash": "16dad311c0c5efbd7039446c424eeb0d1aa55ced84e6325a518c88ac7b8be1c0",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 10_3_3 like Mac OS X) AppleWebKit/534.0 (KHTML, like Gecko) CriOS/59.0.804.0 Mobile/17R751 Safari/534.0",
"session_id": "b169fb45-423d-4c9a-ae16-aeda8... | null | data_exfiltration | null | null | null | MITRE Technique: T1053.005 | Network data_exfiltration from 111.183.110.51 to 136.179.138.31 MITRE Technique: T1053.005 | null | null | null | null | 111.183.110.51 | 136.179.138.31 | null | null | null | null | null | null | null | null | null | null | UDP | 909,470 | null | null | null |
a8097126-eb28-4e37-9bc5-1987647711cc | 2025-07-07T07:24:22 | auth | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|high| desc=Auth success for moralesamy via passwordless from 25.97.138.148 No additional info | {
"geo_location": "San Marino",
"device_hash": "bbfcbc00f537e56c94619f3c970f0885812d9754",
"user_agent": "Mozilla/5.0 (Windows NT 6.0) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/55.0.850.0 Safari/532.1",
"session_id": "f043cc88-4a51-4c59-a8f9-90ac55648a95",
"risk_score": 42.24,
"confidence": 0.97
} | moralesamy | success | null | null | null | No additional info | Auth success for moralesamy via passwordless from 25.97.138.148 No additional info | null | null | null | null | 25.97.138.148 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 83:ac:45:65:6d:5b |
d9f182a4-d499-4ce9-b6f3-00339bac05f2 | 2025-03-01T09:10:58 | network | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|info| desc=Network bandwidth_usage from 105.29.60.96 to 193.112.35.67 No additional info | {
"geo_location": "Mongolia",
"device_hash": "204d67be0fae40a114137b0b246b8a8972d2c13b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.01; Trident/3.1)",
"session_id": "cc173f90-771b-4040-92e9-3c8a35ccff04",
"risk_score": 59.38,
"confidence": 0.54
} | null | bandwidth_usage | null | null | null | No additional info | Network bandwidth_usage from 105.29.60.96 to 193.112.35.67 No additional info | null | null | null | null | 105.29.60.96 | 193.112.35.67 | null | null | null | null | null | null | null | null | null | null | UDP | 540,877 | null | null | null |
f4fb9a21-71b8-4eda-a3bb-9459f65a2e39 | 2025-05-31T23:14:38 | iot | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|high| desc=IoT device HVAC sensor_spoofing No additional info | {
"geo_location": "Kiribati",
"device_hash": "f5e81cdfcd1731de5cadf49e16299eb6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 11.0; Trident/3.0)",
"session_id": "0f60cc7c-4568-4cec-a414-eeeb4ba83a81",
"risk_score": 30.24,
"confidence": 0.92
} | null | sensor_spoofing | null | null | null | No additional info | IoT device HVAC sensor_spoofing No additional info | null | HVAC | iot-5d670003 | 3.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d4c54c2a-5688-435e-b220-169a2cced952 | 2025-05-27T13:12:45 | ids_alert | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ids_alert|medium| desc=Splunk Alert: SQL Injection detected from 30.158.209.72 targeting 10.233.142.37 Associated Threat Actor: TA505 | {
"geo_location": "Martinique",
"device_hash": "1299364657d6ca4ec2211339d5a69418336120a48f1278e269db06494dc351f5",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_3) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/50.0.872.0 Safari/531.2",
"session_id": "dbd18327-0c7e-4a50-b5dc-02b327e95cca",
"risk_s... | null | null | null | null | null | Associated Threat Actor: TA505 | Splunk Alert: SQL Injection detected from 30.158.209.72 targeting 10.233.142.37 Associated Threat Actor: TA505 | null | null | null | null | 30.158.209.72 | 10.233.142.37 | SQL Injection | SIG-4051 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
96378c26-9e53-4484-af62-cfefc94a90fb | 2025-07-07T04:54:14 | ai | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ai|info| desc=AI system training_data_poisoning by davismicheal No additional info | {
"geo_location": "Faroe Islands",
"device_hash": "a758be55230a16bedf38cc1e3d67c7c842b740ae",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 4.0) AppleWebKit/535.3.6 (KHTML, like Gecko) Version/5.0.1 Safari/535.3.6",
"session_id": "b44a2258-afd1-4c19-a365-2015c2bb2743",
"risk_score": 36.26,
"confidence"... | davismicheal | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by davismicheal No additional info | null | null | null | null | null | null | null | null | null | null | null | model-2ee1f61d | 4c8e69336b84cc362edc572ae713e079d8778a5fa454d0fb63f08e6588d2d6d2 | 21a0c56b3d5becf91f03c96e44405912911a5627b77b5bd4b60e8a9f1e9c9e70 | null | null | null | null | null | null | null |
26ee7f37-9556-4774-88d5-250302e35759 | 2025-01-24T21:39:20 | auth | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|low| desc=Auth failed for greggburch via password from 198.44.21.26 No additional info | {
"geo_location": "Solomon Islands",
"device_hash": "82acb022cc6e3c54071a476d721cdd63d1b8927d",
"user_agent": "Opera/9.41.(X11; Linux x86_64; pa-IN) Presto/2.9.187 Version/10.00",
"session_id": "f42a0e30-52df-43dd-926e-1d2886e9aa41",
"risk_score": 53.24,
"confidence": 0.92
} | greggburch | failed | null | null | null | No additional info | Auth failed for greggburch via password from 198.44.21.26 No additional info | null | null | null | null | 198.44.21.26 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | a2:85:c0:b8:21:a0 |
ffd7ce0f-900f-4d42-bf63-5e37c649b3f7 | 2025-06-27T00:09:52 | firewall | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|low| desc=Firewall drop HTTP traffic from 10.28.78.195:893 to 64.33.184.181:168 Associated Threat Actor: Lazarus Group | {
"geo_location": "Marshall Islands",
"device_hash": "3175de415aa7df4515c6599ba9197667c3d5f78abea581c0d97051d57cb63e71",
"user_agent": "Opera/8.59.(Windows NT 6.2; wo-SN) Presto/2.9.168 Version/11.00",
"session_id": "7017f1ee-b058-457f-9fe8-622fc3f413ea",
"risk_score": 30.44,
"confidence": 0.82
} | null | drop | null | null | null | Associated Threat Actor: Lazarus Group | Firewall drop HTTP traffic from 10.28.78.195:893 to 64.33.184.181:168 Associated Threat Actor: Lazarus Group | null | null | null | null | 10.28.78.195 | 64.33.184.181 | null | null | null | null | null | null | null | null | 893 | 168 | HTTP | 610,712 | 657 | null | null |
9a5e19e5-f4de-43ae-aa68-c9557922d3a6 | 2025-05-06T11:50:51 | network | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|low| desc=Network data_exfiltration from 136.119.146.179 to 196.229.206.226 MITRE Technique: T1071.001 | Associated Threat Actor: Conti noise=TWFnYXppbmUu | {
"geo_location": "Chile",
"device_hash": "efa5d6f33cafb7ccc5be36bd04ce0e47",
"user_agent": "Mozilla/5.0 (Windows NT 5.2; sid-ET; rv:1.9.1.20) Gecko/2161-04-20 20:26:13 Firefox/3.8",
"session_id": "fb9e0ac3-fbb6-4773-95be-ba8a0d06e05f",
"risk_score": 52.3,
"confidence": 0.78
} | null | data_exfiltration | null | null | null | MITRE Technique: T1071.001 | Associated Threat Actor: Conti | Network data_exfiltration from 136.119.146.179 to 196.229.206.226 MITRE Technique: T1071.001 | Associated Threat Actor: Conti | null | null | null | null | 136.119.146.179 | 196.229.206.226 | null | null | null | null | null | null | null | null | null | null | TCP | 66,604 | null | null | null |
4a811324-3578-4c36-b57c-35034172a92a | 2025-04-09T08:55:29 | ai | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|critical| desc=AI system model_inversion by hjohnson No additional info | {
"geo_location": "Iceland",
"device_hash": "65be276658de487e21849ccf19ca320eb12be05b",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/534.42.7 (KHTML, like Gecko) Version/5.0 Safari/534.42.7",
"session_id": "d55c02ab-545a-4a60-9011-d64770395a30",
"risk_score": 53.23,
"confidence": 0.2... | hjohnson | model_inversion | null | null | null | No additional info | AI system model_inversion by hjohnson No additional info | null | null | null | null | null | null | null | null | null | null | null | model-8db3c91b | 7255bd779ba13cbfb26f7b178c3bf50abdd50c3fd614c4295c6dec51ddcad5a8 | 01da2e4d188d8cd61fec216473acf486884ed144 | null | null | null | null | null | null | null |
e08aaf30-1310-4a18-a82e-98d6810fac98 | 2025-01-31T07:24:30 | ids_alert | ArcSight v7.4.0 | emergency | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|emergency| desc=ArcSight Alert: DNS Tunneling detected from 21.219.41.222 targeting 10.187.26.49 No additional info | {
"geo_location": "United States Virgin Islands",
"device_hash": "69851d1b0778a4aca41297ea9495845539dc872bbad3dc7a77b8d8114fd3a213",
"user_agent": "Mozilla/5.0 (Windows 98; tk-TM; rv:1.9.0.20) Gecko/7399-12-18 07:38:35 Firefox/3.6.16",
"session_id": "7a3ebaaf-31b1-4af8-a7e0-b5a57a338358",
"risk_score": 52.02,... | null | null | null | null | null | No additional info | ArcSight Alert: DNS Tunneling detected from 21.219.41.222 targeting 10.187.26.49 No additional info | null | null | null | null | 21.219.41.222 | 10.187.26.49 | DNS Tunneling | SIG-1106 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
3478f618-03be-4988-a423-0870a71b4f51 | 2024-05-26T20:13:17 | endpoint | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint registry_change measure by williamsashley No additional info | {
"geo_location": "Christmas Island",
"device_hash": "8b9be6807e8da1704d0c21143327721bcc445efbf70ffd0b069e6909632b7305",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/9208-12-28 22:33:04 Firefox/3.6.10",
"session_id": "0287f656-314b-4dc1-99d1-36dfcf167391",
"risk_score": 75.42,
"confidence... | williamsashley | registry_change | measure | 5,470 | cmd.exe | No additional info | Endpoint registry_change measure by williamsashley No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a6067e60-0044-45ee-a8b2-fbcfb65bb862 | 2025-02-19T16:13:43 | endpoint | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint scheduled_task mean by barberethan No additional info | {
"geo_location": "Cameroon",
"device_hash": "3b0d16e26d86b39186a6040f12a5e8e9352d07666583fc0202b6b0bec7a189d0",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 4.0) AppleWebKit/533.17.1 (KHTML, like Gecko) Version/5.0 Safari/533.17.1",
"session_id": "5656b1a1-93c8-4d6c-af33-4cda8d81a546",
"risk_score": 32... | barberethan | scheduled_task | mean | 5,372 | svchost.exe | No additional info | Endpoint scheduled_task mean by barberethan No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7960c57f-16b5-4458-ad7e-a2cc34b5f4fb | 2025-03-04T21:42:12 | ids_alert | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|critical| desc=Tanium Alert: SQL Injection detected from 101.216.35.98 targeting N/A MITRE Technique: T1053.005 noise=explore | {
"geo_location": "Kazakhstan",
"device_hash": "e4e6de33a07319468624c87778eab652baa0b20afb115e2cc56cd934fc208c0d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Trident/3.1)",
"session_id": "3227a7b7-cb2f-43eb-8578-76c647cefa62",
"risk_score": 100,
"confidence": 0.06
} | null | null | null | null | null | MITRE Technique: T1053.005 | Tanium Alert: SQL Injection detected from 101.216.35.98 targeting N/A MITRE Technique: T1053.005 | null | null | null | null | 101.216.35.98 | N/A | SQL Injection | SIG-5381 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
d27862a3-7c50-4bbc-83ee-165ece072556 | 2025-04-26T13:31:44 | auth | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|info| desc=Auth locked for lopezbrittany via SAML from 10.152.163.171 Credential stuffing pattern detected | {
"geo_location": "Burkina Faso",
"device_hash": "4f359a589b923378628c1655800c1f3b",
"user_agent": "Opera/9.37.(Windows NT 5.1; lv-LV) Presto/2.9.180 Version/12.00",
"session_id": "b0191f58-b996-44fc-84ba-a4e3f25a5a05",
"risk_score": 38.07,
"confidence": 0.22
} | lopezbrittany | locked | null | null | null | Credential stuffing pattern detected | Auth locked for lopezbrittany via SAML from 10.152.163.171 Credential stuffing pattern detected | null | null | null | null | 10.152.163.171 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | af:8e:3e:5b:30:d4 |
d2916b81-7f44-4a80-9b3a-f8554f368357 | 2025-01-25T07:52:39 | cloud | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|low| desc=Cloud instance_creation in Azure by sweber No additional info | {
"geo_location": "Saint Martin",
"device_hash": "aaab947f634ebf9456339f0afff7a0e8c671e48fff1415c252a8022b3234e979",
"user_agent": "Opera/9.96.(X11; Linux x86_64; lt-LT) Presto/2.9.189 Version/11.00",
"session_id": "8fb5c214-925d-401e-b404-0d2031c685f3",
"risk_score": 65.61,
"confidence": 0.93
} | sweber | instance_creation | null | null | null | No additional info | Cloud instance_creation in Azure by sweber No additional info | null | null | null | null | null | null | null | null | null | Azure | res-dda1a182 | null | null | null | null | null | null | null | null | null | null |
fddbac00-db1e-439c-a5c0-eb06fdd942cc | 2025-04-27T21:23:16 | iot | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|critical| desc=IoT device Camera unusual_activity No additional info | {
"geo_location": "South Georgia and the South Sandwich Islands",
"device_hash": "e1ed1231a09eb0f920b1e4cbab4a9d0531048e10",
"user_agent": "Opera/8.30.(Windows NT 4.0; mr-IN) Presto/2.9.178 Version/10.00",
"session_id": "d5bfd8c6-a585-4e39-be4a-cc2d0d032301",
"risk_score": 47.25,
"confidence": 0.65
} | null | unusual_activity | null | null | null | No additional info | IoT device Camera unusual_activity No additional info | null | Camera | iot-471877af | 2.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ba9216c1-22c6-44cd-b02a-03e16605b22f | 2025-06-10T15:50:31 | iot | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|critical| desc=IoT device Camera firmware_update MITRE Technique: T1486 | {
"geo_location": "Croatia",
"device_hash": "9a9b083c3f069649c9027226d29a22cc",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; Trident/5.1)",
"session_id": "b7bedccb-8f5b-4a66-b815-ed19f9abca15",
"risk_score": 55.83,
"confidence": 0.94
} | null | firmware_update | null | null | null | MITRE Technique: T1486 | IoT device Camera firmware_update MITRE Technique: T1486 | null | Camera | iot-c6c45088 | 2.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
826ea17f-75c1-45f3-b770-a9b7f7cf9f90 | 2025-01-25T02:44:57 | ai | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|high| desc=AI system membership_inference by jason84 No additional info | {
"geo_location": "Lao People's Democratic Republic",
"device_hash": "00bf4af1df4e613b833424c2f2f4625a",
"user_agent": "Mozilla/5.0 (Windows NT 11.0; ve-ZA; rv:1.9.0.20) Gecko/5145-04-18 21:07:47 Firefox/3.6.16",
"session_id": "886c5dc0-ce06-499f-a739-b3dec0379b66",
"risk_score": 46.54,
"confidence": 0.28
} | jason84 | membership_inference | null | null | null | No additional info | AI system membership_inference by jason84 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-44c952da | b5ccb57b8d11bbc04e5d8209641d1559983305a5 | 6930c6c825f2728de6fecf3319cab8b0 | null | null | null | null | null | null | null |
1c1f136c-8979-4823-a2ad-6d43c7ceea31 | 2025-05-04T20:03:52 | firewall | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|low| desc=Firewall deny RDP traffic from 163.235.96.118:61482 to 10.20.176.0:333 MITRE Technique: T1059.001 | {
"geo_location": "Netherlands",
"device_hash": "670a1941aebf2168e799e5ca78d09bcc66bc7472",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.2; Trident/3.0)",
"session_id": "f6e1d0d6-eb23-4090-98cb-3a38eb345a7c",
"risk_score": 46.83,
"confidence": 0.93
} | null | deny | null | null | null | MITRE Technique: T1059.001 | Firewall deny RDP traffic from 163.235.96.118:61482 to 10.20.176.0:333 MITRE Technique: T1059.001 | null | null | null | null | 163.235.96.118 | 10.20.176.0 | null | null | null | null | null | null | null | null | 61,482 | 333 | RDP | 768,293 | 3,408 | null | null |
2d729726-1d88-482a-940f-9e14629312b1 | 2025-05-12T12:06:41 | network | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|critical| desc=Network connection from 85.0.60.69 to 17.137.23.164 No additional info | {
"geo_location": "North Korea",
"device_hash": "8f453d2dbf15187577c5215bea52aede1b5e9112",
"user_agent": "Opera/9.13.(X11; Linux x86_64; lzh-TW) Presto/2.9.171 Version/12.00",
"session_id": "b9e6f97c-655b-4eda-be60-aaed77012fda",
"risk_score": 10.88,
"confidence": 0.98
} | null | connection | null | null | null | No additional info | Network connection from 85.0.60.69 to 17.137.23.164 No additional info | null | null | null | null | 85.0.60.69 | 17.137.23.164 | null | null | null | null | null | null | null | null | null | null | HTTPS | 700,702 | null | null | null |
6293040f-bca8-491a-b4f9-993cf67bd002 | 2025-04-14T23:51:39 | ids_alert | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ids_alert|high| desc=Elastic SIEM Alert: DNS Tunneling detected from 135.61.229.23 targeting N/A Associated Threat Actor: APT29 | Zero-day exploit pattern detected | {
"geo_location": "Yemen",
"device_hash": "20dbb8d5b40bcd4651561a6d69761f88",
"user_agent": "Mozilla/5.0 (Windows NT 11.0) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/52.0.887.0 Safari/535.0",
"session_id": "89de16a7-d425-4d20-89ca-12d651eb2b30",
"risk_score": 82.11,
"confidence": 0.81
} | null | null | null | null | null | Associated Threat Actor: APT29 | Zero-day exploit pattern detected | Elastic SIEM Alert: DNS Tunneling detected from 135.61.229.23 targeting N/A Associated Threat Actor: APT29 | Zero-day exploit pattern detected | null | null | null | null | 135.61.229.23 | N/A | DNS Tunneling | SIG-1858 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
e5b3fba1-af5b-4892-9069-ab1d3a37dcb2 | 2025-06-12T21:39:39 | auth | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|medium| desc=Auth success for willie98 via MFA from 126.226.172.205 No additional info | {
"geo_location": "Turks and Caicos Islands",
"device_hash": "a704c949f0607660ff8d4d0e6d02334d",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_2 like Mac OS X) AppleWebKit/532.0 (KHTML, like Gecko) CriOS/54.0.889.0 Mobile/44P517 Safari/532.0",
"session_id": "c5a0cfe6-0ee0-46c0-9646-cca49160b7a9",
"risk... | willie98 | success | null | null | null | No additional info | Auth success for willie98 via MFA from 126.226.172.205 No additional info | null | null | null | null | 126.226.172.205 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 85:a7:0b:8d:87:9d |
aed9caa6-8440-41f7-bdbf-fdb754586610 | 2025-06-01T23:26:53 | ai | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|low| desc=AI system model_inversion by samanthapeterson No additional info | {
"geo_location": "Suriname",
"device_hash": "f208ede95154cebc9fc97c3f0cc2701f",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_12_5; rv:1.9.3.20) Gecko/5163-10-06 15:48:52 Firefox/12.0",
"session_id": "7ac4c460-e372-4998-bcb3-36ca0372644c",
"risk_score": 73.48,
"confidence": 0.23
} | samanthapeterson | model_inversion | null | null | null | No additional info | AI system model_inversion by samanthapeterson No additional info | null | null | null | null | null | null | null | null | null | null | null | model-627bed57 | 940b405d87f39fbbbb885e839768334698c2954a89798413eb2698ba6a50d9ab | f88641f24bd1668106b23e56d80f237c2f97db53 | null | null | null | null | null | null | null |
4b9bc091-37e5-49c0-9784-f9ccf9c17553 | 2025-05-22T20:19:09 | ids_alert | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ids_alert|medium| desc=Splunk Alert: Container Escape detected from 221.108.158.195 targeting 78.255.86.211 No additional info | {
"geo_location": "Croatia",
"device_hash": "c715d7c7c65978025a1eae35d56da504",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.1; Trident/3.1)",
"session_id": "833af1b3-09fe-414d-b493-8760f34b5605",
"risk_score": 36.01,
"confidence": 0.09
} | null | null | null | null | null | No additional info | Splunk Alert: Container Escape detected from 221.108.158.195 targeting 78.255.86.211 No additional info | null | null | null | null | 221.108.158.195 | 78.255.86.211 | Container Escape | SIG-5671 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
b7ff7046-2327-4d95-9585-310f77fc0f85 | 2025-01-29T14:45:15 | endpoint | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|endpoint|low| desc=Endpoint persistence_mechanism figure by jimmymoore MITRE Technique: T1486 | {
"geo_location": "Heard Island and McDonald Islands",
"device_hash": "173fead74bd007241cc25631a4e1e2ae22389714",
"user_agent": "Mozilla/5.0 (Android 5.1; Mobile; rv:51.0) Gecko/51.0 Firefox/51.0",
"session_id": "6f7b7f73-5653-4524-9149-2654060124c6",
"risk_score": 81.38,
"confidence": 0.31
} | jimmymoore | persistence_mechanism | figure | 2,309 | powershell.exe | MITRE Technique: T1486 | Endpoint persistence_mechanism figure by jimmymoore MITRE Technique: T1486 | {
"baseline_deviation": 0.94,
"entropy": 5.71,
"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 |
cfd199b4-a080-41a4-adfe-b4fa335927c4 | 2025-02-13T14:11:46 | iot | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|high| desc=IoT device HVAC firmware_update No additional info | {
"geo_location": "Christmas Island",
"device_hash": "dcee325147cef2608280580665f3b0dbbee15423",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; sv-FI) AppleWebKit/533.45.4 (KHTML, like Gecko) Version/3.0.5 Mobile/8B112 Safari/6533.45.4",
"session_id": "6cf6f709-5a35-42d2-8872-3566efa6009e... | null | firmware_update | null | null | null | No additional info | IoT device HVAC firmware_update No additional info | null | HVAC | iot-9e625c5f | 4.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
929eb27f-6568-44ec-9c24-9ef3457954ab | 2025-04-09T16:49:16 | firewall | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|medium| desc=Firewall inspect HTTP traffic from 167.181.63.133:931 to 24.62.183.115:813 No additional info | {
"geo_location": "Macao",
"device_hash": "3075af64061188e8fe4c8bef34ae16ab",
"user_agent": "Opera/9.25.(X11; Linux x86_64; kk-KZ) Presto/2.9.163 Version/12.00",
"session_id": "f3216a09-4ac9-42dc-a4b2-02de5defdd77",
"risk_score": 59.5,
"confidence": 0.6
} | null | inspect | null | null | null | No additional info | Firewall inspect HTTP traffic from 167.181.63.133:931 to 24.62.183.115:813 No additional info | null | null | null | null | 167.181.63.133 | 24.62.183.115 | null | null | null | null | null | null | null | null | 931 | 813 | HTTP | 183,144 | 3,187 | null | null |
5260ec37-a26e-42dd-b939-9d569bcd22a9 | 2025-03-19T12:56:45 | auth | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|low| desc=Auth failed for rgeorge via passwordless from 33.141.210.148 MITRE Technique: T1110.003 | Credential stuffing pattern detected | {
"geo_location": "Germany",
"device_hash": "cf756cf337a0208fab7ea10e40708848020fa02d",
"user_agent": "Mozilla/5.0 (Windows NT 11.0) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/50.0.825.0 Safari/534.2",
"session_id": "e5ad6441-db2c-4778-abc1-1b6474fe426b",
"risk_score": 66.94,
"confidence": 0.48
} | rgeorge | failed | null | null | null | MITRE Technique: T1110.003 | Credential stuffing pattern detected | Auth failed for rgeorge via passwordless from 33.141.210.148 MITRE Technique: T1110.003 | Credential stuffing pattern detected | null | null | null | null | 33.141.210.148 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | bd:08:17:74:f9:7a |
4695d217-9a83-4d8e-8b72-1902849b6ac1 | 2025-02-02T19:52:49 | auth | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|info| desc=Auth locked for tdaniel via biometric from 99.195.125.219 MITRE Technique: T1218.011 | {
"geo_location": "Myanmar",
"device_hash": "727c45b7312a589b43af39bfa576e93f",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 10_3_4 like Mac OS X) AppleWebKit/535.0 (KHTML, like Gecko) FxiOS/9.4z7375.0 Mobile/45W850 Safari/535.0",
"session_id": "b7c243d2-ac2b-4176-aaed-3893e3608b3b",
"risk_score": 65.28,... | tdaniel | locked | null | null | null | MITRE Technique: T1218.011 | Auth locked for tdaniel via biometric from 99.195.125.219 MITRE Technique: T1218.011 | {
"baseline_deviation": 1.59,
"entropy": 3.72,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 99.195.125.219 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | e8:e7:ec:61:b1:81 |
d889f269-f8f7-41e5-9ce8-9f5b6d295166 | 2025-05-10T01:55:19 | cloud | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|low| desc=Cloud api_abuse in Azure by wsmith Cross-tenant access detected noise=UXVpdGUu | {
"geo_location": "Monaco",
"device_hash": "06517a6688af9e356fe1d7fca52797b6",
"user_agent": "Mozilla/5.0 (Linux; Android 2.2.1) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/20.0.879.0 Safari/534.1",
"session_id": "46524117-26d8-4ac8-b1d6-2bf546de7bcb",
"risk_score": 33.19,
"confidence": 0.26
} | wsmith | api_abuse | null | null | null | Cross-tenant access detected | Cloud api_abuse in Azure by wsmith Cross-tenant access detected | null | null | null | null | null | null | null | null | null | Azure | res-a5ddec21 | null | null | null | null | null | null | null | null | null | null |
b750f68b-460c-4813-a0b4-737ed7c03425 | 2025-01-14T04:38:07 | cloud | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|low| desc=Cloud lambda_execution in GCP by icampbell No additional info noise=Q29uY2Vybi4= | {
"geo_location": "Iraq",
"device_hash": "fecdecadc11ae7689c7bd14a260d834077e52fea",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/3053-04-13 10:53:13 Firefox/4.0",
"session_id": "385bba39-084e-402a-97dd-ce1bf0b0825e",
"risk_score": 18.86,
"confidence": 0.79
} | icampbell | lambda_execution | null | null | null | No additional info | Cloud lambda_execution in GCP by icampbell No additional info | null | null | null | null | null | null | null | null | null | GCP | res-51e9c24d | null | null | null | null | null | null | null | null | null | null |
e1b5fe40-4715-4d24-aa71-df0fbd9e3e4d | 2025-05-29T09:16:27 | network | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|medium| desc=Network beaconing from 208.112.53.28 to 101.27.254.231 Unconventional IOC: Quantum random number deviations | {
"geo_location": "Iran",
"device_hash": "6da4719f920e4d2721d47324c2b86daf76e0b203",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 95; Trident/3.0)",
"session_id": "62ae72ec-57f4-4e21-8a82-2a4161feada4",
"risk_score": 27.74,
"confidence": 0.1
} | null | beaconing | null | null | null | Unconventional IOC: Quantum random number deviations | Network beaconing from 208.112.53.28 to 101.27.254.231 Unconventional IOC: Quantum random number deviations | null | null | null | null | 208.112.53.28 | 101.27.254.231 | null | null | null | null | null | null | null | null | null | null | TCP | 323,870 | null | null | null |
5fdc3097-eebd-4c86-99c0-d80a80c46304 | 2025-03-06T19:00:32 | iot | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|high| desc=IoT device Medical unusual_activity MITRE Technique: T1543.003 noise=QWJsZS4= | {
"geo_location": "Turks and Caicos Islands",
"device_hash": "1143e8c304287de8dc64f799dc62174fc97794b82997fb179d1c6c382bf249b0",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/35.0.817.0 Safari/533.1",
"session_id": "450f2f8c-3196-4d1b-9835-30e8c0cd3d41",
"risk_score... | null | unusual_activity | null | null | null | MITRE Technique: T1543.003 | IoT device Medical unusual_activity MITRE Technique: T1543.003 | null | Medical | iot-c16dcbce | 3.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3f46372a-80be-4f6d-bf4b-5a81200bf941 | 2025-05-12T17:08:51 | auth | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|info| desc=Auth challenge for coreyalexander via SAML from 122.142.4.7 No additional info | {
"geo_location": "Denmark",
"device_hash": "b277bd581f867759a9543dd40833445d44ba3abb",
"user_agent": "Mozilla/5.0 (Android 2.3.7; Mobile; rv:45.0) Gecko/45.0 Firefox/45.0",
"session_id": "97a29b87-c42a-41bf-8ab1-216da1ad2c0f",
"risk_score": 77.19,
"confidence": 0.13
} | coreyalexander | challenge | null | null | null | No additional info | Auth challenge for coreyalexander via SAML from 122.142.4.7 No additional info | null | null | null | null | 122.142.4.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | a2:64:fe:a3:48:19 |
1b6d33db-9a64-4719-81ce-85f056aa4bc3 | 2025-05-04T15:45:59 | auth | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|high| desc=Auth challenge for wlarson via password from 32.168.32.102 MITRE Technique: T1190 | {
"geo_location": "Cyprus",
"device_hash": "fd6794176837ec30f4c91fffd5d989ba7a8366ec03dcb431467cbe982a36e9ae",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; so-DJ) AppleWebKit/531.28.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B114 Safari/6531.28.2",
"session_id": "9316ec41-a835-488e-a12... | wlarson | challenge | null | null | null | MITRE Technique: T1190 | Auth challenge for wlarson via password from 32.168.32.102 MITRE Technique: T1190 | null | null | null | null | 32.168.32.102 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | ce:68:c3:96:bb:82 |
ea5efc97-2b76-42ab-a0d4-1f20e5ee3ea5 | 2025-03-29T02:30:19 | firewall | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|low| desc=Firewall drop HTTP traffic from 160.169.65.61:860 to 11.94.176.53:375 No additional info | {
"geo_location": "Brazil",
"device_hash": "0d2f9e521d6f8c3e9ffc411ff4090853",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_8_0 rv:4.0; lzh-TW) AppleWebKit/532.17.3 (KHTML, like Gecko) Version/5.0.5 Safari/532.17.3",
"session_id": "2faa4fa8-2a85-42e9-91ec-56cf21f05a86",
"risk_score": 51.03,
"con... | null | drop | null | null | null | No additional info | Firewall drop HTTP traffic from 160.169.65.61:860 to 11.94.176.53:375 No additional info | null | null | null | null | 160.169.65.61 | 11.94.176.53 | null | null | null | null | null | null | null | null | 860 | 375 | HTTP | 209,308 | 1,959 | null | null |
10284b86-9978-4a2f-92b0-de51a58322cc | 2025-04-27T02:16:03 | endpoint | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint memory_injection run by imiller No additional info | {
"geo_location": "Slovenia",
"device_hash": "a4b6574ebdee03fac0f9f4da73057398",
"user_agent": "Opera/8.47.(X11; Linux i686; tig-ER) Presto/2.9.188 Version/12.00",
"session_id": "34096070-7d22-4c4b-abc5-44b7ffa0712e",
"risk_score": 47,
"confidence": 0.51
} | imiller | memory_injection | run | 4,096 | explorer.exe | No additional info | Endpoint memory_injection run by imiller No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3cc509de-ed1b-42bc-92b6-901417647ddf | 2025-02-23T19:42:33 | auth | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|low| desc=Auth locked for katrina43 via password from 10.195.201.209 No additional info noise=U3RhZmYu | {
"geo_location": "Tokelau",
"device_hash": "2393688479fd86c272b160e19644f2c3340b595f",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_7_7 rv:6.0; si-LK) AppleWebKit/535.22.1 (KHTML, like Gecko) Version/4.1 Safari/535.22.1",
"session_id": "c4df4e4c-497d-44c8-81a5-32b99fecd1c2",
"risk_score": 64.0... | katrina43 | locked | null | null | null | No additional info | Auth locked for katrina43 via password from 10.195.201.209 No additional info | null | null | null | null | 10.195.201.209 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | e0:62:15:99:67:4d |
89b4d2e8-4957-4fb9-bad2-153b0e1d8d74 | 2025-04-18T07:13:56 | cloud | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|critical| desc=Cloud instance_creation in GCP by pnewman MITRE Technique: T1204.002 | {
"geo_location": "Wallis and Futuna",
"device_hash": "b73f70124d3e28493a26332246186d5aa78c19100bb0fe2c3907c83c1b44d13a",
"user_agent": "Opera/9.95.(X11; Linux x86_64; lg-UG) Presto/2.9.178 Version/12.00",
"session_id": "0d81e0b8-9972-4b3a-9bd1-82cfccd014b7",
"risk_score": 58.15,
"confidence": 0.59
} | pnewman | instance_creation | null | null | null | MITRE Technique: T1204.002 | Cloud instance_creation in GCP by pnewman MITRE Technique: T1204.002 | null | null | null | null | null | null | null | null | null | GCP | res-08180622 | null | null | null | null | null | null | null | null | null | null |
52e8d3f9-e891-419c-b7da-c20bed53447f | 2025-03-28T14:33:58 | iot | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|medium| desc=IoT device Sensor battery_drain No additional info | {
"geo_location": "Montenegro",
"device_hash": "ad9c74ac59aaa172b7a50b30d740bafbdfea641c",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.1) AppleWebKit/531.35.6 (KHTML, like Gecko) Version/4.0.5 Safari/531.35.6",
"session_id": "46d3de41-c917-4871-ab58-45f4d70e024f",
"risk_score": 12.31,
"confidence":... | null | battery_drain | null | null | null | No additional info | IoT device Sensor battery_drain No additional info | null | Sensor | iot-f40f1536 | 8.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6cfb98a2-6a96-48a7-9111-a9944d6eea01 | 2025-05-08T08:31:10 | ai | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|high| desc=AI system model_inversion by patricia01 MITRE Technique: T1053.005 | {
"geo_location": "Sierra Leone",
"device_hash": "31ad14001cc1dede1ec08aa8361b3f0b96f6f271",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 8_4_1 like Mac OS X) AppleWebKit/532.2 (KHTML, like Gecko) FxiOS/13.1k1223.0 Mobile/62H871 Safari/532.2",
"session_id": "82019e1e-c644-4fe5-84e7-c43f3358e2fd",
"risk_score... | patricia01 | model_inversion | null | null | null | MITRE Technique: T1053.005 | AI system model_inversion by patricia01 MITRE Technique: T1053.005 | null | null | null | null | null | null | null | null | null | null | null | model-b9777d72 | e6d5ce0538f9a36b56f493cff926b59b6e14fae8 | 943f6eae81d57337b78362b3228de39ccf43833a | null | null | null | null | null | null | null |
4117bf28-d989-40e0-b4e2-e05b1a8a96ff | 2025-04-08T08:18:18 | firewall | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|high| desc=Firewall log-only TCP traffic from 221.39.21.18:47357 to 103.162.128.107:309 No additional info noise=explore/tag | {
"geo_location": "Niue",
"device_hash": "9b4bc1e9cb2426e332ac58f75e2211c397204380",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 95) AppleWebKit/531.3.1 (KHTML, like Gecko) Version/4.0.3 Safari/531.3.1",
"session_id": "211f8c73-bc46-4478-88b7-1d0cc6dcea54",
"risk_score": 55.26,
"confidence": 0.8
} | null | log-only | null | null | null | No additional info | Firewall log-only TCP traffic from 221.39.21.18:47357 to 103.162.128.107:309 No additional info | null | null | null | null | 221.39.21.18 | 103.162.128.107 | null | null | null | null | null | null | null | null | 47,357 | 309 | TCP | 293,165 | 3,590 | null | null |
981f2dbc-09c5-479b-a1b0-b1923ade2a1b | 2025-05-31T14:50:13 | network | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|high| desc=Network bandwidth_usage from 10.181.198.75 to 17.14.165.78 No additional info | {
"geo_location": "Thailand",
"device_hash": "d810a6c7928a2a5960a5ec146b90fe38",
"user_agent": "Opera/9.49.(Windows NT 6.2; mr-IN) Presto/2.9.168 Version/11.00",
"session_id": "0e289b30-49ec-4b81-9fb3-f5ee10ade2dc",
"risk_score": 50.93,
"confidence": 0.66
} | null | bandwidth_usage | null | null | null | No additional info | Network bandwidth_usage from 10.181.198.75 to 17.14.165.78 No additional info | null | null | null | null | 10.181.198.75 | 17.14.165.78 | null | null | null | null | null | null | null | null | null | null | ICMP | 101,524 | null | null | null |
ddc3c848-866c-4506-891c-20294b8ecf31 | 2025-02-14T17:00:50 | endpoint | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|high| desc=Endpoint persistence_mechanism /book/piece.txt by jwilliams No additional info | {
"geo_location": "Isle of Man",
"device_hash": "4681d2ef91929a3b7fc9c35137e3c91a",
"user_agent": "Mozilla/5.0 (Windows NT 11.0; ml-IN; rv:1.9.1.20) Gecko/3528-10-25 12:02:44 Firefox/3.6.13",
"session_id": "7d105bcd-9a14-44d1-878c-ffc682dffa11",
"risk_score": 69.02,
"confidence": 0.11
} | jwilliams | persistence_mechanism | /book/piece.txt | 6,163 | powershell.exe | No additional info | Endpoint persistence_mechanism /book/piece.txt by jwilliams No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
598af71d-2818-494a-a35b-c1a0e5df24e2 | 2025-01-24T19:48:22 | cloud | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|high| desc=Cloud shadow_it in Azure by walkergregory No additional info | {
"geo_location": "Cocos (Keeling) Islands",
"device_hash": "86595150d4e99e643a39989110b7abdbda5755c0",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_1_2 like Mac OS X) AppleWebKit/533.2 (KHTML, like Gecko) CriOS/39.0.802.0 Mobile/37D109 Safari/533.2",
"session_id": "1a0846a0-f41e-4e60-ac73-2efe7bfe8852",
... | walkergregory | shadow_it | null | null | null | No additional info | Cloud shadow_it in Azure by walkergregory No additional info | null | null | null | null | null | null | null | null | null | Azure | res-6499eda7 | null | null | null | null | null | null | null | null | null | null |
64ced26b-9b82-45b3-9af2-0f9a1c347b84 | 2025-02-10T13:53:58 | network | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|medium| desc=Network latency_spike from 135.231.161.119 to 85.31.115.227 No additional info | {
"geo_location": "Somalia",
"device_hash": "0c3c889444696ae125b1fc25a150abac",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/6816-10-21 20:01:13 Firefox/3.6.16",
"session_id": "66bfe578-4d9b-45cb-b86c-e5177fe72ebc",
"risk_score": 54.71,
"confidence": 0.94
} | null | latency_spike | null | null | null | No additional info | Network latency_spike from 135.231.161.119 to 85.31.115.227 No additional info | null | null | null | null | 135.231.161.119 | 85.31.115.227 | null | null | null | null | null | null | null | null | null | null | HTTP | 582,215 | null | null | null |
b2abba96-827a-42a3-908c-257dc6986ec2 | 2025-05-16T21:40:30 | cloud | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|cloud|medium| desc=Cloud container_escape in AWS by gomezhannah No additional info | {
"geo_location": "Afghanistan",
"device_hash": "b42a065c8079ac4aaaa0021474b75ee6",
"user_agent": "Opera/8.95.(X11; Linux i686; lij-IT) Presto/2.9.173 Version/11.00",
"session_id": "c238193d-31ad-4fe3-b36f-ddb75b49bdc8",
"risk_score": 54.05,
"confidence": 0.91
} | gomezhannah | container_escape | null | null | null | No additional info | Cloud container_escape in AWS by gomezhannah No additional info | null | null | null | null | null | null | null | null | null | AWS | res-f19ffa93 | null | null | null | null | null | null | null | null | null | null |
054c83ac-11c6-42f6-b94d-efcacdc5d8b2 | 2025-03-04T07:40:13 | firewall | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall log-only ICMP traffic from 10.211.225.160:435 to 113.180.227.216:617 No additional info | {
"geo_location": "Portugal",
"device_hash": "f873ea173340c90543de0c25fe14f495691cd1a7",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.2; Trident/5.0)",
"session_id": "b28961d5-5400-44a2-946f-30e127b12201",
"risk_score": 35.22,
"confidence": 0.04
} | null | log-only | null | null | null | No additional info | Firewall log-only ICMP traffic from 10.211.225.160:435 to 113.180.227.216:617 No additional info | null | null | null | null | 10.211.225.160 | 113.180.227.216 | null | null | null | null | null | null | null | null | 435 | 617 | ICMP | 962,268 | 2,819 | null | null |
4cdb1823-da7f-49a8-97cd-0002d4f18e9c | 2025-03-29T14:30:37 | iot | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|low| desc=IoT device Medical battery_drain No additional info | {
"geo_location": "Yemen",
"device_hash": "85dbb9dd697a49e9393999faef3acbeb70e1db02",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_4 like Mac OS X) AppleWebKit/534.2 (KHTML, like Gecko) CriOS/58.0.843.0 Mobile/39C368 Safari/534.2",
"session_id": "e9d76f56-50e5-4941-b7a2-b9aedd1e84a9",
"risk_score": 42... | null | battery_drain | null | null | null | No additional info | IoT device Medical battery_drain No additional info | null | Medical | iot-e6a94a94 | 10.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
735062e8-f18a-4bbf-ae2f-3d678619139f | 2025-06-20T13:40:16 | endpoint | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|high| desc=Endpoint service_install green by aprilhamilton No additional info noise=AAE02B30 | {
"geo_location": "Bangladesh",
"device_hash": "d0b3c2b4f7420f4e608e554af722c47e",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_5_7) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/39.0.820.0 Safari/533.1",
"session_id": "f1e96046-cea6-459f-97ed-d8166f44cf45",
"risk_score": 23.05,
"confidence": 0.9... | aprilhamilton | service_install | green | 6,533 | svchost.exe | No additional info | Endpoint service_install green by aprilhamilton No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
276ef0a1-8554-4d1b-9d5c-5ac9fc2aec7b | 2025-05-04T01:46:14 | ids_alert | Tanium v7.4.0 | emergency | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|emergency| desc=Tanium Alert: DDoS detected from 55.130.77.17 targeting 107.158.127.110 No additional info | {
"geo_location": "Djibouti",
"device_hash": "97a2de22213009349fe50218e30bfb04997384eb",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_6_4 rv:2.0; my-MM) AppleWebKit/533.7.5 (KHTML, like Gecko) Version/4.0.5 Safari/533.7.5",
"session_id": "4b4b4c7c-ebb6-49cc-8482-0ec7885c83c5",
"risk_score": 71.09... | null | null | null | null | null | No additional info | Tanium Alert: DDoS detected from 55.130.77.17 targeting 107.158.127.110 No additional info | null | null | null | null | 55.130.77.17 | 107.158.127.110 | DDoS | SIG-6246 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
c7eaa63b-41b9-4f8b-8985-9674fa882fac | 2025-06-29T11:28:39 | iot | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|high| desc=IoT device Medical sensor_spoofing MITRE Technique: T1486 | {
"geo_location": "Niger",
"device_hash": "84751d07a74bdca62f136cb0b77f1692ed3fbbcee39397df8f1c385e13882ab8",
"user_agent": "Mozilla/5.0 (Linux; Android 4.2) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/39.0.860.0 Safari/532.0",
"session_id": "0a97bec7-6687-4f62-9bb2-7d371f0d5a39",
"risk_score": 20.82,
"con... | null | sensor_spoofing | null | null | null | MITRE Technique: T1486 | IoT device Medical sensor_spoofing MITRE Technique: T1486 | null | Medical | iot-3c623f19 | 8.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
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