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 | method stringclasses 7
values | src_ip stringlengths 8 15 ⌀ | mac_address stringlengths 17 17 ⌀ | additional_info stringlengths 18 148 | description stringlengths 45 225 | model_id stringlengths 14 14 ⌀ | input_hash stringlengths 32 64 ⌀ | output_hash stringlengths 32 64 ⌀ | cloud_service stringclasses 5
values | resource_id stringlengths 12 12 ⌀ | behavioral_analytics dict | dst_ip stringlengths 3 15 ⌀ | bytes int64 105 1,000k ⌀ | protocol stringclasses 10
values | device_type stringclasses 5
values | device_id stringlengths 12 12 ⌀ | firmware_version stringclasses 100
values | object stringlengths 1 32 ⌀ | process_id int64 100 10k ⌀ | parent_process stringclasses 4
values | src_port int64 1 65.5k ⌀ | dst_port int64 1 65.5k ⌀ | duration int64 1 3.6k ⌀ | alert_type stringclasses 17
values | signature_id stringlengths 8 8 ⌀ | category stringclasses 5
values |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
e2881b53-3643-4d64-ae0a-cc7725fee1cb | 2025-05-19T13:22:06 | firewall | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|low| desc=Firewall quarantine SMB traffic from 10.185.146.3:739 to 149.223.192.1:848 MITRE Technique: T1566.001 | {
"geo_location": "Ukraine",
"device_hash": "79aac8b0ef1b7ae970fcba887885d204d46a84f4",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_11_3) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/14.0.811.0 Safari/531.1",
"session_id": "36d9c853-92f0-43fa-aa4a-a9ed3d9cba08",
"risk_score": 44.36,
"confidence":... | null | quarantine | null | 10.185.146.3 | null | MITRE Technique: T1566.001 | Firewall quarantine SMB traffic from 10.185.146.3:739 to 149.223.192.1:848 MITRE Technique: T1566.001 | null | null | null | null | null | null | 149.223.192.1 | 500,192 | SMB | null | null | null | null | null | null | 739 | 848 | 2,976 | null | null | null |
89c1d992-3f1b-4d15-9ff2-27a412a843b7 | 2025-02-28T04:31:55 | auth | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|low| desc=Auth success for ohill via password from 10.92.83.49 MITRE Technique: T1078.004 | Associated Threat Actor: Wizard Spider | Unconventional IOC: TPM attestation failures | {
"geo_location": "Aruba",
"device_hash": "f15d6ecee5b57414466a992fe30e5b8d50f40427",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows CE; Trident/4.0)",
"session_id": "f0603878-5934-4102-ac38-68438ee528e5",
"risk_score": 50.38,
"confidence": 0.07
} | ohill | success | password | 10.92.83.49 | 34:31:f0:79:43:3f | MITRE Technique: T1078.004 | Associated Threat Actor: Wizard Spider | Unconventional IOC: TPM attestation failures | Auth success for ohill via password from 10.92.83.49 MITRE Technique: T1078.004 | Associated Threat Actor: Wizard Spider | Unconventional IOC: TPM attestation failures | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ae396e4d-28e2-4b08-a2fe-0bdd574ccf60 | 2025-04-12T01:16:23 | auth | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|medium| desc=Auth failed for bethmills via MFA from 93.227.242.226 No additional info | {
"geo_location": "Reunion",
"device_hash": "20b732960da464b8b9b3d04c404c72096bb47319ab9e223ddcc17e91d4a79026",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_12_9 rv:5.0; mk-MK) AppleWebKit/532.35.1 (KHTML, like Gecko) Version/5.1 Safari/532.35.1",
"session_id": "65cd63e4-7df2-4a82-965e-efd7d8474dbc... | bethmills | failed | MFA | 93.227.242.226 | 00:54:6f:82:a4:5b | No additional info | Auth failed for bethmills via MFA from 93.227.242.226 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
54158246-9224-426c-a2e5-2c88f8b920a9 | 2025-06-29T20:35:47 | auth | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|high| desc=Auth timeout for elizabethkhan via password from 47.21.81.25 MITRE Technique: T1566.001 | {
"geo_location": "Niue",
"device_hash": "cd2840765cd5a5fd50574c979c5c293b",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; it-IT) AppleWebKit/534.2.3 (KHTML, like Gecko) Version/3.0.5 Mobile/8B114 Safari/6534.2.3",
"session_id": "bb3057e9-7f34-49c4-8cc1-b943d464a1e0",
"risk_score": 86.... | elizabethkhan | timeout | password | 47.21.81.25 | 66:27:11:e2:4a:e1 | MITRE Technique: T1566.001 | Auth timeout for elizabethkhan via password from 47.21.81.25 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 |
5e40114b-758e-4646-8a3a-3f04bcfb40b7 | 2025-02-27T09:48:08 | firewall | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|low| desc=Firewall deny SSH traffic from 125.212.226.168:230 to 222.55.91.122:463 No additional info | {
"geo_location": "Bahrain",
"device_hash": "9d9859aa1efe6b58d45480957e0361de",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_12_1) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/54.0.844.0 Safari/531.0",
"session_id": "354ffb24-d71a-4537-87b6-237b777b6df5",
"risk_score": 39.06,
"confidence": 0.26
} | null | deny | null | 125.212.226.168 | null | No additional info | Firewall deny SSH traffic from 125.212.226.168:230 to 222.55.91.122:463 No additional info | null | null | null | null | null | null | 222.55.91.122 | 440,757 | SSH | null | null | null | null | null | null | 230 | 463 | 1,117 | null | null | null |
4b2cc71d-859a-401f-9261-d308f03a2da3 | 2025-04-22T15:49:42 | iot | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|high| desc=IoT device Sensor sensor_spoofing No additional info | {
"geo_location": "French Guiana",
"device_hash": "ef3b940db132853e72dd17cb1b9f255cac9272c75ff9c2e79fac193068b7a1ff",
"user_agent": "Opera/8.75.(X11; Linux i686; sid-ET) Presto/2.9.163 Version/11.00",
"session_id": "c269d557-d9ba-4c28-9aad-b0936b4f1bc8",
"risk_score": 39.77,
"confidence": 0.5
} | null | sensor_spoofing | null | null | null | No additional info | IoT device Sensor sensor_spoofing No additional info | null | null | null | null | null | null | null | null | null | Sensor | iot-26f477fc | 1.0 | null | null | null | null | null | null | null | null | null |
5b365e2b-eb54-45ff-be62-04bd2e562bab | 2025-05-29T15:41:27 | endpoint | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|low| desc=Endpoint wmi_exec /ten/trip.flac by joseph54 Associated Threat Actor: DarkSide | {
"geo_location": "Iran",
"device_hash": "d4c1f90a189fd7c1a62ae043d428f91384f1c3f4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 10.0; Trident/4.1)",
"session_id": "ba0efeb6-1444-431f-9272-79b22d4f666e",
"risk_score": 73.03,
"confidence": 0.2
} | joseph54 | wmi_exec | null | null | null | Associated Threat Actor: DarkSide | Endpoint wmi_exec /ten/trip.flac by joseph54 Associated Threat Actor: DarkSide | null | null | null | null | null | null | null | null | null | null | null | null | /ten/trip.flac | 8,906 | svchost.exe | null | null | null | null | null | null |
f28842fe-c2fd-4b58-83fd-2e09ba46f184 | 2025-05-16T01:11:20 | ai | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|high| desc=AI system training_data_poisoning by carlos65 No additional info | {
"geo_location": "Seychelles",
"device_hash": "2aeabdc4f88a0aaa1f720dcb1fa4bf2c88c38d5c69624a44058bc20ffd930521",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.0; Trident/3.0)",
"session_id": "375bf63b-5b66-4d00-88ab-f6296460a5da",
"risk_score": 33.59,
"confidence": 0.24
} | carlos65 | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by carlos65 No additional info | model-beaa2b75 | 9acec4526dd4defe5604af81f00c553a46aa7a9df84e189e57280754cf043540 | 23035711dbb4bf69c8127d0b41481b5cdcbe4148ad649a1549dca3842ac944e3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9b2741f4-b27c-40fb-85ef-804647eb18ca | 2025-07-06T19:15:23 | iot | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|medium| desc=IoT device HVAC firmware_update No additional info | {
"geo_location": "Moldova",
"device_hash": "4ae40b98fbf4b4779d2a19d96bd05a74212cf5841d0ee21e63e48918d8775b46",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.01; Trident/3.1)",
"session_id": "0efa85c8-99c5-451d-a18d-9601d9e50c02",
"risk_score": 53.21,
"confidence": 0.66
} | null | firmware_update | null | null | null | No additional info | IoT device HVAC firmware_update No additional info | null | null | null | null | null | null | null | null | null | HVAC | iot-cefaad27 | 1.3 | null | null | null | null | null | null | null | null | null |
152cae9f-7c67-4a9c-8d2b-55d505443f33 | 2025-03-25T13:18:52 | ids_alert | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|high| desc=ArcSight Alert: SQL Injection detected from 22.98.204.170 targeting 89.128.171.222 MITRE Technique: T1204.002 | {
"geo_location": "Tajikistan",
"device_hash": "dc21fc53cbc1153c3ee7a6aaf15aed5f",
"user_agent": "Opera/8.31.(X11; Linux x86_64; ig-NG) Presto/2.9.170 Version/11.00",
"session_id": "b9d85ce0-6b58-421b-8602-f12219696e8e",
"risk_score": 31.32,
"confidence": 0.7
} | null | null | null | 22.98.204.170 | null | MITRE Technique: T1204.002 | ArcSight Alert: SQL Injection detected from 22.98.204.170 targeting 89.128.171.222 MITRE Technique: T1204.002 | null | null | null | null | null | {
"baseline_deviation": 0.69,
"entropy": 3.25,
"frequency_anomaly": true,
"sequence_anomaly": true
} | 89.128.171.222 | null | null | null | null | null | null | null | null | null | null | null | SQL Injection | SIG-6658 | Exploit |
79b9bff3-d821-40ef-9838-856a7e665677 | 2025-07-06T00:24:07 | firewall | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|high| desc=Firewall log-only SMB traffic from 169.173.42.2:918 to 34.33.236.199:679 No additional info noise=consumer|site|audience | {
"geo_location": "France",
"device_hash": "0d779c63032d8414170571c9bec37f3e44753b1d",
"user_agent": "Mozilla/5.0 (Windows 95) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/50.0.818.0 Safari/536.2",
"session_id": "0bf84e6f-7b2a-4e60-b3f8-721aee97e8e7",
"risk_score": 44.75,
"confidence": 0.71
} | null | log-only | null | 169.173.42.2 | null | No additional info | Firewall log-only SMB traffic from 169.173.42.2:918 to 34.33.236.199:679 No additional info | null | null | null | null | null | null | 34.33.236.199 | 734,595 | SMB | null | null | null | null | null | null | 918 | 679 | 1,211 | null | null | null |
886e0b1d-f80a-4d07-984c-b513ce763715 | 2025-02-27T04:28:08 | endpoint | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint memory_injection /heavy/under.css by davidscott No additional info | {
"geo_location": "Libyan Arab Jamahiriya",
"device_hash": "2855d19fb412d6e5d1d155041393797ee5147fed04602d0f88b1aff7b7119d6d",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/55.0.804.0 Safari/533.1",
"session_id": "0f102859-4f02-4a8f-ba6f-2429cf42600d",
"risk_score... | davidscott | memory_injection | null | null | null | No additional info | Endpoint memory_injection /heavy/under.css by davidscott No additional info | null | null | null | null | null | null | null | null | null | null | null | null | /heavy/under.css | 3,869 | svchost.exe | null | null | null | null | null | null |
73144d0c-e3b6-4b79-9676-6ad256a4173e | 2025-07-04T22:04:21 | ai | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|info| desc=AI system training_data_poisoning by juliejohnson No additional info | {
"geo_location": "Macao",
"device_hash": "5a5a215866ae261f850875c943d951592cea615b33c870d7a7cddcce0c59765d",
"user_agent": "Opera/8.28.(X11; Linux i686; ff-SN) Presto/2.9.180 Version/10.00",
"session_id": "7c15ef0f-e1c6-4435-afff-be62cbd58d06",
"risk_score": 27.03,
"confidence": 0.02
} | juliejohnson | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by juliejohnson No additional info | model-17b35d0d | bb050b42bb86938160415e89ec6e339fe66672d84306356a0f36589f78827483 | e8ff68c253ecf1ac1287deb8dee2ca25189d0d23 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
25316f3e-75da-43dd-b126-df2e5b9915ad | 2025-01-19T16:38:41 | ids_alert | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|low| desc=Tanium Alert: Domain Fronting detected from 214.142.47.109 targeting 122.137.220.140 Unconventional IOC: GPU memory artifacts | {
"geo_location": "Russia",
"device_hash": "93f50ee0ce34c8d51b1ccc69869fdaa3b13de552",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_6_4 rv:6.0; os-RU) AppleWebKit/531.23.2 (KHTML, like Gecko) Version/4.0.4 Safari/531.23.2",
"session_id": "0e0eb04b-915a-4f71-83ac-f2190d3d22e5",
"risk_score": 23.95... | null | null | null | 214.142.47.109 | null | Unconventional IOC: GPU memory artifacts | Tanium Alert: Domain Fronting detected from 214.142.47.109 targeting 122.137.220.140 Unconventional IOC: GPU memory artifacts | null | null | null | null | null | null | 122.137.220.140 | null | null | null | null | null | null | null | null | null | null | null | Domain Fronting | SIG-1662 | Recon |
f6a16001-f211-443c-a830-643d5d2ffbb7 | 2025-04-30T12:31:12 | ai | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|critical| desc=AI system model_access by sextonjuan No additional info | {
"geo_location": "Montserrat",
"device_hash": "fac3573e5c3413cb468951681b6f373a203a9db2",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Win 9x 4.90; Trident/3.1)",
"session_id": "4697f878-ddc4-4e3e-99df-13e3ee4dad83",
"risk_score": 53.53,
"confidence": 0.64
} | sextonjuan | model_access | null | null | null | No additional info | AI system model_access by sextonjuan No additional info | model-e010484b | a1088334dd614108ce810723c257889e3f3cf8374db5bc890b0fbacb6a63eea3 | 0fdf584e378a1b2dbae2690ab98268fdb77443494b7f6c0f0aef65de1ebc1517 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f3a922f8-bd30-4965-897d-7af53991a6c2 | 2025-07-07T07:49:08 | ai | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|low| desc=AI system membership_inference by patrickvaughn No additional info | {
"geo_location": "Nauru",
"device_hash": "af6c5d3358b3263d60f6bb62f057e9ff03fa4fb03ae167e6dee1a1b18c06019e",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/5100-02-13 14:52:32 Firefox/3.6.15",
"session_id": "ad6e9220-9e4a-4187-a51b-220f52d3857e",
"risk_score": 66.74,
"confidence": 0.79
} | patrickvaughn | membership_inference | null | null | null | No additional info | AI system membership_inference by patrickvaughn No additional info | model-ec33534f | 1a9a87e7ca4fdd6c9d320423efd43f020f7ac528610119469486ab413fabe11b | c5f1ffdfc6b11f465cd2d393b5aec331 | null | null | {
"baseline_deviation": 2.42,
"entropy": 6.21,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6c243ed9-a61a-47bc-8b8b-ecc79fcf3682 | 2025-06-05T04:29:51 | auth | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|low| desc=Auth timeout for johnsonkarla via passwordless from 24.190.209.149 MITRE Technique: T1190 | {
"geo_location": "San Marino",
"device_hash": "6dda79be54296a14df1a95df3c24f8eeb46ff7c5fce0935072c0a02efd0d7540",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 10.0; Trident/3.0)",
"session_id": "6ccb471a-b420-4741-a0cf-7beff59383a2",
"risk_score": 88.52,
"confidence": 0.17
} | johnsonkarla | timeout | passwordless | 24.190.209.149 | 1c:27:fc:fd:36:1b | MITRE Technique: T1190 | Auth timeout for johnsonkarla via passwordless from 24.190.209.149 MITRE Technique: T1190 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
007ce11d-3781-4ea6-95c7-dbcf003bca07 | 2025-04-27T05:03:03 | endpoint | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|info| desc=Endpoint powershell_exec none by jsmith No additional info | {
"geo_location": "Somalia",
"device_hash": "6ce610f11a8c530fbcbb2141dd8a8addd423a7f1",
"user_agent": "Mozilla/5.0 (Windows 95) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/19.0.849.0 Safari/534.2",
"session_id": "a061fcc8-c8ef-45ad-b6de-b785b6df994f",
"risk_score": 62.69,
"confidence": 0.15
} | jsmith | powershell_exec | null | null | null | No additional info | Endpoint powershell_exec none by jsmith No additional info | null | null | null | null | null | null | null | null | null | null | null | null | none | 6,238 | powershell.exe | null | null | null | null | null | null |
4267712f-fe29-4267-ad32-edbc7dc97586 | 2025-05-15T10:53:05 | ids_alert | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|high| desc=Suricata Alert: Zero-Day Exploit detected from 215.53.161.11 targeting 134.238.232.244 MITRE Technique: T1547.001 | Associated Threat Actor: Wizard Spider | {
"geo_location": "Uruguay",
"device_hash": "844fda1712c5a9b251b43050dc7a7e2a3eb4f08e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.1; Trident/5.0)",
"session_id": "b8e01a8e-f5e4-4ac3-8bd5-98a966754a89",
"risk_score": 83.09,
"confidence": 0.29
} | null | null | null | 215.53.161.11 | null | MITRE Technique: T1547.001 | Associated Threat Actor: Wizard Spider | Suricata Alert: Zero-Day Exploit detected from 215.53.161.11 targeting 134.238.232.244 MITRE Technique: T1547.001 | Associated Threat Actor: Wizard Spider | null | null | null | null | null | null | 134.238.232.244 | null | null | null | null | null | null | null | null | null | null | null | Zero-Day Exploit | SIG-8136 | Policy |
a90dcc1f-a3ab-46ba-828e-2a78ad21a381 | 2025-06-20T21:02:51 | cloud | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|cloud|info| desc=Cloud instance_creation in GCP by christina96 MITRE Technique: T1053.005 | {
"geo_location": "India",
"device_hash": "ba2d2cb6a2e22ebecab042c576ae7705",
"user_agent": "Mozilla/5.0 (Linux; Android 1.6) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/38.0.814.0 Safari/535.1",
"session_id": "2d1248f9-2968-401f-bc41-851586789bc6",
"risk_score": 80.53,
"confidence": 0.6
} | christina96 | instance_creation | null | null | null | MITRE Technique: T1053.005 | Cloud instance_creation in GCP by christina96 MITRE Technique: T1053.005 | null | null | null | GCP | res-d6606edf | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ae1e3fa2-3190-4e8a-9841-bf0aae2b3a89 | 2025-02-16T23:14:40 | cloud | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud permission_escalation in Alibaba by smithmegan MITRE Technique: T1059.005 noise=66FEC503 | {
"geo_location": "Guatemala",
"device_hash": "1d283bacf66cb4f209ec539c946fdcdf2f6319f3",
"user_agent": "Opera/8.14.(X11; Linux i686; csb-PL) Presto/2.9.178 Version/11.00",
"session_id": "60a3a9dc-2f1a-4151-b5d6-19dfe28318fc",
"risk_score": 36.75,
"confidence": 0.05
} | smithmegan | permission_escalation | null | null | null | MITRE Technique: T1059.005 | Cloud permission_escalation in Alibaba by smithmegan MITRE Technique: T1059.005 | null | null | null | Alibaba | res-3bf486ef | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
03466b5a-bf4c-4e0e-854d-02437a4e3f29 | 2025-05-18T14:10:13 | auth | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|auth|medium| desc=Auth bypass for linda35 via SAML from 214.25.47.46 MITRE Technique: T1566.001 | {
"geo_location": "Macao",
"device_hash": "4a5f8771d0a1b282898b4c1cb52c3e4971e49b4031b80f15a9f52b8ab499fff7",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/2838-12-03 04:14:08 Firefox/3.6.1",
"session_id": "545227fb-b57f-4d2d-a751-e4770f18edb9",
"risk_score": 79.43,
"confidence": 0.43
} | linda35 | bypass | SAML | 214.25.47.46 | ad:66:26:52:0b:e4 | MITRE Technique: T1566.001 | Auth bypass for linda35 via SAML from 214.25.47.46 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 |
b9e7bc70-fc05-44db-90b0-d144c1e59e42 | 2025-04-03T02:29:58 | endpoint | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint powershell_exec general by stevensonangela MITRE Technique: T1547.001 | Associated Threat Actor: Mustang Panda | {
"geo_location": "China",
"device_hash": "dc32317f37e62b0469bc2326fd5d0424",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/4394-03-02 14:45:40 Firefox/3.8",
"session_id": "5e71e9bb-3318-4825-93e4-2cff52fe0d89",
"risk_score": 52.93,
"confidence": 0.55
} | stevensonangela | powershell_exec | null | null | null | MITRE Technique: T1547.001 | Associated Threat Actor: Mustang Panda | Endpoint powershell_exec general by stevensonangela MITRE Technique: T1547.001 | Associated Threat Actor: Mustang Panda | null | null | null | null | null | null | null | null | null | null | null | null | general | 7,578 | explorer.exe | null | null | null | null | null | null |
1518509d-0119-45f6-83d6-fc8d2292fb19 | 2025-03-26T19:56:59 | cloud | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|medium| desc=Cloud lambda_execution in OCI by jaytorres No additional info | {
"geo_location": "Croatia",
"device_hash": "a3d4bfeb3f42dff455dcfdea5b9cca94038ac8fa",
"user_agent": "Mozilla/5.0 (Android 2.1; Mobile; rv:45.0) Gecko/45.0 Firefox/45.0",
"session_id": "6996b0fe-0abf-4692-81c8-5e2850fc2474",
"risk_score": 80.32,
"confidence": 0.39
} | jaytorres | lambda_execution | null | null | null | No additional info | Cloud lambda_execution in OCI by jaytorres No additional info | null | null | null | OCI | res-414f6042 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6ca61488-5a3a-496b-980d-bc69de272768 | 2025-01-22T13:06:29 | auth | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|auth|medium| desc=Auth challenge for pamela51 via OAuth from 95.22.16.91 MITRE Technique: T1543.003 | {
"geo_location": "Romania",
"device_hash": "9bb9a25d7dc706fb5b329f1fe2abae29",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 95; Trident/3.1)",
"session_id": "c955a224-693f-4b31-b1ee-b2785560b8be",
"risk_score": 20.96,
"confidence": 0.67
} | pamela51 | challenge | OAuth | 95.22.16.91 | 59:01:59:24:25:ec | MITRE Technique: T1543.003 | Auth challenge for pamela51 via OAuth from 95.22.16.91 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 |
775e4cf9-3579-44fe-bddc-0d4f0b0055b0 | 2025-01-22T16:38:21 | auth | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|medium| desc=Auth bypass for umoran via key from 204.124.236.79 No additional info | {
"geo_location": "Croatia",
"device_hash": "103796a89f57b3febe666d17191ae13e9ab636fa",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/5067-02-14 01:19:50 Firefox/3.8",
"session_id": "29e5e64a-2f9d-4a29-9542-c964a26bac6d",
"risk_score": 51.12,
"confidence": 0.93
} | umoran | bypass | key | 204.124.236.79 | ca:c2:30:7c:50:38 | No additional info | Auth bypass for umoran via key from 204.124.236.79 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
97587efc-7f11-4c59-b44c-acdff02a3432 | 2025-05-03T09:56:41 | ai | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ai|low| desc=AI system training_data_poisoning by ischultz Associated Threat Actor: DarkSide | {
"geo_location": "Fiji",
"device_hash": "4300b19ef0568e3f1357174f45d705d4c9c5fc01",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 1_1_5 like Mac OS X) AppleWebKit/535.1 (KHTML, like Gecko) CriOS/26.0.834.0 Mobile/48L685 Safari/535.1",
"session_id": "ee305bbb-50f0-40de-9485-0a091f5dc9c7",
"risk_score": 24.87,... | ischultz | training_data_poisoning | null | null | null | Associated Threat Actor: DarkSide | AI system training_data_poisoning by ischultz Associated Threat Actor: DarkSide | model-98bf1b5c | 2ba23a346a7e901cbf1150d95f57b9de | aca8713fec566dbd4ccf4ac275b12c31 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
57ba3743-36fd-4400-ba8f-470447751d79 | 2025-02-23T03:34:32 | firewall | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|low| desc=Firewall inspect ICMP traffic from 10.107.43.206:798 to 130.154.64.204:747 No additional info noise=QW55b25lLg== | {
"geo_location": "Italy",
"device_hash": "c5fb04a1ac07778ad9ce2ce7251c18facf2777b4",
"user_agent": "Mozilla/5.0 (Windows NT 5.01) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/58.0.860.0 Safari/536.2",
"session_id": "db85a11d-aba5-45d4-b7ad-e4e616b6879e",
"risk_score": 54.59,
"confidence": 0.17
} | null | inspect | null | 10.107.43.206 | null | No additional info | Firewall inspect ICMP traffic from 10.107.43.206:798 to 130.154.64.204:747 No additional info | null | null | null | null | null | null | 130.154.64.204 | 26,022 | ICMP | null | null | null | null | null | null | 798 | 747 | 2,815 | null | null | null |
7be3554b-e8d8-4f1b-a1e8-55dca1553bdf | 2025-06-02T15:13:51 | network | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|medium| desc=Network disconnection from 50.141.246.21 to 53.41.70.6 MITRE Technique: T1204.002 | {
"geo_location": "Cook Islands",
"device_hash": "7dbf167cd16caf9a69e5579785361f4b",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/7331-06-12 22:19:56 Firefox/3.8",
"session_id": "7f265325-f813-4d44-b538-425f1c6c99bc",
"risk_score": 46.3,
"confidence": 0.09
} | null | disconnection | null | 50.141.246.21 | null | MITRE Technique: T1204.002 | Network disconnection from 50.141.246.21 to 53.41.70.6 MITRE Technique: T1204.002 | null | null | null | null | null | null | 53.41.70.6 | 199,050 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null |
825f855f-7f19-41ae-9600-32057cec2a0c | 2025-05-10T03:45:57 | ids_alert | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|medium| desc=Snort Alert: DDoS detected from 10.5.132.49 targeting N/A Associated Threat Actor: DarkSide | {
"geo_location": "Costa Rica",
"device_hash": "5bb188910a2231a4689ae3d8b2b22cac",
"user_agent": "Mozilla/5.0 (Linux; Android 2.3.5) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/27.0.824.0 Safari/532.1",
"session_id": "3a947f8a-a124-4816-8f3f-0b2fa73a5da0",
"risk_score": 53.86,
"confidence": 0.37
} | null | null | null | 10.5.132.49 | null | Associated Threat Actor: DarkSide | Snort Alert: DDoS detected from 10.5.132.49 targeting N/A Associated Threat Actor: DarkSide | null | null | null | null | null | null | N/A | null | null | null | null | null | null | null | null | null | null | null | DDoS | SIG-8057 | Malware |
c36f7ef4-aa94-4d56-afe9-466da94894e2 | 2025-05-01T12:47:19 | cloud | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|medium| desc=Cloud instance_creation in Alibaba by mary28 No additional info | {
"geo_location": "Dominican Republic",
"device_hash": "ae4f1861698466ac90c7bd61a8ed8aa1db57bc18",
"user_agent": "Opera/8.36.(Windows NT 6.0; ml-IN) Presto/2.9.186 Version/11.00",
"session_id": "86119345-a076-4578-bf9d-9b05266bd85f",
"risk_score": 33.26,
"confidence": 0.13
} | mary28 | instance_creation | null | null | null | No additional info | Cloud instance_creation in Alibaba by mary28 No additional info | null | null | null | Alibaba | res-b2e997ff | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
21797d30-6179-446c-830a-5b72fdce1c0c | 2025-05-01T04:27:53 | iot | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|medium| desc=IoT device HVAC physical_tamper MITRE Technique: T1053.005 | {
"geo_location": "Brunei Darussalam",
"device_hash": "2f1b4dec528da0f02e94ded82f0b30e6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 11.0; Trident/5.1)",
"session_id": "86ac7e90-8553-46ad-a4dc-7031182d9912",
"risk_score": 69.34,
"confidence": 0.18
} | null | physical_tamper | null | null | null | MITRE Technique: T1053.005 | IoT device HVAC physical_tamper MITRE Technique: T1053.005 | null | null | null | null | null | null | null | null | null | HVAC | iot-6704664f | 4.3 | null | null | null | null | null | null | null | null | null |
57a1099e-5645-4968-838c-488d4c1e317e | 2025-07-10T08:13:35 | ai | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ai|info| desc=AI system model_access by eschmidt MITRE Technique: T1566.001 | {
"geo_location": "Libyan Arab Jamahiriya",
"device_hash": "7391696dff28162be2479820032930f510e13c1d166556018acde67e8cc376ab",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_8_8 rv:6.0; wal-ET) AppleWebKit/533.50.5 (KHTML, like Gecko) Version/5.1 Safari/533.50.5",
"session_id": "9ec4ca01-f96c-492e-b2... | eschmidt | model_access | null | null | null | MITRE Technique: T1566.001 | AI system model_access by eschmidt MITRE Technique: T1566.001 | model-1c58166d | f2b10f3a91b806255e5e9fb4d03caece | 1572dd0638d62b560069b03724bc9f6439c2b8a21a94f0c3427dfa2d24c38ba8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9f95455b-2300-4af7-a7e1-6111a06904d6 | 2025-01-24T13:09:54 | endpoint | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|low| desc=Endpoint wmi_exec power by lauren10 No additional info | {
"geo_location": "New Zealand",
"device_hash": "850aec754fbacaa0696ae910c70801c8",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; fr-CA) AppleWebKit/535.15.6 (KHTML, like Gecko) Version/4.0.5 Mobile/8B115 Safari/6535.15.6",
"session_id": "11b767a5-08a8-4e66-93de-5ff3e1d2203b",
"risk_sc... | lauren10 | wmi_exec | null | null | null | No additional info | Endpoint wmi_exec power by lauren10 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | power | 2,133 | cmd.exe | null | null | null | null | null | null |
c4adc676-e39b-4e4a-aa86-81aaea76e693 | 2025-04-15T08:31:56 | network | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|low| desc=Network bandwidth_usage from 89.6.11.59 to 70.28.26.144 No additional info noise=F2F363CF | {
"geo_location": "Sweden",
"device_hash": "b131acab62251f518340c9324560ed7a28d45ef4f36ffd7d05a567e6d0c5eb72",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 11_4_1 like Mac OS X) AppleWebKit/535.0 (KHTML, like Gecko) CriOS/34.0.855.0 Mobile/49H807 Safari/535.0",
"session_id": "a8e2c607-1c27-44e0-8486-8fbfa78ad5... | null | bandwidth_usage | null | 89.6.11.59 | null | No additional info | Network bandwidth_usage from 89.6.11.59 to 70.28.26.144 No additional info | null | null | null | null | null | null | 70.28.26.144 | 90,288 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null |
0052aa58-ee41-49c3-a432-0178497566a4 | 2025-06-08T22:44:15 | 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 tcoleman MITRE Technique: T1543.003 | {
"geo_location": "Costa Rica",
"device_hash": "15f9a184a4b2a0c10fc671d942e9509816ec620cf0dd34e8c5298b959f1d025a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 98; Win 9x 4.90; Trident/5.1)",
"session_id": "9566d069-3c90-41a0-89dc-9c65a2e21b7e",
"risk_score": 53.42,
"confidence": 0.42
} | tcoleman | training_data_poisoning | null | null | null | MITRE Technique: T1543.003 | AI system training_data_poisoning by tcoleman MITRE Technique: T1543.003 | model-535632dc | 1142f9f749a3a781762c14054ab55287bccaf51760f08dfde3bd346ad231778c | baea0d5877f171641e73665360395a07 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a38cdcd9-3bf5-4968-98c6-4fc3aaf40150 | 2025-06-29T05:11:54 | network | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|critical| desc=Network beaconing from 191.142.159.92 to 1.120.54.95 Unconventional IOC: UEFI variable tampering | DGA domain detected | {
"geo_location": "Uruguay",
"device_hash": "5a5f0f7563293bb843563c3abf96ff3a",
"user_agent": "Opera/9.25.(Windows NT 5.2; bem-ZM) Presto/2.9.186 Version/10.00",
"session_id": "17a3b23e-f862-49e7-9bbc-5fab7919efc2",
"risk_score": 36.56,
"confidence": 0.34
} | null | beaconing | null | 191.142.159.92 | null | Unconventional IOC: UEFI variable tampering | DGA domain detected | Network beaconing from 191.142.159.92 to 1.120.54.95 Unconventional IOC: UEFI variable tampering | DGA domain detected | null | null | null | null | null | null | 1.120.54.95 | 388,357 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null |
7b2b925b-4d30-4e7a-b376-c4c9fd6dbd19 | 2025-04-06T21:37:44 | auth | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|medium| desc=Auth bypass for zgibbs via password from 10.208.140.44 MITRE Technique: T1059.005 | Credential stuffing pattern detected | {
"geo_location": "Niue",
"device_hash": "409d65a6078bc1de66e1ed47b55db8ad8d1cb7409f211a22c197d0987fc38c1b",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.5.20) Gecko/7155-07-02 08:30:40 Firefox/3.8",
"session_id": "7b40a66d-ec8b-4d20-8084-ca443209398d",
"risk_score": 73.73,
"confidence": 0.18
} | zgibbs | bypass | password | 10.208.140.44 | 05:e4:d2:5b:d4:56 | MITRE Technique: T1059.005 | Credential stuffing pattern detected | Auth bypass for zgibbs via password from 10.208.140.44 MITRE Technique: T1059.005 | Credential stuffing pattern detected | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c795b687-6245-40c4-9224-173ff895bf55 | 2025-04-16T14:43:23 | firewall | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|high| desc=Firewall allow HTTP traffic from 115.237.128.167:870 to 195.42.47.160:3192 Beaconing behavior detected | {
"geo_location": "Hong Kong",
"device_hash": "f8bb6d1813d554e254edc16ff144163eebd10163",
"user_agent": "Opera/8.40.(Windows NT 10.0; hi-IN) Presto/2.9.176 Version/12.00",
"session_id": "f9423509-dee4-4e00-a705-5f829ecc4fa9",
"risk_score": 29.62,
"confidence": 0.56
} | null | allow | null | 115.237.128.167 | null | Beaconing behavior detected | Firewall allow HTTP traffic from 115.237.128.167:870 to 195.42.47.160:3192 Beaconing behavior detected | null | null | null | null | null | null | 195.42.47.160 | 949,639 | HTTP | null | null | null | null | null | null | 870 | 3,192 | 2,190 | null | null | null |
873a70d0-8dba-4b50-8342-8efa4a14d8fb | 2025-03-06T09:38:08 | auth | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|high| desc=Auth challenge for ericksonbrian via passwordless from 144.152.208.87 Associated Threat Actor: Conti | {
"geo_location": "Guinea-Bissau",
"device_hash": "e6f16097c018972c4fd79bb96ec94b78",
"user_agent": "Mozilla/5.0 (Windows NT 6.0) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/17.0.897.0 Safari/533.0",
"session_id": "fe329160-137f-4bc2-9ee5-4904eeec34ba",
"risk_score": 47.01,
"confidence": 0.58
} | ericksonbrian | challenge | passwordless | 144.152.208.87 | 39:fb:2e:99:cb:af | Associated Threat Actor: Conti | Auth challenge for ericksonbrian via passwordless from 144.152.208.87 Associated Threat Actor: Conti | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e740022c-2dde-4bc3-a57f-cacf37b0300d | 2025-06-13T11:03:24 | cloud | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|critical| desc=Cloud container_escape in GCP by judyjackson MITRE Technique: T1566.001 | {
"geo_location": "Lesotho",
"device_hash": "0e478a5f3d77b40c8f45ce10a5514d0f",
"user_agent": "Mozilla/5.0 (Windows 98) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/56.0.889.0 Safari/532.1",
"session_id": "a9d8a529-6e17-42da-8902-0072a65b0e77",
"risk_score": 85.26,
"confidence": 0.1
} | judyjackson | container_escape | null | null | null | MITRE Technique: T1566.001 | Cloud container_escape in GCP by judyjackson MITRE Technique: T1566.001 | null | null | null | GCP | res-2878afb6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d44d2a0c-4553-49f3-a483-8649d85b88cb | 2025-07-04T01:32:01 | endpoint | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|medium| desc=Endpoint process_start /light/walk.html by paulmartinez No additional info noise=carry|air|bar | {
"geo_location": "Iran",
"device_hash": "365ee74e0cbb4e0c5c9234d3668da44f",
"user_agent": "Opera/8.53.(X11; Linux i686; eo-US) Presto/2.9.165 Version/10.00",
"session_id": "f83a2469-4273-4f53-ab74-1cc96dbbf95d",
"risk_score": 73.81,
"confidence": 0.21
} | paulmartinez | process_start | null | null | null | No additional info | Endpoint process_start /light/walk.html by paulmartinez No additional info | null | null | null | null | null | null | null | null | null | null | null | null | /light/walk.html | 6,590 | explorer.exe | null | null | null | null | null | null |
460751b8-5369-4932-bb40-c48496d45e2f | 2025-02-22T18:25:12 | auth | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|info| desc=Auth timeout for fhogan via passwordless from 20.24.170.255 No additional info | {
"geo_location": "Iraq",
"device_hash": "c5a0220572427e83064d71eca2e901bafe77fde9487e74dfbe5e98c46a7160fa",
"user_agent": "Opera/8.44.(X11; Linux i686; pt-PT) Presto/2.9.165 Version/10.00",
"session_id": "6b55f598-6513-4652-a635-2d4d15b66a03",
"risk_score": 63.96,
"confidence": 0.27
} | fhogan | timeout | passwordless | 20.24.170.255 | d2:3f:15:49:40:e2 | No additional info | Auth timeout for fhogan via passwordless from 20.24.170.255 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
269ba08e-a920-4147-a68f-11e062016ad3 | 2025-05-01T21:24:31 | firewall | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|high| desc=Firewall allow UDP traffic from 193.49.177.68:322 to 32.62.13.214:455 No additional info | {
"geo_location": "United States Virgin Islands",
"device_hash": "360624fe88b4c9d8e0742dd28901bf14061f28ae",
"user_agent": "Mozilla/5.0 (Windows NT 5.2) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/28.0.867.0 Safari/531.2",
"session_id": "bc123782-3dad-46f0-b8f8-cadf2a345140",
"risk_score": 45.53,
"confiden... | null | allow | null | 193.49.177.68 | null | No additional info | Firewall allow UDP traffic from 193.49.177.68:322 to 32.62.13.214:455 No additional info | null | null | null | null | null | null | 32.62.13.214 | 27,778 | UDP | null | null | null | null | null | null | 322 | 455 | 350 | null | null | null |
d87e88b2-06b4-4b95-b537-3330f8fc625f | 2025-04-05T14:06:28 | ids_alert | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|high| desc=QRadar Alert: Brute Force detected from 44.39.203.133 targeting 212.235.59.42 MITRE Technique: T1190 | Associated Threat Actor: FIN7 | Obfuscated payload detected | {
"geo_location": "Russia",
"device_hash": "ac296982ef4ae5d5133899d9e654bf82a0e77983",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.6.20) Gecko/2962-08-21 07:21:51 Firefox/11.0",
"session_id": "ba43f2ce-fc93-4621-9eb8-98cdc21316d3",
"risk_score": 6.76,
"confidence": 0.2
} | null | null | null | 44.39.203.133 | null | MITRE Technique: T1190 | Associated Threat Actor: FIN7 | Obfuscated payload detected | QRadar Alert: Brute Force detected from 44.39.203.133 targeting 212.235.59.42 MITRE Technique: T1190 | Associated Threat Actor: FIN7 | Obfuscated payload detected | null | null | null | null | null | null | 212.235.59.42 | null | null | null | null | null | null | null | null | null | null | null | Brute Force | SIG-6560 | Exploit |
2858ed5c-5896-44dd-a670-b6ab2a08463f | 2025-03-16T18:11:32 | network | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|high| desc=Network beaconing from 148.34.211.76 to 10.211.25.108 MITRE Technique: T1071.001 | {
"geo_location": "Maldives",
"device_hash": "c806fdd3d95154e8d427f8741b8a4429",
"user_agent": "Opera/8.91.(X11; Linux x86_64; ks-IN) Presto/2.9.177 Version/12.00",
"session_id": "88c5504e-f8a5-4162-b8ee-01da9fafcfd4",
"risk_score": 98.66,
"confidence": 0.14
} | null | beaconing | null | 148.34.211.76 | null | MITRE Technique: T1071.001 | Network beaconing from 148.34.211.76 to 10.211.25.108 MITRE Technique: T1071.001 | null | null | null | null | null | {
"baseline_deviation": 2.71,
"entropy": 6.55,
"frequency_anomaly": true,
"sequence_anomaly": true
} | 10.211.25.108 | 472,815 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null |
337f4078-271e-44d1-b661-dd65b190ab45 | 2025-06-20T22:54:27 | firewall | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|medium| desc=Firewall deny ICMP traffic from 203.179.101.156:142 to 109.178.203.80:67 MITRE Technique: T1566.001 | Associated Threat Actor: REvil noise=U3ByaW5nLg== | {
"geo_location": "Venezuela",
"device_hash": "0570df49ed1d9ffa200f5c3a6ad784ad",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.0; Trident/5.1)",
"session_id": "29eaf968-a895-48b0-8c3e-363b25cc906c",
"risk_score": 29.31,
"confidence": 0.6
} | null | deny | null | 203.179.101.156 | null | MITRE Technique: T1566.001 | Associated Threat Actor: REvil | Firewall deny ICMP traffic from 203.179.101.156:142 to 109.178.203.80:67 MITRE Technique: T1566.001 | Associated Threat Actor: REvil | null | null | null | null | null | null | 109.178.203.80 | 506,583 | ICMP | null | null | null | null | null | null | 142 | 67 | 509 | null | null | null |
ad688c66-6beb-44df-848c-d73e63583e3e | 2025-05-16T18:33:42 | network | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|low| desc=Network protocol_anomaly from 218.87.218.128 to 25.97.156.16 No additional info | {
"geo_location": "Belize",
"device_hash": "add3584511371d70922e6f7df4ad0282",
"user_agent": "Opera/9.57.(X11; Linux x86_64; zu-ZA) Presto/2.9.167 Version/12.00",
"session_id": "e94dbb14-8558-4195-9801-03edd6d6da7e",
"risk_score": 55.21,
"confidence": 0.34
} | null | protocol_anomaly | null | 218.87.218.128 | null | No additional info | Network protocol_anomaly from 218.87.218.128 to 25.97.156.16 No additional info | null | null | null | null | null | {
"baseline_deviation": 2.06,
"entropy": 2.51,
"frequency_anomaly": false,
"sequence_anomaly": false
} | 25.97.156.16 | 776,890 | UDP | null | null | null | null | null | null | null | null | null | null | null | null |
0ed61488-ad89-4308-b3ba-42a7406fdbdd | 2025-06-03T23:03:23 | ai | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|low| desc=AI system model_inversion by usullivan No additional info | {
"geo_location": "Serbia",
"device_hash": "a61201cfd510fc91d36686bbc450f147c9336c597f7e148cbdb6c3c8c6f20790",
"user_agent": "Mozilla/5.0 (Linux; Android 2.3.3) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/32.0.802.0 Safari/531.0",
"session_id": "b330ec2a-d40e-4a07-b448-9406c203da2d",
"risk_score": 26.04,
"... | usullivan | model_inversion | null | null | null | No additional info | AI system model_inversion by usullivan No additional info | model-a3096e16 | a79e6ee109c4f91e4dccfac5d71bf910f7b2378de8dbc3fcd564f49671dc40fa | 2309541b95b04a3890999eaecf918472 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b1f75874-cd04-43e8-b29f-5a997a52411d | 2025-02-24T17:33:16 | ids_alert | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|critical| desc=ArcSight Alert: Zero-Day Exploit detected from 24.158.17.185 targeting 10.27.233.171 No additional info | {
"geo_location": "Fiji",
"device_hash": "64e39d659f49f4e2f94b694978d03691",
"user_agent": "Mozilla/5.0 (Windows NT 6.0; ia-FR; rv:1.9.0.20) Gecko/4120-12-09 07:52:47 Firefox/3.8",
"session_id": "31f43ffe-9180-4357-8823-eb8331332882",
"risk_score": 72.51,
"confidence": 0.74
} | null | null | null | 24.158.17.185 | null | No additional info | ArcSight Alert: Zero-Day Exploit detected from 24.158.17.185 targeting 10.27.233.171 No additional info | null | null | null | null | null | null | 10.27.233.171 | null | null | null | null | null | null | null | null | null | null | null | Zero-Day Exploit | SIG-7180 | Policy |
f2f357f3-b8a7-4e92-a0e5-6ef0db08250c | 2025-04-14T12:48:57 | iot | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|iot|low| desc=IoT device Thermostat firmware_update MITRE Technique: T1078.004 noise=prepare|once|result | {
"geo_location": "Afghanistan",
"device_hash": "b86b8938f72e931f614402880726d300c73c7e0c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Win 9x 4.90; Trident/3.0)",
"session_id": "c231fc5b-97e2-4bba-8933-fdb418886f5b",
"risk_score": 61.2,
"confidence": 0.73
} | null | firmware_update | null | null | null | MITRE Technique: T1078.004 | IoT device Thermostat firmware_update MITRE Technique: T1078.004 | null | null | null | null | null | null | null | null | null | Thermostat | iot-f719ec6a | 10.6 | null | null | null | null | null | null | null | null | null |
9e92ebf5-692b-482b-ac12-73ea0a93a155 | 2025-03-21T11:45:48 | cloud | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|high| desc=Cloud permission_escalation in OCI by kristamorris MITRE Technique: T1078.004 noise=posts | {
"geo_location": "Italy",
"device_hash": "a720ed7c89c1145fe8449df80c2f89dc366860353a4025f4ae498b67a5d5053a",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/2859-01-01 00:26:50 Firefox/3.8",
"session_id": "e99c3023-c851-411a-bcb5-e0d27febdf62",
"risk_score": 34.52,
"confidence": 0.11
} | kristamorris | permission_escalation | null | null | null | MITRE Technique: T1078.004 | Cloud permission_escalation in OCI by kristamorris MITRE Technique: T1078.004 | null | null | null | OCI | res-4b1dbb50 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5b0c5aa7-ef42-4633-a19e-f0d0124957c5 | 2025-04-06T18:07:19 | network | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|medium| desc=Network bandwidth_usage from 110.236.184.211 to 88.167.84.30 No additional info | {
"geo_location": "Guatemala",
"device_hash": "a01bab88b1d95ed79e136d6b521436c711e0321b",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_8_1; rv:1.9.5.20) Gecko/2287-08-19 09:49:29 Firefox/3.8",
"session_id": "6a51e3b8-f698-4f65-ad33-923ad421aec2",
"risk_score": 47.45,
"confidence": 0.84
} | null | bandwidth_usage | null | 110.236.184.211 | null | No additional info | Network bandwidth_usage from 110.236.184.211 to 88.167.84.30 No additional info | null | null | null | null | null | null | 88.167.84.30 | 501,596 | TCP | null | null | null | null | null | null | null | null | null | null | null | null |
141aab45-629d-45ee-9abe-c4cacc4ccf38 | 2025-05-13T03:26:12 | cloud | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud instance_creation in AWS by lisahenson MITRE Technique: T1543.003 | Associated Threat Actor: APT38 | {
"geo_location": "Papua New Guinea",
"device_hash": "f53ea78308ec9afd76bc1a19700cb46a037aa5f3",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.2; Trident/4.0)",
"session_id": "cfb218f6-f3e6-47b4-a41f-ec089f8e58c9",
"risk_score": 10.44,
"confidence": 0.56
} | lisahenson | instance_creation | null | null | null | MITRE Technique: T1543.003 | Associated Threat Actor: APT38 | Cloud instance_creation in AWS by lisahenson MITRE Technique: T1543.003 | Associated Threat Actor: APT38 | null | null | null | AWS | res-b7ba6d44 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5cebc8ff-77be-478f-b579-07dea9612aec | 2025-04-23T05:03:21 | iot | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|critical| desc=IoT device Camera firmware_update No additional info | {
"geo_location": "Saint Kitts and Nevis",
"device_hash": "1206134f7e35e082a42e4be17a3105bad57713924bfd22f5efeb70498dad24ea",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.01; Trident/3.0)",
"session_id": "3ab625ab-fe5f-48ef-b90c-376c6958f5af",
"risk_score": 46.58,
"confidence": 0.06
} | null | firmware_update | null | null | null | No additional info | IoT device Camera firmware_update No additional info | null | null | null | null | null | null | null | null | null | Camera | iot-ad06c26e | 3.6 | null | null | null | null | null | null | null | null | null |
c980c1f7-e6e7-4898-a0c3-c7d96a492968 | 2020-07-18T23:05:48 | endpoint | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|info| desc=Endpoint process_start /human/claim.jpg by peterfox Associated Threat Actor: APT34 | {
"geo_location": "Belarus",
"device_hash": "0a327416bc9628b2f8118c1a3af1f4dabf11900e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.2; Trident/3.0)",
"session_id": "99fb7aa8-5a57-4352-9ddc-72495ebb353e",
"risk_score": 38.79,
"confidence": 0.29
} | peterfox | process_start | null | null | null | Associated Threat Actor: APT34 | Endpoint process_start /human/claim.jpg by peterfox Associated Threat Actor: APT34 | null | null | null | null | null | null | null | null | null | null | null | null | /human/claim.jpg | 8,490 | explorer.exe | null | null | null | null | null | null |
335470ea-95a1-4e64-a65b-6726b4126d65 | 2025-05-12T13:12:05 | iot | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|info| desc=IoT device Sensor side_channel No additional info | {
"geo_location": "Georgia",
"device_hash": "7dca4164447be1c43fdd9726daab1add1c11bc021518e9680ecee5019f439bbf",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_6_7 rv:5.0; ts-ZA) AppleWebKit/535.1.4 (KHTML, like Gecko) Version/4.0.3 Safari/535.1.4",
"session_id": "e07bd940-a3a2-45d4-abaf-94dab23ef525"... | null | side_channel | null | null | null | No additional info | IoT device Sensor side_channel No additional info | null | null | null | null | null | null | null | null | null | Sensor | iot-d7f1e215 | 2.7 | null | null | null | null | null | null | null | null | null |
fc8fbb37-933b-48bf-999b-c0eff3b44464 | 2025-06-16T10:05:49 | iot | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|medium| desc=IoT device HVAC firmware_update No additional info | {
"geo_location": "Saint Martin",
"device_hash": "59183744f75de1b0f03588b76dc08833",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_6_6; rv:1.9.4.20) Gecko/9927-11-26 17:29:56 Firefox/3.8",
"session_id": "b447af7d-013a-43c8-987a-88635cafaeb0",
"risk_score": 67.02,
"confidence": 0.21
} | null | firmware_update | null | null | null | No additional info | IoT device HVAC firmware_update No additional info | null | null | null | null | null | null | null | null | null | HVAC | iot-3dac79c1 | 8.8 | null | null | null | null | null | null | null | null | null |
b4640eb4-3d06-41e7-94cc-da59a93369bb | 2025-05-30T07:52:07 | firewall | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|high| desc=Firewall inspect UDP traffic from 3.33.232.26:541 to 141.62.224.32:656 MITRE Technique: T1110.003 | {
"geo_location": "Mali",
"device_hash": "6b74cffd456bcc724b7151311ca08b73",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_3_1 like Mac OS X) AppleWebKit/535.0 (KHTML, like Gecko) FxiOS/17.6e5271.0 Mobile/61R169 Safari/535.0",
"session_id": "2ecb20df-2814-4046-8b27-4f7e488f8338",
"risk_score": 41.75,
"co... | null | inspect | null | 3.33.232.26 | null | MITRE Technique: T1110.003 | Firewall inspect UDP traffic from 3.33.232.26:541 to 141.62.224.32:656 MITRE Technique: T1110.003 | null | null | null | null | null | null | 141.62.224.32 | 391,244 | UDP | null | null | null | null | null | null | 541 | 656 | 485 | null | null | null |
1c9612ea-9aa9-4ec4-9e40-45a9c19a9564 | 2025-03-19T18:01:12 | ids_alert | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|low| desc=QRadar Alert: Brute Force detected from 32.244.221.192 targeting 133.24.32.66 No additional info | {
"geo_location": "Russian Federation",
"device_hash": "2abf08c3d9dce7c50c844bcd01900411",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_6_2 rv:5.0; os-RU) AppleWebKit/532.32.5 (KHTML, like Gecko) Version/5.1 Safari/532.32.5",
"session_id": "0798f087-ce52-4a66-a49f-418dda3f951a",
"risk_score": 36.... | null | null | null | 32.244.221.192 | null | No additional info | QRadar Alert: Brute Force detected from 32.244.221.192 targeting 133.24.32.66 No additional info | null | null | null | null | null | null | 133.24.32.66 | null | null | null | null | null | null | null | null | null | null | null | Brute Force | SIG-5857 | Evasion |
2cb33257-5848-4d25-a1c7-6c65dfc52abc | 2025-02-20T10:38:09 | cloud | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|high| desc=Cloud permission_escalation in OCI by barberfrances No additional info | {
"geo_location": "Croatia",
"device_hash": "9b1cee00d1ce85f32ff5f169052301ca481cee02389f0dd2c7fc463b650e833c",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98; Win 9x 4.90) AppleWebKit/533.33.7 (KHTML, like Gecko) Version/5.1 Safari/533.33.7",
"session_id": "79c7d1bb-2ffe-45dc-9095-ba7996ae496a",
"risk_sc... | barberfrances | permission_escalation | null | null | null | No additional info | Cloud permission_escalation in OCI by barberfrances No additional info | null | null | null | OCI | res-d775ed02 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
978a7ff8-c66a-42dc-98a3-003bb58b0e0e | 2025-05-13T22:41:17 | 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 brandihenry MITRE Technique: T1218.011 | {
"geo_location": "China",
"device_hash": "ed6d206c03b5ccd7e65dcf260bacbed4f8032a8e",
"user_agent": "Opera/9.55.(Windows CE; li-BE) Presto/2.9.171 Version/11.00",
"session_id": "6a69ed3b-46cd-48c5-ba3e-88376439b9c3",
"risk_score": 39.4,
"confidence": 0.36
} | brandihenry | api_abuse | null | null | null | MITRE Technique: T1218.011 | Cloud api_abuse in GCP by brandihenry MITRE Technique: T1218.011 | null | null | null | GCP | res-e238988f | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
51705f60-7b20-4269-bddd-2e175977c45a | 2025-05-24T22:53:01 | firewall | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|low| desc=Firewall drop SMB traffic from 59.243.158.204:878 to 54.128.95.192:323 Beaconing behavior detected | {
"geo_location": "South Africa",
"device_hash": "25f3781ca4f3b98ac4afc23785d0851aab43707069b6463f9ebb1b8ba402ebff",
"user_agent": "Mozilla/5.0 (Windows NT 6.0) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/46.0.882.0 Safari/533.1",
"session_id": "d5a540cd-b944-4f9c-8724-e9fc1fae4004",
"risk_score": 75.64,
"... | null | drop | null | 59.243.158.204 | null | Beaconing behavior detected | Firewall drop SMB traffic from 59.243.158.204:878 to 54.128.95.192:323 Beaconing behavior detected | null | null | null | null | null | null | 54.128.95.192 | 330,851 | SMB | null | null | null | null | null | null | 878 | 323 | 2,273 | null | null | null |
be5a1130-9d46-42ec-8a49-600977566243 | 2025-06-03T18:09:10 | cloud | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud storage_access in OCI by heathmark Associated Threat Actor: Scattered Spider | {
"geo_location": "Samoa",
"device_hash": "dec23d5b31254d1c3f9dfc588fa6d125dcfb340b739419b5ccb01c09dceb0c29",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.0; Trident/5.1)",
"session_id": "71b47a06-197d-4058-9af3-09b42042a024",
"risk_score": 30.81,
"confidence": 0.87
} | heathmark | storage_access | null | null | null | Associated Threat Actor: Scattered Spider | Cloud storage_access in OCI by heathmark Associated Threat Actor: Scattered Spider | null | null | null | OCI | res-a3b64de9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6ba20e41-a252-48c8-baf9-22c858e0cf1e | 2025-01-16T08:40:37 | network | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|high| desc=Network disconnection from 64.28.56.209 to 63.226.194.206 No additional info | {
"geo_location": "Nicaragua",
"device_hash": "222ad35f54e736e5a6b75566a8d0934dbc88118c83a6737c4c74d867f3cf551b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.1; Trident/4.1)",
"session_id": "31cfbfc2-c21a-46b6-b125-b036eb9e9b4f",
"risk_score": 57.15,
"confidence": 0.48
} | null | disconnection | null | 64.28.56.209 | null | No additional info | Network disconnection from 64.28.56.209 to 63.226.194.206 No additional info | null | null | null | null | null | {
"baseline_deviation": 2.14,
"entropy": 6.66,
"frequency_anomaly": false,
"sequence_anomaly": false
} | 63.226.194.206 | 250,948 | UDP | null | null | null | null | null | null | null | null | null | null | null | null |
db60ec79-3d21-4fd8-858d-5f5632bd8cad | 2030-02-28T05:22:06 | network | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|critical| desc=Network data_exfiltration from 73.190.41.54 to 66.96.118.65 Associated Threat Actor: Mustang Panda | {
"geo_location": "Guernsey",
"device_hash": "1da1308f8a0ca23a17987fa9bddc65f946d81bc7",
"user_agent": "Mozilla/5.0 (Linux; Android 2.3.5) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/60.0.856.0 Safari/531.2",
"session_id": "0df12893-f842-4a2b-845a-a9716223e9ee",
"risk_score": 71.98,
"confidence": 0.1
} | null | data_exfiltration | null | 73.190.41.54 | null | Associated Threat Actor: Mustang Panda | Network data_exfiltration from 73.190.41.54 to 66.96.118.65 Associated Threat Actor: Mustang Panda | null | null | null | null | null | null | 66.96.118.65 | 975,795 | TCP | null | null | null | null | null | null | null | null | null | null | null | null |
75b9978e-55ac-4950-b1eb-fe746b8449bb | 2025-03-10T16:49:17 | auth | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|info| desc=Auth timeout for krodriguez via MFA from 115.149.193.29 No additional info noise=TXkgbGV0dGVyLg== | {
"geo_location": "Ethiopia",
"device_hash": "746ce22ffc5ae9961adba295f31a2217e18af2603c68043cb3d9cb27f2089e24",
"user_agent": "Opera/8.42.(Windows NT 6.1; tl-PH) Presto/2.9.190 Version/12.00",
"session_id": "bf6d8c6e-ba5f-424f-a8a8-52fff32e729f",
"risk_score": 25.38,
"confidence": 0.09
} | krodriguez | timeout | MFA | 115.149.193.29 | cf:f5:a1:d9:b0:d7 | No additional info | Auth timeout for krodriguez via MFA from 115.149.193.29 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f8a96704-0d24-492a-ac11-2eecde91b81f | 2025-05-02T10:29:49 | iot | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|high| desc=IoT device Sensor side_channel MITRE Technique: T1566.001 | {
"geo_location": "Korea",
"device_hash": "1be072829478bd8e8ba964884f9d4dbd4164e4dd1e9674daed93ae4ad563dc2e",
"user_agent": "Opera/9.31.(Windows NT 11.0; hsb-DE) Presto/2.9.160 Version/12.00",
"session_id": "13ab27df-4672-4e9b-ab52-ce2154ce9606",
"risk_score": 57.88,
"confidence": 0.19
} | null | side_channel | null | null | null | MITRE Technique: T1566.001 | IoT device Sensor side_channel MITRE Technique: T1566.001 | null | null | null | null | null | null | null | null | null | Sensor | iot-3b8592c7 | 1.3 | null | null | null | null | null | null | null | null | null |
6c261bc0-0f14-4bb9-b89e-92770e6eed2f | 2025-03-02T00:27:46 | cloud | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|critical| desc=Cloud container_escape in GCP by msloan No additional info noise=23FCF60E | {
"geo_location": "Algeria",
"device_hash": "fb8f0eaf4c238c6331818959064b9ab5d4a90770",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; iw-IL) AppleWebKit/534.24.4 (KHTML, like Gecko) Version/3.0.5 Mobile/8B114 Safari/6534.24.4",
"session_id": "d02a50c3-38d4-4876-8446-248c8d922523",
"ris... | msloan | container_escape | null | null | null | No additional info | Cloud container_escape in GCP by msloan No additional info | null | null | null | GCP | res-60fcd307 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d28c1440-23b5-4d05-9743-0c9278e5c85f | 2025-03-10T11:59:29 | auth | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|info| desc=Auth timeout for haydenperez via biometric from 150.170.101.103 No additional info | {
"geo_location": "United Kingdom",
"device_hash": "d2ce0892680084a68eec18da0b959bb38127c020",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; yi-US) AppleWebKit/535.9.4 (KHTML, like Gecko) Version/4.0.5 Mobile/8B119 Safari/6535.9.4",
"session_id": "c5e9d9a6-f7f0-4d02-b00c-c9c7e50f918d",
... | haydenperez | timeout | biometric | 150.170.101.103 | 11:8e:5b:b2:eb:27 | No additional info | Auth timeout for haydenperez via biometric from 150.170.101.103 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f5b5490d-6d15-42db-8bbd-7fa94ebc9188 | 2025-02-04T03:11:47 | firewall | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|info| desc=Firewall drop SMB traffic from 10.205.36.149:358 to 51.138.75.210:176 No additional info | {
"geo_location": "Denmark",
"device_hash": "41e3d7cad63c963fcbdde30e800573d04a023d63275147a179072728d3e8694b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 10.0; Trident/4.0)",
"session_id": "b05a49b4-6e21-4071-a2bb-538d6d3533b1",
"risk_score": 45.89,
"confidence": 0.12
} | null | drop | null | 10.205.36.149 | null | No additional info | Firewall drop SMB traffic from 10.205.36.149:358 to 51.138.75.210:176 No additional info | null | null | null | null | null | null | 51.138.75.210 | 3,039 | SMB | null | null | null | null | null | null | 358 | 176 | 1,792 | null | null | null |
a6645ebe-2c55-4b2b-ba66-7aa67d97a1a7 | 2025-05-23T09:26:58 | ai | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|low| desc=AI system training_data_poisoning by vcooper No additional info | {
"geo_location": "Jersey",
"device_hash": "6fda9f4229e852c2c0b46d8ed4cd78aa6185af15b05b017bd26239e0bce1cdcd",
"user_agent": "Opera/8.35.(X11; Linux x86_64; be-BY) Presto/2.9.181 Version/11.00",
"session_id": "e5097a20-10e6-49fb-b658-b083ae1709fd",
"risk_score": 38.79,
"confidence": 0.18
} | vcooper | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by vcooper No additional info | model-9445716c | cfe83d587298d591a4be2a86609916e02ccb500413f92e234306552b01361c69 | fc054f018ddc8cb930a09b7fad3ebc32eb2a8c20e0266588f7aba0081576ca45 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
623caf93-8c12-43d2-95a4-092a38534694 | 2025-07-06T01:23:14 | endpoint | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|info| desc=Endpoint file_access /current/I.numbers by uking No additional info noise=QW1vbmcu | {
"geo_location": "Malta",
"device_hash": "5132cb81d472ea02fffc48c79c6fb003fd888550711c15c2ec60621b16040df6",
"user_agent": "Mozilla/5.0 (Windows NT 5.01; dv-MV; rv:1.9.2.20) Gecko/8316-09-10 09:07:59 Firefox/3.8",
"session_id": "a459e688-50ef-4867-b13e-f16cb7416543",
"risk_score": 44.75,
"confidence": 0.35... | uking | file_access | null | null | null | No additional info | Endpoint file_access /current/I.numbers by uking No additional info | null | null | null | null | null | null | null | null | null | null | null | null | /current/I.numbers | 2,512 | svchost.exe | null | null | null | null | null | null |
883e3932-4bd9-42e9-808c-8a068672abb4 | 2025-01-14T17:19:36 | 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 214.112.16.109 to 200.232.63.245 No additional info | {
"geo_location": "Russia",
"device_hash": "ac8bf153563974c7983f92798148a89f",
"user_agent": "Opera/9.23.(Windows 98; am-ET) Presto/2.9.161 Version/11.00",
"session_id": "910ce9c1-818a-4eec-b50d-5fc8f0646e24",
"risk_score": 29.87,
"confidence": 0.71
} | null | data_exfiltration | null | 214.112.16.109 | null | No additional info | Network data_exfiltration from 214.112.16.109 to 200.232.63.245 No additional info | null | null | null | null | null | null | 200.232.63.245 | 360,957 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null |
15058449-0580-439d-afa4-8ea6e326bd8f | 2025-01-29T14:36:36 | network | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|info| desc=Network connection from 108.153.53.207 to 42.121.56.121 No additional info | {
"geo_location": "United States Minor Outlying Islands",
"device_hash": "7fa0ebe7ba2e61761aa97fbca10e7e27c73efd5435142aaaa160558f1b30ab1d",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_3 rv:4.0; wo-SN) AppleWebKit/531.50.4 (KHTML, like Gecko) Version/4.1 Safari/531.50.4",
"session_id": "deaa9644... | null | connection | null | 108.153.53.207 | null | No additional info | Network connection from 108.153.53.207 to 42.121.56.121 No additional info | null | null | null | null | null | null | 42.121.56.121 | 890,654 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null |
eec55f78-15c9-4310-ab48-f595678dbb03 | 2025-02-24T20:48:02 | ids_alert | Suricata v6.0.10 | emergency | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|emergency| desc=Suricata Alert: DDoS detected from 73.234.219.48 targeting N/A No additional info | {
"geo_location": "Solomon Islands",
"device_hash": "2de27ad799852eddcbad0a77d52df247",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 10.0; Trident/5.1)",
"session_id": "8d8db3c3-3e5c-4a2b-a94b-52fdf143077d",
"risk_score": 37.96,
"confidence": 0.56
} | null | null | null | 73.234.219.48 | null | No additional info | Suricata Alert: DDoS detected from 73.234.219.48 targeting N/A No additional info | null | null | null | null | null | null | N/A | null | null | null | null | null | null | null | null | null | null | null | DDoS | SIG-9759 | Policy |
42a80619-2b4e-4585-b4f0-7ccf2c9f4699 | 2025-06-17T13:27:07 | iot | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|info| desc=IoT device Camera protocol_violation MITRE Technique: T1110.003 | {
"geo_location": "Eritrea",
"device_hash": "6b04ca21a8c410f0f941e8531b84e40b",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/3559-10-02 16:47:28 Firefox/3.8",
"session_id": "59b83855-3461-461e-913e-e464116e806b",
"risk_score": 47.74,
"confidence": 0.22
} | null | protocol_violation | null | null | null | MITRE Technique: T1110.003 | IoT device Camera protocol_violation MITRE Technique: T1110.003 | null | null | null | null | null | null | null | null | null | Camera | iot-8b070bc0 | 8.0 | null | null | null | null | null | null | null | null | null |
c3b1a938-611c-4da0-9773-54b28812489c | 2025-04-11T11:52:09 | auth | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|info| desc=Auth locked for benjamincruz via OAuth from 109.184.1.216 No additional info noise=4458B65F | {
"geo_location": "Congo",
"device_hash": "6e3544192f9254dcb855b2f770c483cef28d3b70a273a8ea1b1456f7dc7408d3",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 10_3_4 like Mac OS X) AppleWebKit/535.0 (KHTML, like Gecko) FxiOS/9.0s5322.0 Mobile/63A253 Safari/535.0",
"session_id": "0229e224-4c8c-41c2-9801-e02364d... | benjamincruz | locked | OAuth | 109.184.1.216 | 0a:03:a4:fb:4e:a3 | No additional info | Auth locked for benjamincruz via OAuth from 109.184.1.216 No additional info | null | null | null | null | null | {
"baseline_deviation": 2.4,
"entropy": 6.96,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ef18ff87-d634-4f17-b680-5bb906bfc603 | 2025-04-29T11:24:24 | endpoint | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint powershell_exec scientist by simsgary MITRE Technique: T1547.001 | Associated Threat Actor: Mustang Panda | {
"geo_location": "Tanzania",
"device_hash": "5c15fcca989cd96d508285dc827b6a06",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_7_8 rv:2.0; sat-IN) AppleWebKit/531.41.4 (KHTML, like Gecko) Version/4.0 Safari/531.41.4",
"session_id": "99e820ac-15fa-44b1-86d6-5f4c18194445",
"risk_score": 60.84,
"... | simsgary | powershell_exec | null | null | null | MITRE Technique: T1547.001 | Associated Threat Actor: Mustang Panda | Endpoint powershell_exec scientist by simsgary MITRE Technique: T1547.001 | Associated Threat Actor: Mustang Panda | null | null | null | null | null | null | null | null | null | null | null | null | scientist | 3,304 | explorer.exe | null | null | null | null | null | null |
b22e8395-4293-4cce-96cf-c1621a589fad | 2025-03-12T07:30:30 | network | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|high| desc=Network connection from 165.135.91.99 to 181.6.164.80 No additional info | {
"geo_location": "Solomon Islands",
"device_hash": "6105ad9c8b33eda68f24c0b53bd9951c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.1; Trident/3.1)",
"session_id": "a70a950f-d3fa-4b86-b8cc-6067f6af9155",
"risk_score": 27.83,
"confidence": 0.73
} | null | connection | null | 165.135.91.99 | null | No additional info | Network connection from 165.135.91.99 to 181.6.164.80 No additional info | null | null | null | null | null | null | 181.6.164.80 | 730,703 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null |
4b5fc023-4409-4371-ab69-82cd36585181 | 2025-02-15T13:03:54 | firewall | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall inspect RDP traffic from 220.167.4.187:1008 to 48.17.166.178:582 MITRE Technique: T1190 | {
"geo_location": "France",
"device_hash": "c38e002d69c1bfac270208168e5d2571fc49263c",
"user_agent": "Mozilla/5.0 (Android 12; Mobile; rv:52.0) Gecko/52.0 Firefox/52.0",
"session_id": "0d0d16b6-22f4-4822-a1a6-2883a43e6b87",
"risk_score": 66.22,
"confidence": 0.3
} | null | inspect | null | 220.167.4.187 | null | MITRE Technique: T1190 | Firewall inspect RDP traffic from 220.167.4.187:1008 to 48.17.166.178:582 MITRE Technique: T1190 | null | null | null | null | null | null | 48.17.166.178 | 655,881 | RDP | null | null | null | null | null | null | 1,008 | 582 | 1,067 | null | null | null |
d6fa7527-ab36-45eb-91d5-d5d92decfa1a | 2025-04-12T18:59:25 | ids_alert | Zeek v5.0.0 | emergency | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|emergency| desc=Zeek Alert: MFA Bypass detected from 218.142.160.90 targeting 38.157.162.241 No additional info | {
"geo_location": "Egypt",
"device_hash": "f24fb85bc5bb402e2ad17162718c8e0c7b3a66c8",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.2; Trident/4.1)",
"session_id": "19409e1e-65ac-4453-b349-4e0de0f88c91",
"risk_score": 45.2,
"confidence": 0.52
} | null | null | null | 218.142.160.90 | null | No additional info | Zeek Alert: MFA Bypass detected from 218.142.160.90 targeting 38.157.162.241 No additional info | null | null | null | null | null | null | 38.157.162.241 | null | null | null | null | null | null | null | null | null | null | null | MFA Bypass | SIG-8421 | Malware |
527f1548-fb82-406a-b614-b7361cc6ea1d | 2025-02-08T09:55:32 | ai | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|high| desc=AI system fine_tuning by cainmichael No additional info noise=or|compare|walk | {
"geo_location": "Northern Mariana Islands",
"device_hash": "82ef352c08e705b09bc407fd99edefce156f9c56",
"user_agent": "Opera/8.43.(X11; Linux i686; mi-NZ) Presto/2.9.185 Version/10.00",
"session_id": "9418946d-aede-4b79-b2d2-5ea9baf5fe55",
"risk_score": 45.6,
"confidence": 0.07
} | cainmichael | fine_tuning | null | null | null | No additional info | AI system fine_tuning by cainmichael No additional info | model-b9b6d7aa | a42a7acd7300917f3f867ecdb95b62d550609c3d | 4691d8fbac1314d862b82e03eb108c0d23963b71 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a2582819-14c3-43a2-8a71-b4a9f7b69787 | 2025-02-04T14:56:47 | cloud | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|medium| desc=Cloud config_change in Alibaba by kristincarney MITRE Technique: T1071.001 | Unconventional IOC: GPU memory artifacts | {
"geo_location": "France",
"device_hash": "49e7021d16465a009365f9b2c5be356f",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.1) AppleWebKit/532.2.4 (KHTML, like Gecko) Version/5.1 Safari/532.2.4",
"session_id": "38f3d768-353e-4870-8feb-0dc63ee06284",
"risk_score": 59.43,
"confidence": 0.21
} | kristincarney | config_change | null | null | null | MITRE Technique: T1071.001 | Unconventional IOC: GPU memory artifacts | Cloud config_change in Alibaba by kristincarney MITRE Technique: T1071.001 | Unconventional IOC: GPU memory artifacts | null | null | null | Alibaba | res-62ab6f37 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f0302dd6-a8e5-4165-bc40-8f73e96e27e1 | 2025-02-18T22:47:04 | iot | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|high| desc=IoT device Medical firmware_update No additional info | {
"geo_location": "Turkey",
"device_hash": "936dcaa538dc8d531f4b2c7b0708abaa933408ba",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; tt-RU) AppleWebKit/534.40.6 (KHTML, like Gecko) Version/4.0.5 Mobile/8B118 Safari/6534.40.6",
"session_id": "d728191c-a9a9-4749-a4c9-62df4a56e899",
"risk... | null | firmware_update | null | null | null | No additional info | IoT device Medical firmware_update No additional info | null | null | null | null | null | null | null | null | null | Medical | iot-7cd4150c | 5.2 | null | null | null | null | null | null | null | null | null |
73fe12b5-1efe-42a7-b14a-4b168d3cbc77 | 2025-05-01T22:00:37 | iot | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|medium| desc=IoT device Thermostat side_channel No additional info noise=Qnku | {
"geo_location": "Panama",
"device_hash": "1b87d6bf9f8919a0781dbe04d8bda096054c314416a0ac7a11c8811eadf3cf9d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 4.0; Trident/4.1)",
"session_id": "c5bc0cc4-45aa-4e88-8741-4256acba5b4c",
"risk_score": 35.63,
"confidence": 0.23
} | null | side_channel | null | null | null | No additional info | IoT device Thermostat side_channel No additional info | null | null | null | null | null | null | null | null | null | Thermostat | iot-a50900d7 | 9.2 | null | null | null | null | null | null | null | null | null |
b6aaa116-18f8-476c-96b7-d9f6cdee73b5 | 2025-05-03T01:02:03 | ids_alert | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|low| desc=LogRhythm Alert: Cloud API Abuse detected from 200.143.212.245 targeting 19.224.48.151 MITRE Technique: T1071.001 | {
"geo_location": "Switzerland",
"device_hash": "97653ef802c38ef2b972b53df4e4e00e6de46c0df1fbd62fd094f552a5eba9aa",
"user_agent": "Mozilla/5.0 (Linux; Android 2.2.2) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/20.0.800.0 Safari/534.2",
"session_id": "d57c28a8-6da4-436e-b8f0-ebd6a7259c63",
"risk_score": 27.77... | null | null | null | 200.143.212.245 | null | MITRE Technique: T1071.001 | LogRhythm Alert: Cloud API Abuse detected from 200.143.212.245 targeting 19.224.48.151 MITRE Technique: T1071.001 | null | null | null | null | null | null | 19.224.48.151 | null | null | null | null | null | null | null | null | null | null | null | Cloud API Abuse | SIG-5030 | Recon |
71f8c732-abd1-4573-86d1-d8ce9a5e7df4 | 2025-03-31T21:09:00 | cloud | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|critical| desc=Cloud config_change in AWS by andrew97 Associated Threat Actor: TA505 | {
"geo_location": "Congo",
"device_hash": "16d808547a8198a87426196195f4762b52f71256",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; bn-IN) AppleWebKit/534.24.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B115 Safari/6534.24.6",
"session_id": "ca6adf82-b31a-46f8-a044-9c2a947c4d6c",
"risk_... | andrew97 | config_change | null | null | null | Associated Threat Actor: TA505 | Cloud config_change in AWS by andrew97 Associated Threat Actor: TA505 | null | null | null | AWS | res-49493857 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
fd1de792-e0fb-457d-9107-889f0490be58 | 2025-03-04T06:57:08 | ai | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|medium| desc=AI system membership_inference by padillajoshua MITRE Technique: T1059.005 noise=tag/wp-content/categories | {
"geo_location": "Netherlands",
"device_hash": "a51add5dad2c9443e4fbd377c9265e728592d4c0",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/4961-10-20 11:44:27 Firefox/3.8",
"session_id": "81193b34-a434-4b8a-8d05-7a89e790ce19",
"risk_score": 58.36,
"confidence": 0.23
} | padillajoshua | membership_inference | null | null | null | MITRE Technique: T1059.005 | AI system membership_inference by padillajoshua MITRE Technique: T1059.005 | model-8e72af36 | 2639012c42920d344cf032943d17ed19 | 87102b7ec0a29f6d5a8627ca95b9919c | null | null | {
"baseline_deviation": 1.49,
"entropy": 5.28,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
10184210-5f7e-48ea-9e4f-ec308091cc5e | 2025-04-19T10:13:55 | auth | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|medium| desc=Auth failed for stephen71 via SAML from 209.37.5.81 No additional info | {
"geo_location": "Chad",
"device_hash": "06013dd8dc0f4743dd016db0a8740ffc1e20ffbf",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/7380-04-19 12:52:27 Firefox/3.6.20",
"session_id": "46e58c66-ca27-4763-a098-fa30206d04ff",
"risk_score": 28.21,
"confidence": 0.23
} | stephen71 | failed | SAML | 209.37.5.81 | 8a:f1:c0:b0:14:a2 | No additional info | Auth failed for stephen71 via SAML from 209.37.5.81 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8eafff02-efe6-4f3e-aa80-9d0b5f46b23b | 2025-07-06T08:24:25 | ai | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|high| desc=AI system fine_tuning by pamela16 No additional info | {
"geo_location": "Chile",
"device_hash": "b788bcbf451ab81b61d0a2030a3ba320b8111546ba0b3cd530f91b8ef190e5ba",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 16_7_7 like Mac OS X) AppleWebKit/534.0 (KHTML, like Gecko) CriOS/38.0.865.0 Mobile/95X693 Safari/534.0",
"session_id": "c0ddb5c3-0ca0-406a-b7d0-0cbfe6f... | pamela16 | fine_tuning | null | null | null | No additional info | AI system fine_tuning by pamela16 No additional info | model-9fc0de9b | 465040498082f7e72afad04c7f4089b93daa3a74 | 94fa0e9f863f0d1c3a2827d2e94f16c7b09e632af9ee8ccb8231ec43a81d3267 | null | null | {
"baseline_deviation": 2.61,
"entropy": 4.57,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
12104580-a3ff-4772-b8f2-5962301c153d | 2025-05-25T21:26:11 | auth | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|high| desc=Auth success for matthewhernandez via SAML from 41.114.86.72 No additional info | {
"geo_location": "Tuvalu",
"device_hash": "dcde73b0cb1f451cc314a1db2ea4a7a7",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.01; Trident/4.1)",
"session_id": "fb8873c7-4896-4bce-8705-0381d3298afd",
"risk_score": 42.16,
"confidence": 0.24
} | matthewhernandez | success | SAML | 41.114.86.72 | 6e:62:38:5f:e9:ac | No additional info | Auth success for matthewhernandez via SAML from 41.114.86.72 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
70b11215-d6a7-41a9-8e14-7b910f90eaa1 | 2025-04-04T08:18:16 | cloud | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|critical| desc=Cloud storage_access in GCP by courtneyjohnson No additional info noise=list/categories | {
"geo_location": "Brazil",
"device_hash": "f52223cd54ecd5e4406e10f22049186e",
"user_agent": "Opera/9.97.(Windows NT 10.0; my-MM) Presto/2.9.174 Version/12.00",
"session_id": "f5d1e094-62a5-4f37-840d-4cc57c341b85",
"risk_score": 59.26,
"confidence": 0.26
} | courtneyjohnson | storage_access | null | null | null | No additional info | Cloud storage_access in GCP by courtneyjohnson No additional info | null | null | null | GCP | res-cadfcb49 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
075e45fc-54ea-488f-9566-83f7d76c1d9d | 2025-05-18T08:58:51 | cloud | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|info| desc=Cloud lambda_execution in Azure by davidmiller MITRE Technique: T1204.002 | {
"geo_location": "Maldives",
"device_hash": "ae234e5edecc7e33f50ad947107a6cf901b16de1d0c8400f7ba2894960319d50",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_10_1) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/35.0.825.0 Safari/533.0",
"session_id": "51336683-356b-4c5c-adb9-04bafb560d56",
"risk_sc... | davidmiller | lambda_execution | null | null | null | MITRE Technique: T1204.002 | Cloud lambda_execution in Azure by davidmiller MITRE Technique: T1204.002 | null | null | null | Azure | res-9494ad31 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c28f75c0-f132-42b1-bbe0-4bfad4329fb1 | 2025-05-07T04:21:59 | iot | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|info| desc=IoT device Sensor protocol_violation No additional info | {
"geo_location": "Mozambique",
"device_hash": "466a87d705bc0ed1c45dd39f287af4eda44ad3e3",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.0; Trident/3.0)",
"session_id": "959393a8-5f18-4ffd-b161-ce5d89828b62",
"risk_score": 41.42,
"confidence": 0.2
} | null | protocol_violation | null | null | null | No additional info | IoT device Sensor protocol_violation No additional info | null | null | null | null | null | null | null | null | null | Sensor | iot-0d8467df | 9.0 | null | null | null | null | null | null | null | null | null |
6b0faaa8-5bbf-4aee-98c8-86abb9a725f8 | 2025-04-21T12:58:49 | endpoint | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint process_stop /firm/realize.wav by christopher19 No additional info | {
"geo_location": "Iceland",
"device_hash": "fe55d28b6f0c7df3ad608072089f837b8d5bb92a",
"user_agent": "Opera/8.69.(X11; Linux i686; ast-ES) Presto/2.9.184 Version/11.00",
"session_id": "5943dfa6-4a86-4fc7-8eb6-8270398c264c",
"risk_score": 79.87,
"confidence": 0.9
} | christopher19 | process_stop | null | null | null | No additional info | Endpoint process_stop /firm/realize.wav by christopher19 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | /firm/realize.wav | 8,314 | svchost.exe | null | null | null | null | null | null |
a17a4bd6-6dbe-4730-84b9-d9874165c601 | 2025-04-12T14:27:34 | endpoint | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|high| desc=Endpoint powershell_exec /morning/popular.avi by bryan66 No additional info noise=ago|prepare|face | {
"geo_location": "North Korea",
"device_hash": "cb1d588ea70917611d45ac10a4ba2e19",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 10.0; Trident/5.0)",
"session_id": "1b20de23-ab13-410a-a2b3-52619f1fe5fa",
"risk_score": 100,
"confidence": 1
} | bryan66 | powershell_exec | null | null | null | No additional info | Endpoint powershell_exec /morning/popular.avi by bryan66 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | /morning/popular.avi | 8,053 | explorer.exe | null | null | null | null | null | null |
b0833fa7-98e5-436b-9504-3697b124455d | 2022-12-19T13:09:29 | ai | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|high| desc=AI system membership_inference by kellyrobert MITRE Technique: T1059.001 | {
"geo_location": "Zimbabwe",
"device_hash": "3d5f9e9f7b2bc77385f8d624a7f75608",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 10.0; Trident/4.0)",
"session_id": "144bcca3-f2ab-4ef4-ae3e-a2e42e271754",
"risk_score": 100,
"confidence": 0.32
} | kellyrobert | membership_inference | null | null | null | MITRE Technique: T1059.001 | AI system membership_inference by kellyrobert MITRE Technique: T1059.001 | model-d0ea2772 | 4bbf5b00a042338ee584e179ea0c7ca3 | 90e167972ab73360f29b09e30566be05 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9cd8dbab-6d94-4160-81eb-8119da6db557 | 2025-04-11T12:07:34 | auth | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|high| desc=Auth locked for schmidtcrystal via MFA from 145.176.66.54 MITRE Technique: T1059.001 noise=EC3CA2E8 | {
"geo_location": "South Africa",
"device_hash": "16db278cc80989a7c665a6a20960747b4de06c0f8e6115d03163745a12d4969d",
"user_agent": "Opera/9.97.(Windows NT 5.01; cs-CZ) Presto/2.9.190 Version/11.00",
"session_id": "5f180b25-8290-4db6-8c3d-7461c23dfa76",
"risk_score": 57.03,
"confidence": 0.83
} | schmidtcrystal | locked | MFA | 145.176.66.54 | 7c:03:9c:d9:f8:66 | MITRE Technique: T1059.001 | Auth locked for schmidtcrystal via MFA from 145.176.66.54 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 |
b74c80a5-b57a-4e84-8f95-ddf78c12ff00 | 2025-01-16T21:36:32 | network | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|high| desc=Network latency_spike from 203.83.223.136 to 138.137.153.29 Associated Threat Actor: APT38 | {
"geo_location": "Ecuador",
"device_hash": "54df987e68b97ad5311ad06d1febd6559567edd3",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.2; Trident/4.1)",
"session_id": "d4a34995-318d-4432-8a75-af987fc2a3a8",
"risk_score": 39.11,
"confidence": 0.84
} | null | latency_spike | null | 203.83.223.136 | null | Associated Threat Actor: APT38 | Network latency_spike from 203.83.223.136 to 138.137.153.29 Associated Threat Actor: APT38 | null | null | null | null | null | {
"baseline_deviation": 0.93,
"entropy": 3.47,
"frequency_anomaly": true,
"sequence_anomaly": false
} | 138.137.153.29 | 10,305 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null |
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