event_id stringlengths 36 36 | timestamp timestamp[s]date 2020-07-12 21:38:20 2030-07-10 06:49:21 | event_type stringclasses 8 values | source stringclasses 20 values | severity stringclasses 6 values | raw_log stringlengths 91 282 | advanced_metadata dict | src_ip stringlengths 8 15 ⌀ | dst_ip stringlengths 3 15 ⌀ | alert_type stringclasses 17 values | signature_id stringlengths 8 8 ⌀ | category stringclasses 5 values | additional_info stringlengths 18 148 | description stringlengths 45 225 | action stringclasses 55 values | bytes int64 105 1,000k ⌀ | protocol stringclasses 10 values | user stringlengths 3 22 ⌀ | object stringlengths 1 32 ⌀ | process_id int64 100 10k ⌀ | parent_process stringclasses 4 values | behavioral_analytics dict | device_type stringclasses 5 values | device_id stringlengths 12 12 ⌀ | firmware_version stringclasses 100 values | src_port int64 1 65.5k ⌀ | dst_port int64 1 65.5k ⌀ | duration int64 1 3.6k ⌀ | method stringclasses 7 values | mac_address stringlengths 17 17 ⌀ | model_id stringlengths 14 14 ⌀ | input_hash stringlengths 32 64 ⌀ | output_hash stringlengths 32 64 ⌀ | cloud_service stringclasses 5 values | resource_id stringlengths 12 12 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
f398870a-ee42-4c4f-b831-a97dd3cfaf69 | 2025-05-30T02:11:26 | network | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|network|high| desc=Network protocol_anomaly from 203.113.202.72 to 129.85.246.229 No additional info | {
"geo_location": "Haiti",
"device_hash": "ab69f34225733bc6739fb8795805e8d01e028f9a",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; id-ID) AppleWebKit/532.31.7 (KHTML, like Gecko) Version/3.0.5 Mobile/8B115 Safari/6532.31.7",
"session_id": "951ae043-89a1-4988-98c2-246b20cbfca0",
"risk_score": 39.27,
"confidence": 0.36
} | 203.113.202.72 | 129.85.246.229 | null | null | null | No additional info | Network protocol_anomaly from 203.113.202.72 to 129.85.246.229 No additional info | protocol_anomaly | 882,407 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
024a1e73-3411-411c-ad59-8bba497daf39 | 2025-03-20T10:44:13 | cloud | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|info| desc=Cloud storage_access in Alibaba by julia20 No additional info | {
"geo_location": "Mauritius",
"device_hash": "32a6a65323decf4d5d66f89155a1bcc8",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 9_3_5 like Mac OS X) AppleWebKit/531.0 (KHTML, like Gecko) CriOS/15.0.811.0 Mobile/22C448 Safari/531.0",
"session_id": "182b542d-ec02-4edc-969e-7e9d92c3d8e7",
"risk_score": 66.15,
"confidence": 0.77
} | null | null | null | null | null | No additional info | Cloud storage_access in Alibaba by julia20 No additional info | storage_access | null | null | julia20 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-9586c09e |
a2fbea07-83d5-4e57-a411-22795972cb32 | 2025-02-28T09:15:29 | iot | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|medium| desc=IoT device HVAC command_injection No additional info | {
"geo_location": "Iran",
"device_hash": "8cb3b32f716fa74010650784f8c3e87088fcbb902c8e3910d7492974e7a19240",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.01; Trident/3.0)",
"session_id": "57408743-821c-479e-b95d-8deca1bfe759",
"risk_score": 40.03,
"confidence": 0.35
} | null | null | null | null | null | No additional info | IoT device HVAC command_injection No additional info | command_injection | null | null | null | null | null | null | null | HVAC | iot-5e3b8d3e | 6.0 | null | null | null | null | null | null | null | null | null | null |
4e99982d-a2b9-4b3f-bbde-801e53af1839 | 2025-02-25T05:13:06 | firewall | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|info| desc=Firewall drop HTTP traffic from 59.216.78.251:265 to 151.76.10.247:513 MITRE Technique: T1486 | {
"geo_location": "South Africa",
"device_hash": "e03851830c684ace9f8e9ce4e2309fad",
"user_agent": "Opera/9.56.(X11; Linux x86_64; szl-PL) Presto/2.9.179 Version/12.00",
"session_id": "9d750066-42f4-446a-827a-b9b47546b72c",
"risk_score": 70.02,
"confidence": 0.7
} | 59.216.78.251 | 151.76.10.247 | null | null | null | MITRE Technique: T1486 | Firewall drop HTTP traffic from 59.216.78.251:265 to 151.76.10.247:513 MITRE Technique: T1486 | drop | 418,858 | HTTP | null | null | null | null | null | null | null | null | 265 | 513 | 2,936 | null | null | null | null | null | null | null |
3b197bfe-5dd0-4591-94e5-f40aaa185b0b | 2025-03-18T22:01:10 | ids_alert | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|medium| desc=Zeek Alert: Port Scan detected from 10.109.84.32 targeting 16.98.118.5 MITRE Technique: T1071.001 noise=49DAA743 | {
"geo_location": "Latvia",
"device_hash": "60671a6124aeaa7bb9692327d1bd7ad95ce327ec",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_7_9 rv:5.0; da-DK) AppleWebKit/534.11.7 (KHTML, like Gecko) Version/5.1 Safari/534.11.7",
"session_id": "dfc7d218-c0dd-4ef1-bf83-31ad76de2c33",
"risk_score": 56.36,
"confidence": 0.08
} | 10.109.84.32 | 16.98.118.5 | Port Scan | SIG-4982 | Evasion | MITRE Technique: T1071.001 | Zeek Alert: Port Scan detected from 10.109.84.32 targeting 16.98.118.5 MITRE Technique: T1071.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e8206631-d710-402c-afaa-1911143fac8e | 2025-05-16T16:45:26 | ai | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ai|low| desc=AI system model_inversion by melissaho MITRE Technique: T1059.001 | {
"geo_location": "Reunion",
"device_hash": "b169df709a5a6df6ad3ad2f0e000fa79fa2774fd16994e151d71301dfae4df0a",
"user_agent": "Mozilla/5.0 (Windows CE) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/15.0.889.0 Safari/534.2",
"session_id": "17268268-a6fc-45b6-865b-4f6fa168d005",
"risk_score": 0,
"confidence": 0.64
} | null | null | null | null | null | MITRE Technique: T1059.001 | AI system model_inversion by melissaho MITRE Technique: T1059.001 | model_inversion | null | null | melissaho | null | null | null | null | null | null | null | null | null | null | null | null | model-4c74a403 | 54418236aa95a5338195544810232730d2550ee9cb4ee0234412ee4209aaa53b | 1d9729e6b19bda20b4222d97a3c46111 | null | null |
1b088282-f01f-437d-beb3-0abbaa0b58a1 | 2025-04-22T07:26:25 | cloud | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud crypto_mining in OCI by zacharyjohnson MITRE Technique: T1543.003 | {
"geo_location": "Portugal",
"device_hash": "4c90db290de5a512d7914579b8c53885e8153d54",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98; Win 9x 4.90) AppleWebKit/532.49.3 (KHTML, like Gecko) Version/4.0.2 Safari/532.49.3",
"session_id": "279b3663-d436-4d00-89b3-7daf0c0eb51f",
"risk_score": 66.3,
"confidence": 0.31
} | null | null | null | null | null | MITRE Technique: T1543.003 | Cloud crypto_mining in OCI by zacharyjohnson MITRE Technique: T1543.003 | crypto_mining | null | null | zacharyjohnson | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-352bfee4 |
99519e8c-3d0c-4507-ac97-60a0ab4b3957 | 2025-06-22T07:17:07 | network | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|critical| desc=Network covert_channel from 183.69.92.19 to 138.217.139.119 No additional info noise=Vm90ZS4= | {
"geo_location": "Tuvalu",
"device_hash": "1fc1bfa072b6c41ba721e3ad8675e12fdd5b60d1",
"user_agent": "Opera/9.70.(Windows NT 4.0; uz-UZ) Presto/2.9.178 Version/12.00",
"session_id": "312290d9-11ae-4fc7-a6ce-df93bc11ff8d",
"risk_score": 92.73,
"confidence": 0.57
} | 183.69.92.19 | 138.217.139.119 | null | null | null | No additional info | Network covert_channel from 183.69.92.19 to 138.217.139.119 No additional info | covert_channel | 698,852 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
38cbe219-5ee0-49e6-a49b-def7abecc8ce | 2025-02-09T09:46:34 | endpoint | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint powershell_exec /short/education.avi by gillpaul No additional info | {
"geo_location": "Marshall Islands",
"device_hash": "97056b3f8b4582864bd6ca125a0616f47b03f61cf41fb603957ec41997af069e",
"user_agent": "Mozilla/5.0 (Windows 95; ug-CN; rv:1.9.2.20) Gecko/2656-01-31 18:33:38 Firefox/3.8",
"session_id": "2e6b3736-df4a-4b47-a8ab-9aa6b33d108a",
"risk_score": 22.49,
"confidence": 0.89
} | null | null | null | null | null | No additional info | Endpoint powershell_exec /short/education.avi by gillpaul No additional info | powershell_exec | null | null | gillpaul | /short/education.avi | 7,681 | cmd.exe | {
"baseline_deviation": 2.24,
"entropy": 7.24,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
95f69abe-4a44-4360-871c-7620202142b8 | 2025-04-10T02:03:51 | endpoint | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint wmi_exec /six/analysis.mp3 by john18 No additional info | {
"geo_location": "Burundi",
"device_hash": "7cea029744c4e258e98b6b85ed8c8b6ae76b62c6c24ab693094442dfa49fb1ca",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 10_3_3 like Mac OS X) AppleWebKit/535.2 (KHTML, like Gecko) FxiOS/10.4b1033.0 Mobile/99K643 Safari/535.2",
"session_id": "c350e911-5e21-4dbe-b895-dcf55146d695",
"risk_score": 47.11,
"confidence": 0.2
} | null | null | null | null | null | No additional info | Endpoint wmi_exec /six/analysis.mp3 by john18 No additional info | wmi_exec | null | null | john18 | /six/analysis.mp3 | 7,281 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d4ac3fec-3108-40e5-83c3-d4a3c2c4d5ff | 2025-07-06T03:00:02 | firewall | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall deny SSH traffic from 194.232.86.91:500 to 51.36.250.225:374 No additional info | {
"geo_location": "Togo",
"device_hash": "0562cfd960223af73235b27104d1fadfa35ee298",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/6329-08-18 18:53:08 Firefox/13.0",
"session_id": "1260795c-1399-414d-b3e5-5f3dc52592ab",
"risk_score": 23.95,
"confidence": 0.47
} | 194.232.86.91 | 51.36.250.225 | null | null | null | No additional info | Firewall deny SSH traffic from 194.232.86.91:500 to 51.36.250.225:374 No additional info | deny | 678,944 | SSH | null | null | null | null | null | null | null | null | 500 | 374 | 196 | null | null | null | null | null | null | null |
2b0a7c31-659a-44cc-b1db-c97917a743cf | 2025-02-05T13:14:30 | ids_alert | CrowdStrike v6.45.0 | emergency | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|emergency| desc=CrowdStrike Alert: Zero-Day Exploit detected from 156.88.236.59 targeting 9.8.92.118 Unconventional IOC: ACPI table modifications | {
"geo_location": "Venezuela",
"device_hash": "422be7e0b3c037b33714e01a3a37a1ed",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_6_2) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/39.0.811.0 Safari/535.0",
"session_id": "052fa578-fc3e-46b5-9959-61c7563e4f7c",
"risk_score": 32.37,
"confidence": 0.33
} | 156.88.236.59 | 9.8.92.118 | Zero-Day Exploit | SIG-3860 | Exploit | Unconventional IOC: ACPI table modifications | CrowdStrike Alert: Zero-Day Exploit detected from 156.88.236.59 targeting 9.8.92.118 Unconventional IOC: ACPI table modifications | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0a3346f1-9190-4f42-94d7-8f6c386baea1 | 2025-01-16T20:29:10 | cloud | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|medium| desc=Cloud container_escape in Alibaba by cynthiafoster MITRE Technique: T1078.004 | {
"geo_location": "Seychelles",
"device_hash": "442ba252d167053211c3c0bb69ed8629d4af3ac6",
"user_agent": "Mozilla/5.0 (Linux; Android 5.0.2) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/58.0.892.0 Safari/533.0",
"session_id": "70b356df-3d47-4664-a3a1-60924ebcea9a",
"risk_score": 49.27,
"confidence": 0.36
} | null | null | null | null | null | MITRE Technique: T1078.004 | Cloud container_escape in Alibaba by cynthiafoster MITRE Technique: T1078.004 | container_escape | null | null | cynthiafoster | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-2e254c91 |
1943064f-e2b5-43af-b9bf-590a0ff453fb | 2025-04-17T17:11:21 | ids_alert | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|low| desc=Suricata Alert: MFA Bypass detected from 191.250.39.125 targeting N/A Associated Threat Actor: Wizard Spider | {
"geo_location": "Myanmar",
"device_hash": "1a8d30a9d0c54b783229cab6641ba989e596d44dc8316d221a059433efff4486",
"user_agent": "Mozilla/5.0 (Windows NT 6.2) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/53.0.864.0 Safari/531.0",
"session_id": "e0a650b8-cd16-4e36-a0fd-77c38f75e9b3",
"risk_score": 33.97,
"confidence": 0.89
} | 191.250.39.125 | N/A | MFA Bypass | SIG-8172 | Exploit | Associated Threat Actor: Wizard Spider | Suricata Alert: MFA Bypass detected from 191.250.39.125 targeting N/A Associated Threat Actor: Wizard Spider | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2c619247-a80d-4116-9d48-9626e3231c42 | 2025-03-02T18:24:49 | firewall | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|high| desc=Firewall inspect UDP traffic from 163.80.67.34:49321 to 59.64.77.54:82 No additional info | {
"geo_location": "Myanmar",
"device_hash": "13eab7e2dbe936543a5e2065a99badd36391f149",
"user_agent": "Mozilla/5.0 (Linux; Android 4.4.2) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/18.0.862.0 Safari/535.2",
"session_id": "dd5fd67b-96d3-4f92-8eb2-f937a8647d09",
"risk_score": 0,
"confidence": 0.52
} | 163.80.67.34 | 59.64.77.54 | null | null | null | No additional info | Firewall inspect UDP traffic from 163.80.67.34:49321 to 59.64.77.54:82 No additional info | inspect | 244,927 | UDP | null | null | null | null | null | null | null | null | 49,321 | 82 | 1,079 | null | null | null | null | null | null | null |
dd3562fc-75f8-45ac-b35b-de26ad2dc377 | 2025-03-20T22:23:48 | ai | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|info| desc=AI system training_data_poisoning by sawyerkenneth No additional info | {
"geo_location": "Pakistan",
"device_hash": "389f9b2a4c04627aa1b1136e6066ebeb0733d9ea",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_12_7) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/41.0.830.0 Safari/535.2",
"session_id": "c5b09431-96cd-48de-90e9-85a22535211c",
"risk_score": 54.77,
"confidence": 0.94
} | null | null | null | null | null | No additional info | AI system training_data_poisoning by sawyerkenneth No additional info | training_data_poisoning | null | null | sawyerkenneth | null | null | null | null | null | null | null | null | null | null | null | null | model-e9a5bb4e | 1ca76125982ce3d9ea05f724d7b63d929f393d648fc88c309e7dc79863b9342b | c32a32c06a53c8dfa6c0479da64cfee5 | null | null |
432794bc-f98c-4420-abd4-cb9389f64a2c | 2025-04-03T11:39:25 | auth | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|info| desc=Auth timeout for burgessdouglas via SAML from 113.32.174.113 No additional info | {
"geo_location": "Tokelau",
"device_hash": "318c460c249f01f42d6082a5720e285d2bdb1100ccce4514289840a3d2883ac9",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_4_1 like Mac OS X) AppleWebKit/536.2 (KHTML, like Gecko) CriOS/16.0.817.0 Mobile/02O519 Safari/536.2",
"session_id": "e016aa78-b3be-448b-9052-c2a4401f648f",
"risk_score": 92.03,
"confidence": 0.8
} | 113.32.174.113 | null | null | null | null | No additional info | Auth timeout for burgessdouglas via SAML from 113.32.174.113 No additional info | timeout | null | null | burgessdouglas | null | null | null | null | null | null | null | null | null | null | SAML | 24:61:80:da:ac:83 | null | null | null | null | null |
55d22a08-ac65-43c6-b2e7-29782897c70c | 2025-03-31T21:00:42 | ids_alert | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|high| desc=AlienVault Alert: Container Escape detected from 72.222.162.80 targeting N/A MITRE Technique: T1190 | {
"geo_location": "Armenia",
"device_hash": "328904d4d5d7bddae618fb2fc2e49565cc035371cd5c2b488080963b98caee17",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 9_3_6 like Mac OS X) AppleWebKit/534.1 (KHTML, like Gecko) CriOS/61.0.875.0 Mobile/28V562 Safari/534.1",
"session_id": "21ec735f-50cd-4236-9924-ce2d461b2514",
"risk_score": 25.01,
"confidence": 0.9
} | 72.222.162.80 | N/A | Container Escape | SIG-8328 | Malware | MITRE Technique: T1190 | AlienVault Alert: Container Escape detected from 72.222.162.80 targeting N/A MITRE Technique: T1190 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
578d30c5-927d-4bcb-bc52-729bb0359ce4 | 2025-03-05T23:27:51 | cloud | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|low| desc=Cloud lambda_execution in GCP by diane98 MITRE Technique: T1059.001 | {
"geo_location": "New Zealand",
"device_hash": "fa5879e6cf91523a525f223a72e51dc53ffd9856c28213a37113e65497afc5fe",
"user_agent": "Opera/9.46.(X11; Linux x86_64; yi-US) Presto/2.9.165 Version/10.00",
"session_id": "704561bf-72de-4d8f-8e6a-943e8899558b",
"risk_score": 15.65,
"confidence": 0.01
} | null | null | null | null | null | MITRE Technique: T1059.001 | Cloud lambda_execution in GCP by diane98 MITRE Technique: T1059.001 | lambda_execution | null | null | diane98 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-205b5d05 |
b235bf4f-d56f-4fb7-b0ba-2d02753b6c79 | 2025-01-26T02:57:23 | auth | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|info| desc=Auth success for jack85 via key from 86.130.100.63 No additional info | {
"geo_location": "Jersey",
"device_hash": "8b1e19886cb2e0a361c56b7e766d427e",
"user_agent": "Opera/9.93.(Windows NT 6.1; eo-US) Presto/2.9.168 Version/10.00",
"session_id": "396e247d-267a-47c2-9d1e-370554c11336",
"risk_score": 80.46,
"confidence": 0.6
} | 86.130.100.63 | null | null | null | null | No additional info | Auth success for jack85 via key from 86.130.100.63 No additional info | success | null | null | jack85 | null | null | null | null | null | null | null | null | null | null | key | 02:f6:6e:42:f4:89 | null | null | null | null | null |
32c3c59d-ae0b-4f02-a357-50aebc243ced | 2025-05-21T12:45:33 | network | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|critical| desc=Network latency_spike from 56.188.193.186 to 200.201.191.94 MITRE Technique: T1053.005 | {
"geo_location": "Sweden",
"device_hash": "082e355ca43149c8312d0887fea89db043524b86",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/56.0.839.0 Safari/532.2",
"session_id": "aa952b2f-9be8-4552-933a-adaa67f4b37d",
"risk_score": 3.83,
"confidence": 0.29
} | 56.188.193.186 | 200.201.191.94 | null | null | null | MITRE Technique: T1053.005 | Network latency_spike from 56.188.193.186 to 200.201.191.94 MITRE Technique: T1053.005 | latency_spike | 666,873 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4666c285-95f6-44f0-8a67-1aca46569b3e | 2025-04-27T22:13:57 | firewall | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|low| desc=Firewall deny HTTPS traffic from 117.190.38.12:22 to 2.169.199.8:155 MITRE Technique: T1190 | Associated Threat Actor: Leafminer | {
"geo_location": "Djibouti",
"device_hash": "56543801861f02b132bbd62a75d26673",
"user_agent": "Mozilla/5.0 (Windows 98; bn-BD; rv:1.9.1.20) Gecko/7705-10-12 08:38:09 Firefox/4.0",
"session_id": "bbdb9370-3a76-4109-ae3b-10ce234666b1",
"risk_score": 40.39,
"confidence": 0.76
} | 117.190.38.12 | 2.169.199.8 | null | null | null | MITRE Technique: T1190 | Associated Threat Actor: Leafminer | Firewall deny HTTPS traffic from 117.190.38.12:22 to 2.169.199.8:155 MITRE Technique: T1190 | Associated Threat Actor: Leafminer | deny | 356,658 | HTTPS | null | null | null | null | null | null | null | null | 22 | 155 | 2,092 | null | null | null | null | null | null | null |
039d0de7-9101-4126-a9b6-c5ec1d16dcc3 | 2025-03-30T20:30:36 | endpoint | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|critical| desc=Endpoint driver_load conference by alfred55 No additional info | {
"geo_location": "Palestinian Territory",
"device_hash": "e123c634e71b97b29cc39080bbc73408",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_5_0 rv:5.0; am-ET) AppleWebKit/534.39.4 (KHTML, like Gecko) Version/4.0.3 Safari/534.39.4",
"session_id": "4f317fc1-dd4b-4062-87b4-414fb52ed561",
"risk_score": 46.26,
"confidence": 0
} | null | null | null | null | null | No additional info | Endpoint driver_load conference by alfred55 No additional info | driver_load | null | null | alfred55 | conference | 8,661 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e98216b8-9c34-4e70-89a1-bef30e0ead50 | 2025-06-23T21:05:26 | iot | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|low| desc=IoT device Thermostat unusual_activity MITRE Technique: T1053.005 | {
"geo_location": "Christmas Island",
"device_hash": "fe8c1aaf95b739106ce8454b48f4048f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 11.0; Trident/3.1)",
"session_id": "4039807d-67d3-4c52-a0cd-70b99ab05949",
"risk_score": 75.59,
"confidence": 0.15
} | null | null | null | null | null | MITRE Technique: T1053.005 | IoT device Thermostat unusual_activity MITRE Technique: T1053.005 | unusual_activity | null | null | null | null | null | null | null | Thermostat | iot-2a66f11f | 3.6 | null | null | null | null | null | null | null | null | null | null |
bda47882-695e-4ac3-acbe-4321b1509ef7 | 2025-01-26T22:44:24 | endpoint | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint process_stop western by priscilladavis No additional info | {
"geo_location": "Brazil",
"device_hash": "ee3031074220889510c1e6fc4d115a1416aed2c0",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 11.0; Trident/3.1)",
"session_id": "c9e24bf3-488b-4489-9d27-102eee331dea",
"risk_score": 52.62,
"confidence": 0.68
} | null | null | null | null | null | No additional info | Endpoint process_stop western by priscilladavis No additional info | process_stop | null | null | priscilladavis | western | 5,592 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b5bd0b07-df4b-4934-976f-7e150c424bef | 2025-05-15T20:42:48 | auth | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|low| desc=Auth challenge for brandy46 via MFA from 221.105.56.28 No additional info | {
"geo_location": "Fiji",
"device_hash": "e4a530d20d0a7570f4f584b918f494019b40e7455cdd12b45731ff628f6a43ee",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 11.0) AppleWebKit/535.16.7 (KHTML, like Gecko) Version/4.0.3 Safari/535.16.7",
"session_id": "d157b0a1-2934-42e4-9904-c58d9abac768",
"risk_score": 38.37,
"confidence": 0.06
} | 221.105.56.28 | null | null | null | null | No additional info | Auth challenge for brandy46 via MFA from 221.105.56.28 No additional info | challenge | null | null | brandy46 | null | null | null | {
"baseline_deviation": 2.99,
"entropy": 7.09,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | MFA | 5b:a8:60:8c:59:32 | null | null | null | null | null |
77974bc3-467a-4c1b-98d5-ab2119b6b86b | 2025-03-23T03:58:44 | network | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|info| desc=Network connection from 132.200.229.178 to 33.109.88.104 MITRE Technique: T1059.005 | {
"geo_location": "Montenegro",
"device_hash": "9c7e40ce97ee59009ae85b390006d0c050e6f5ffa4f60f7d54647089ea3eec90",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_5_3; rv:1.9.5.20) Gecko/5739-05-21 12:23:56 Firefox/3.8",
"session_id": "1e3c9e38-3a81-4b50-894e-7717e3f1ce9d",
"risk_score": 39.46,
"confidence": 0.29
} | 132.200.229.178 | 33.109.88.104 | null | null | null | MITRE Technique: T1059.005 | Network connection from 132.200.229.178 to 33.109.88.104 MITRE Technique: T1059.005 | connection | 804,826 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9833a19b-415b-4dbc-b550-fa6decf58cdb | 2025-01-16T06:07:38 | ai | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|medium| desc=AI system api_abuse by smithkathleen No additional info | {
"geo_location": "France",
"device_hash": "7de62a5d88d1f0e99207a2c4dc277adca99869120d3b0e7769595031b7e97d47",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; lv-LV) AppleWebKit/533.24.6 (KHTML, like Gecko) Version/4.0.5 Mobile/8B119 Safari/6533.24.6",
"session_id": "9452351c-cc1b-454f-ae50-c4f335c61dd1",
"risk_score": 41.18,
"confidence": 0.4
} | null | null | null | null | null | No additional info | AI system api_abuse by smithkathleen No additional info | api_abuse | null | null | smithkathleen | null | null | null | null | null | null | null | null | null | null | null | null | model-baf721c0 | a30977f4c544cebc5d43256447fdc445 | d6a070e6bf7e57b6e467492f1ce638c5dc1d1286 | null | null |
436c9445-74ca-4a9e-a251-75c465216b44 | 2025-01-27T08:05:31 | iot | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|medium| desc=IoT device Sensor side_channel MITRE Technique: T1059.001 | Associated Threat Actor: DarkSide | {
"geo_location": "Mauritania",
"device_hash": "2990b1e9b9e3518e24ebbfa6f15102bb31c2b642d1e4d1bcbd1dfbc2b235ca40",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_3 like Mac OS X) AppleWebKit/533.1 (KHTML, like Gecko) CriOS/14.0.899.0 Mobile/89W737 Safari/533.1",
"session_id": "e374261e-df72-48b3-b483-676db2f77480",
"risk_score": 74.53,
"confidence": 0.34
} | null | null | null | null | null | MITRE Technique: T1059.001 | Associated Threat Actor: DarkSide | IoT device Sensor side_channel MITRE Technique: T1059.001 | Associated Threat Actor: DarkSide | side_channel | null | null | null | null | null | null | null | Sensor | iot-59320a8b | 10.2 | null | null | null | null | null | null | null | null | null | null |
443166a9-c437-49d2-af0d-6845ceed08ac | 2025-05-23T18:05:04 | cloud | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|medium| desc=Cloud config_change in Azure by mary24 No additional info | {
"geo_location": "Sudan",
"device_hash": "46e5894b7afb0e07e2fa32fb43755ca49810f6bf",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_5_6; rv:1.9.4.20) Gecko/2682-12-30 10:47:03 Firefox/3.6.19",
"session_id": "44ed9125-00f1-4b7c-8637-9c1c544a0a31",
"risk_score": 49.03,
"confidence": 0.63
} | null | null | null | null | null | No additional info | Cloud config_change in Azure by mary24 No additional info | config_change | null | null | mary24 | null | null | null | {
"baseline_deviation": 0.71,
"entropy": 6.21,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | Azure | res-159e0453 |
61388cf7-2372-442b-a588-8e1148c0423d | 2025-04-11T03:32:24 | firewall | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|info| desc=Firewall drop ICMP traffic from 74.87.96.249:38798 to 27.202.140.79:369 No additional info | {
"geo_location": "Western Sahara",
"device_hash": "d1316e67a9e58fd03246603d109ffa060d428c88790714fb4212669a64ebc3a7",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/6963-04-07 03:50:34 Firefox/3.8",
"session_id": "c759d84a-6d9f-4c6e-811b-f4690abd0126",
"risk_score": 33.08,
"confidence": 0.71
} | 74.87.96.249 | 27.202.140.79 | null | null | null | No additional info | Firewall drop ICMP traffic from 74.87.96.249:38798 to 27.202.140.79:369 No additional info | drop | 815,723 | ICMP | null | null | null | null | {
"baseline_deviation": 2.97,
"entropy": 5.38,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 38,798 | 369 | 2,153 | null | null | null | null | null | null | null |
8cfe8a31-b43e-471f-b3b5-574c0883a3b9 | 2025-01-16T00:31:56 | cloud | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|info| desc=Cloud storage_access in Azure by sandramartin No additional info | {
"geo_location": "Haiti",
"device_hash": "a5450dac1bb54a009b1b27b6e596006b82eba70c",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; hy-AM) AppleWebKit/531.19.7 (KHTML, like Gecko) Version/3.0.5 Mobile/8B115 Safari/6531.19.7",
"session_id": "7bf586e0-fc1c-4a29-8d43-51ff24e3adb3",
"risk_score": 21.96,
"confidence": 0.2
} | null | null | null | null | null | No additional info | Cloud storage_access in Azure by sandramartin No additional info | storage_access | null | null | sandramartin | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-712ab408 |
28865feb-9cd0-420f-9686-1dd05de1cdaf | 2025-02-07T08:34:00 | firewall | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall allow SMB traffic from 65.4.56.239:422 to 141.20.98.87:599 MITRE Technique: T1134.001 | {
"geo_location": "Uruguay",
"device_hash": "b6ac99d510844853cff34a0f5739b5ad",
"user_agent": "Mozilla/5.0 (Android 4.0; Mobile; rv:35.0) Gecko/35.0 Firefox/35.0",
"session_id": "e9bc038e-0e0a-4d2b-b55e-44062a99cefc",
"risk_score": 45.09,
"confidence": 0.41
} | 65.4.56.239 | 141.20.98.87 | null | null | null | MITRE Technique: T1134.001 | Firewall allow SMB traffic from 65.4.56.239:422 to 141.20.98.87:599 MITRE Technique: T1134.001 | allow | 143,921 | SMB | null | null | null | null | null | null | null | null | 422 | 599 | 1,133 | null | null | null | null | null | null | null |
b2ed4683-ee67-4c49-931b-1bb4ab44a864 | 2027-12-19T21:43:13 | firewall | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall allow SMB traffic from 56.117.193.113:515 to 188.243.159.46:252 MITRE Technique: T1543.003 | Geo anomaly: Impossible travel detected | {
"geo_location": "Iran",
"device_hash": "bcc3b6e658588071e0bd21345a65ee9ced5f054c1f1d36eddc60d6f6b5c04b4e",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.2) AppleWebKit/534.21.2 (KHTML, like Gecko) Version/4.1 Safari/534.21.2",
"session_id": "306c6984-9591-4a10-808d-cba5a28c0f85",
"risk_score": 49.16,
"confidence": 0.02
} | 56.117.193.113 | 188.243.159.46 | null | null | null | MITRE Technique: T1543.003 | Geo anomaly: Impossible travel detected | Firewall allow SMB traffic from 56.117.193.113:515 to 188.243.159.46:252 MITRE Technique: T1543.003 | Geo anomaly: Impossible travel detected | allow | 368,436 | SMB | null | null | null | null | null | null | null | null | 515 | 252 | 1,161 | null | null | null | null | null | null | null |
b616b471-f7ba-4bc1-b728-27d972efad3a | 2025-01-29T21:43:05 | ids_alert | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|low| desc=Darktrace Alert: Domain Fronting detected from 130.24.138.233 targeting 181.190.37.248 MITRE Technique: T1547.001 | {
"geo_location": "Equatorial Guinea",
"device_hash": "de3c8e5cef9080a3b01355d49e3560b3cbf9bb2564df689249a4dc7476d84fae",
"user_agent": "Mozilla/5.0 (Linux; Android 1.5) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/22.0.892.0 Safari/536.0",
"session_id": "d9091404-1815-4f37-8c6e-a66bdae14df3",
"risk_score": 66.67,
"confidence": 0.31
} | 130.24.138.233 | 181.190.37.248 | Domain Fronting | SIG-7670 | Policy | MITRE Technique: T1547.001 | Darktrace Alert: Domain Fronting detected from 130.24.138.233 targeting 181.190.37.248 MITRE Technique: T1547.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2c9eec70-b806-454f-adc0-99850127da4b | 2025-06-07T02:31:39 | network | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|low| desc=Network protocol_anomaly from 221.101.239.37 to 80.37.9.149 Unconventional IOC: CPU microcode changes | {
"geo_location": "Mexico",
"device_hash": "7f5b1afa3d9063544491845e4e62cee25a346036",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_5_1 rv:5.0; gd-GB) AppleWebKit/531.42.1 (KHTML, like Gecko) Version/4.0 Safari/531.42.1",
"session_id": "26fa93b3-2607-4df5-a582-e9637b302ce2",
"risk_score": 52.3,
"confidence": 0.56
} | 221.101.239.37 | 80.37.9.149 | null | null | null | Unconventional IOC: CPU microcode changes | Network protocol_anomaly from 221.101.239.37 to 80.37.9.149 Unconventional IOC: CPU microcode changes | protocol_anomaly | 322,342 | HTTPS | null | null | null | null | {
"baseline_deviation": 2.13,
"entropy": 4.58,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
eaf10486-8f66-450d-99db-dac4eb8477af | 2025-05-27T10:54:12 | network | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|low| desc=Network bandwidth_usage from 114.72.160.53 to 19.191.210.30 No additional info noise=UGhvbmUu | {
"geo_location": "Svalbard & Jan Mayen Islands",
"device_hash": "f22b168fbe51346cd519d1fa692fdee1edd0a62b",
"user_agent": "Mozilla/5.0 (Windows NT 5.01; mi-NZ; rv:1.9.0.20) Gecko/5423-03-28 04:15:05 Firefox/3.8",
"session_id": "da937247-4dbe-4d41-8c6a-21c567e5c0c8",
"risk_score": 69.35,
"confidence": 0.97
} | 114.72.160.53 | 19.191.210.30 | null | null | null | No additional info | Network bandwidth_usage from 114.72.160.53 to 19.191.210.30 No additional info | bandwidth_usage | 898,307 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
99e314a6-1863-4c80-9a3e-8c5e73ddaedd | 2025-06-27T20:58:03 | ids_alert | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ids_alert|medium| desc=OSSEC Alert: Container Escape detected from 98.200.80.40 targeting N/A No additional info | {
"geo_location": "Iran",
"device_hash": "fd68a85a1bbe7b23c976892f185ba9b91efc8c5c",
"user_agent": "Mozilla/5.0 (Windows 98; el-CY; rv:1.9.0.20) Gecko/5899-06-21 01:55:36 Firefox/3.6.4",
"session_id": "810fe194-d723-4616-83e5-7e22e49965d8",
"risk_score": 37.57,
"confidence": 0.78
} | 98.200.80.40 | N/A | Container Escape | SIG-3645 | Malware | No additional info | OSSEC Alert: Container Escape detected from 98.200.80.40 targeting N/A No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3f846829-9d8a-4d26-9a4a-1ece6ba07cce | 2025-03-09T15:39:56 | auth | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|info| desc=Auth failed for kelseyobrien via SAML from 215.10.177.242 MITRE Technique: T1574.002 | {
"geo_location": "Iran",
"device_hash": "f9eca6c65b533b10980b5db3e094e4de",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; ayc-PE) AppleWebKit/533.4.6 (KHTML, like Gecko) Version/4.0.5 Mobile/8B116 Safari/6533.4.6",
"session_id": "884d725a-ebcd-44fb-bbb1-37f80f8c2101",
"risk_score": 24.17,
"confidence": 0.26
} | 215.10.177.242 | null | null | null | null | MITRE Technique: T1574.002 | Auth failed for kelseyobrien via SAML from 215.10.177.242 MITRE Technique: T1574.002 | failed | null | null | kelseyobrien | null | null | null | null | null | null | null | null | null | null | SAML | 5d:43:29:9e:61:ba | null | null | null | null | null |
df2a8d3b-13b0-48e2-b1fd-eddd1cd80f6d | 2025-04-27T06:59:03 | auth | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|high| desc=Auth challenge for anne08 via SAML from 167.241.74.238 No additional info | {
"geo_location": "Kyrgyz Republic",
"device_hash": "78526d2ddc2ebe114e4de9c6d349f3d3d20299bb487392c81c44886ab2eb1adb",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 4.0; Trident/4.1)",
"session_id": "0a5b8e8d-d159-4b1e-b75b-b613c2988f28",
"risk_score": 53.18,
"confidence": 0.72
} | 167.241.74.238 | null | null | null | null | No additional info | Auth challenge for anne08 via SAML from 167.241.74.238 No additional info | challenge | null | null | anne08 | null | null | null | {
"baseline_deviation": 0.68,
"entropy": 2.54,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | SAML | 22:b9:67:58:6f:f4 | null | null | null | null | null |
87761bf4-deab-472b-ab44-515e42fca764 | 2025-03-02T23:10:46 | iot | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|high| desc=IoT device HVAC sensor_spoofing No additional info | {
"geo_location": "Jamaica",
"device_hash": "b75fcf728b9a500a4981a6d2f119aa34",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_1_1 like Mac OS X) AppleWebKit/536.1 (KHTML, like Gecko) FxiOS/10.4y8788.0 Mobile/70Q925 Safari/536.1",
"session_id": "ed2b6444-19ca-44e8-aaa9-70b8d8ab4901",
"risk_score": 72.01,
"confidence": 0.18
} | null | null | null | null | null | No additional info | IoT device HVAC sensor_spoofing No additional info | sensor_spoofing | null | null | null | null | null | null | null | HVAC | iot-1f4ed95c | 5.8 | null | null | null | null | null | null | null | null | null | null |
d8428810-9451-4152-93c8-fb0df1680c49 | 2025-03-23T13:38:26 | cloud | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud config_change in GCP by klewis MITRE Technique: T1543.003 | {
"geo_location": "Russia",
"device_hash": "378e1001f13be4b2ff7abbdaf71744ee614b2dd4",
"user_agent": "Opera/9.84.(Windows NT 11.0; et-EE) Presto/2.9.174 Version/11.00",
"session_id": "506e3397-26b2-4ef7-95a7-9cf2d4edf700",
"risk_score": 62.05,
"confidence": 0.19
} | null | null | null | null | null | MITRE Technique: T1543.003 | Cloud config_change in GCP by klewis MITRE Technique: T1543.003 | config_change | null | null | klewis | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-4e613b32 |
1d6fff5d-5954-4ba9-a826-b8f2272dc8cc | 2025-02-04T17:37:19 | ids_alert | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|low| desc=Snort Alert: ICS Attack detected from 166.135.110.22 targeting 203.107.80.127 No additional info noise=SXRzZWxmLg== | {
"geo_location": "Congo",
"device_hash": "1edb7ea3b918c1e319c038638c0d4650398c135e643ec1120356f0456f58029d",
"user_agent": "Opera/9.48.(Windows NT 6.1; pap-CW) Presto/2.9.184 Version/11.00",
"session_id": "29f35dc9-5400-48a1-8721-b276729ddd4c",
"risk_score": 35.75,
"confidence": 0.35
} | 166.135.110.22 | 203.107.80.127 | ICS Attack | SIG-5929 | Evasion | No additional info | Snort Alert: ICS Attack detected from 166.135.110.22 targeting 203.107.80.127 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c955159b-17b9-4854-801a-4f0e60609ccc | 2025-04-19T02:12:18 | auth | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|info| desc=Auth success for msnyder via password from 91.186.75.97 No additional info | {
"geo_location": "Ghana",
"device_hash": "7eff326b851fd7dafb4ec9124739ffc607b5b50f80a7d468173bc8add1d760aa",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/2131-01-25 16:39:27 Firefox/3.6.11",
"session_id": "59da203a-5bce-44da-be51-bb3e31847611",
"risk_score": 59.99,
"confidence": 0.36
} | 91.186.75.97 | null | null | null | null | No additional info | Auth success for msnyder via password from 91.186.75.97 No additional info | success | null | null | msnyder | null | null | null | null | null | null | null | null | null | null | password | ab:5e:65:9a:6e:1a | null | null | null | null | null |
44c5e6c5-4503-413a-b575-a694fb63a396 | 2025-06-13T14:01:30 | firewall | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|firewall|high| desc=Firewall inspect HTTPS traffic from 111.106.126.9:30805 to 51.195.186.27:889 No additional info | {
"geo_location": "Australia",
"device_hash": "0e067ca6be4ab1b079c023984ce077c197a1b99d3313828920a023e7c4af99d7",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/35.0.874.0 Safari/536.0",
"session_id": "fcf00f2c-b784-4362-a065-d3300163e7a6",
"risk_score": 49.88,
"confidence": 0.31
} | 111.106.126.9 | 51.195.186.27 | null | null | null | No additional info | Firewall inspect HTTPS traffic from 111.106.126.9:30805 to 51.195.186.27:889 No additional info | inspect | 172,366 | HTTPS | null | null | null | null | null | null | null | null | 30,805 | 889 | 2,311 | null | null | null | null | null | null | null |
d4b17aec-34d8-407e-b3a0-93434dc920a2 | 2025-05-16T02:24:09 | iot | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|critical| desc=IoT device HVAC command_injection No additional info | {
"geo_location": "Philippines",
"device_hash": "8e53b5e1f600356722bc6ff2b538939d81567fa876bde040a762e3ca06889800",
"user_agent": "Mozilla/5.0 (Android 14; Mobile; rv:58.0) Gecko/58.0 Firefox/58.0",
"session_id": "f2c9701a-5f4c-4c6f-84e9-402ab00040a1",
"risk_score": 62.06,
"confidence": 0.7
} | null | null | null | null | null | No additional info | IoT device HVAC command_injection No additional info | command_injection | null | null | null | null | null | null | null | HVAC | iot-306fcc07 | 4.7 | null | null | null | null | null | null | null | null | null | null |
92fe969f-991e-4c52-888a-0510e7a6b714 | 2025-01-25T05:30:14 | auth | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|medium| desc=Auth success for philip70 via MFA from 39.148.138.38 No additional info | {
"geo_location": "Canada",
"device_hash": "cf338a19b6efd0fa644f27a670578ca8a24810db",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 10.0; Trident/5.0)",
"session_id": "4064864a-e569-4b20-960e-52be8e142ebb",
"risk_score": 47.39,
"confidence": 0.29
} | 39.148.138.38 | null | null | null | null | No additional info | Auth success for philip70 via MFA from 39.148.138.38 No additional info | success | null | null | philip70 | null | null | null | null | null | null | null | null | null | null | MFA | f9:0e:f4:be:fe:3b | null | null | null | null | null |
f15a744a-3cb9-4a02-ae77-290a5fccf17d | 2025-02-14T15:16:17 | endpoint | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|critical| desc=Endpoint driver_load work by garciagary No additional info noise=SGVhbHRoLg== | {
"geo_location": "Australia",
"device_hash": "4bad4a7d1b335ccf78cf597b8323b394bdae534712a68a7ff14b002a1a03134b",
"user_agent": "Mozilla/5.0 (Windows NT 10.0; ia-FR; rv:1.9.0.20) Gecko/7248-11-01 14:45:02 Firefox/3.8",
"session_id": "e9edefb0-b9c7-47a4-b4d4-98735f50b0a4",
"risk_score": 37.41,
"confidence": 0.73
} | null | null | null | null | null | No additional info | Endpoint driver_load work by garciagary No additional info | driver_load | null | null | garciagary | work | 2,557 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
016954a0-3a56-48c0-829d-1a32e696f8b5 | 2025-06-02T21:07:58 | iot | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|medium| desc=IoT device Camera protocol_violation MITRE Technique: T1059.005 | {
"geo_location": "United Arab Emirates",
"device_hash": "1fae2689ae6613f6a79b5c889e80353d",
"user_agent": "Opera/9.14.(Windows NT 5.0; brx-IN) Presto/2.9.174 Version/11.00",
"session_id": "f0d203ee-d46e-4b2c-9740-a436e8464a58",
"risk_score": 33.31,
"confidence": 0.33
} | null | null | null | null | null | MITRE Technique: T1059.005 | IoT device Camera protocol_violation MITRE Technique: T1059.005 | protocol_violation | null | null | null | null | null | null | null | Camera | iot-66310d9b | 4.0 | null | null | null | null | null | null | null | null | null | null |
fd18d984-d561-4b99-b98a-ad5cefdfcde6 | 2025-06-22T07:39:04 | ids_alert | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ids_alert|critical| desc=Vectra AI Alert: XSS detected from 185.153.55.115 targeting 115.95.65.113 MITRE Technique: T1110.003 | {
"geo_location": "Kazakhstan",
"device_hash": "b5ea08289cba16b735fa44056a31d7d2",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_7_8) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/30.0.802.0 Safari/532.1",
"session_id": "106c3579-feab-4a3a-921c-e9b1b205f0ef",
"risk_score": 71.85,
"confidence": 0.49
} | 185.153.55.115 | 115.95.65.113 | XSS | SIG-4670 | Evasion | MITRE Technique: T1110.003 | Vectra AI Alert: XSS detected from 185.153.55.115 targeting 115.95.65.113 MITRE Technique: T1110.003 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e406dfe9-09a4-43ed-b6aa-cb8e2fc4fc0a | 2025-06-06T20:15:22 | cloud | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud shadow_it in Azure by leevincent No additional info | {
"geo_location": "Saudi Arabia",
"device_hash": "e08f5e7c8c001a22742e8badbdddee9e21ce7899dd32925c5323484a1052e984",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/533.5.1 (KHTML, like Gecko) Version/5.0 Safari/533.5.1",
"session_id": "57592713-8d9c-408e-814b-191bf9436bee",
"risk_score": 61.38,
"confidence": 0.38
} | null | null | null | null | null | No additional info | Cloud shadow_it in Azure by leevincent No additional info | shadow_it | null | null | leevincent | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-11b1da51 |
0ac56c7f-c656-4952-8c70-c7aae63f293b | 2025-06-14T23:15:24 | ai | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|info| desc=AI system model_access by sullivanmichael MITRE Technique: T1053.005 | {
"geo_location": "Indonesia",
"device_hash": "3756b45fe2303e2f87c95d774f282269",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.1; Trident/4.1)",
"session_id": "b28d31d1-99fc-499a-a9bf-c663081b1c1f",
"risk_score": 36.64,
"confidence": 0.47
} | null | null | null | null | null | MITRE Technique: T1053.005 | AI system model_access by sullivanmichael MITRE Technique: T1053.005 | model_access | null | null | sullivanmichael | null | null | null | {
"baseline_deviation": 1.27,
"entropy": 3.78,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | model-6b73e63e | 386346ec18cd158520b6584f4117625553e96c537c37b8cedc8e391a6255102c | 038c9ec949fe4b0ae91847094e649e33 | null | null |
ebfc52f0-320b-468d-a680-139cf93c4be2 | 2025-03-17T00:46:57 | cloud | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|high| desc=Cloud shadow_it in GCP by troy68 MITRE Technique: T1059.001 | Associated Threat Actor: Leafminer | {
"geo_location": "China",
"device_hash": "f44b039d4d2a74d1580648067b0b8d7683df7d94",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Trident/4.0)",
"session_id": "5722dbe6-cf9f-4672-8b96-51bc7f2ff3b5",
"risk_score": 100,
"confidence": 0.99
} | null | null | null | null | null | MITRE Technique: T1059.001 | Associated Threat Actor: Leafminer | Cloud shadow_it in GCP by troy68 MITRE Technique: T1059.001 | Associated Threat Actor: Leafminer | shadow_it | null | null | troy68 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-f27a1315 |
9d5fec8d-933b-452e-96c8-7a9abff85e8c | 2025-05-29T06:32:00 | endpoint | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|info| desc=Endpoint driver_load than by cookdavid MITRE Technique: T1071.001 | {
"geo_location": "Reunion",
"device_hash": "ccf7c7b270bb4f8a09373b1f0b5e05a614c9237a7d44a7997e28d880d28ffbbb",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/4155-03-12 17:37:19 Firefox/3.6.13",
"session_id": "e3ae2c85-c6ad-4753-8f2e-5b075979e3fe",
"risk_score": 76.25,
"confidence": 0.53
} | null | null | null | null | null | MITRE Technique: T1071.001 | Endpoint driver_load than by cookdavid MITRE Technique: T1071.001 | driver_load | null | null | cookdavid | than | 5,492 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7e054176-926c-4b4d-82da-205859462e4a | 2025-02-18T11:45:30 | ids_alert | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|low| desc=Darktrace Alert: DDoS detected from 109.17.124.87 targeting N/A MITRE Technique: T1204.002 noise=U2hvdyBmYXN0Lg== | {
"geo_location": "Burkina Faso",
"device_hash": "86c816c5c493f494c74da4f3195d489e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 4.0; Trident/5.0)",
"session_id": "7cf53e77-523a-4543-b532-5788fac91687",
"risk_score": 59.97,
"confidence": 0.43
} | 109.17.124.87 | N/A | DDoS | SIG-7311 | Policy | MITRE Technique: T1204.002 | Darktrace Alert: DDoS detected from 109.17.124.87 targeting N/A MITRE Technique: T1204.002 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2e582925-067a-4623-8afa-3ec9e338b3a5 | 2025-01-31T13:10:58 | firewall | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|low| desc=Firewall drop DNS traffic from 18.29.131.136:515 to 67.105.93.189:37 No additional info | {
"geo_location": "Cote d'Ivoire",
"device_hash": "3a4f523cd20c69096907eca64cb4cd684e58c031",
"user_agent": "Opera/8.69.(Windows NT 5.1; the-NP) Presto/2.9.188 Version/12.00",
"session_id": "3eebb88e-49f7-4981-9980-4880299d0787",
"risk_score": 31.7,
"confidence": 0.16
} | 18.29.131.136 | 67.105.93.189 | null | null | null | No additional info | Firewall drop DNS traffic from 18.29.131.136:515 to 67.105.93.189:37 No additional info | drop | 751,785 | DNS | null | null | null | null | null | null | null | null | 515 | 37 | 2,736 | null | null | null | null | null | null | null |
6ac3971b-3908-4f1a-b89a-90cb1179aacc | 2025-07-01T10:26:58 | firewall | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|medium| desc=Firewall quarantine DNS traffic from 115.181.140.89:173 to 114.144.141.206:884 No additional info | {
"geo_location": "Denmark",
"device_hash": "4b1d74aa8bc3a627554815ee76173474",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 10.0; Trident/5.1)",
"session_id": "311a7c4b-717a-4c2c-b3bd-00ccc76fd08a",
"risk_score": 36.38,
"confidence": 0.29
} | 115.181.140.89 | 114.144.141.206 | null | null | null | No additional info | Firewall quarantine DNS traffic from 115.181.140.89:173 to 114.144.141.206:884 No additional info | quarantine | 583,543 | DNS | null | null | null | null | null | null | null | null | 173 | 884 | 3,333 | null | null | null | null | null | null | null |
f36dde21-d259-411f-b468-e89b0b4a9413 | 2025-06-07T21:46:57 | network | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|low| desc=Network data_exfiltration from 23.86.219.251 to 48.61.204.64 No additional info | {
"geo_location": "Faroe Islands",
"device_hash": "c040870edd44af9b63b65b421e4ecd1a",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/30.0.890.0 Safari/535.1",
"session_id": "7d83bc51-6635-4483-9906-00c4756a4369",
"risk_score": 44.53,
"confidence": 0.82
} | 23.86.219.251 | 48.61.204.64 | null | null | null | No additional info | Network data_exfiltration from 23.86.219.251 to 48.61.204.64 No additional info | data_exfiltration | 285,682 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e1c00cf1-ebe8-4cdd-9327-38071e26b762 | 2025-04-25T15:35:20 | ai | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|high| desc=AI system api_abuse by ernest14 MITRE Technique: T1059.005 | Training data poisoning attempt | {
"geo_location": "Azerbaijan",
"device_hash": "ff533783f659025242fa2925a09098298f354ecb34b266b194c697210a7ac7c4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.2; Trident/5.0)",
"session_id": "83f248b0-f939-42e1-80bd-035d67363cdf",
"risk_score": 43.61,
"confidence": 0.17
} | null | null | null | null | null | MITRE Technique: T1059.005 | Training data poisoning attempt | AI system api_abuse by ernest14 MITRE Technique: T1059.005 | Training data poisoning attempt | api_abuse | null | null | ernest14 | null | null | null | null | null | null | null | null | null | null | null | null | model-7bb3d63e | a478e0142c8e457bd536f2890903767cf295c8f54bf0b8ae225dce7eced0fbb2 | 4cc3d5150a6f29e91ccd2666f6f56ee66a301bfe | null | null |
1f6a5611-ea3a-4936-bd73-f9498ba8ee95 | 2025-05-27T11:23:36 | cloud | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud lambda_execution in OCI by christopher86 No additional info | {
"geo_location": "Kiribati",
"device_hash": "96e2acd88de45057dd4830f058e5bc36f265ed49e0838552ecf233fbb96e95b4",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_12_6) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/23.0.829.0 Safari/531.0",
"session_id": "54244a12-14fd-49df-a733-d353629aea77",
"risk_score": 43.3,
"confidence": 0.23
} | null | null | null | null | null | No additional info | Cloud lambda_execution in OCI by christopher86 No additional info | lambda_execution | null | null | christopher86 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-6737dfd4 |
dcb87f18-9e01-4daa-9ca9-83eb06d76adb | 2025-05-01T08:14:06 | cloud | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|critical| desc=Cloud permission_escalation in Azure by valerie56 No additional info | {
"geo_location": "Guyana",
"device_hash": "52eae097e2f8b03f93752e7c60b62ee1",
"user_agent": "Mozilla/5.0 (Android 1.5; Mobile; rv:21.0) Gecko/21.0 Firefox/21.0",
"session_id": "d7a6ad6a-74d9-4823-a957-d2577a1ced3c",
"risk_score": 27.39,
"confidence": 0.07
} | null | null | null | null | null | No additional info | Cloud permission_escalation in Azure by valerie56 No additional info | permission_escalation | null | null | valerie56 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-e9776bbc |
efa1f215-658c-471e-ad2d-3ec3aacc0600 | 2025-05-29T03:31:33 | endpoint | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|high| desc=Endpoint wmi_exec /public/sport.gif by dburke No additional info | {
"geo_location": "Bahamas",
"device_hash": "eaf2d5673e6cfd61fe7028452de573c434728bad",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 11.0; Trident/3.1)",
"session_id": "0c045a8f-e375-45ce-9615-b0ebe1be5c44",
"risk_score": 76.29,
"confidence": 0.32
} | null | null | null | null | null | No additional info | Endpoint wmi_exec /public/sport.gif by dburke No additional info | wmi_exec | null | null | dburke | /public/sport.gif | 5,234 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
936c57c3-6632-4c8d-b715-f18cb537b521 | 2025-06-06T18:03:47 | ai | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|medium| desc=AI system adversarial_input by angelaflores No additional info | {
"geo_location": "Micronesia",
"device_hash": "19f5b0e0e68011a3b0453615ba18f7732e5a9209",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.2) AppleWebKit/534.19.1 (KHTML, like Gecko) Version/4.0 Safari/534.19.1",
"session_id": "360709a6-0504-4345-95a7-25035338658b",
"risk_score": 41.43,
"confidence": 0.58
} | null | null | null | null | null | No additional info | AI system adversarial_input by angelaflores No additional info | adversarial_input | null | null | angelaflores | null | null | null | null | null | null | null | null | null | null | null | null | model-a86a28da | 0b348d9233de27cce4d2507c9b27efd8 | fb6a9643bb374d4faec86512cf6dc467 | null | null |
b70377b4-c6e1-4f4b-802e-faf3f2a2dfa7 | 2025-05-17T20:19:21 | iot | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|high| desc=IoT device HVAC physical_tamper MITRE Technique: T1190 | {
"geo_location": "Mayotte",
"device_hash": "bf075cdd9820558959a4fdaa93da8cfe",
"user_agent": "Opera/8.77.(Windows NT 5.0; dv-MV) Presto/2.9.160 Version/12.00",
"session_id": "04e9ef7e-cdcf-44cc-9bda-3543d09f11f3",
"risk_score": 61.98,
"confidence": 0.1
} | null | null | null | null | null | MITRE Technique: T1190 | IoT device HVAC physical_tamper MITRE Technique: T1190 | physical_tamper | null | null | null | null | null | null | null | HVAC | iot-1e075d58 | 8.1 | null | null | null | null | null | null | null | null | null | null |
391bb5c0-41f9-4330-aaf5-23910cfe136c | 2025-04-09T22:14:15 | iot | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|high| desc=IoT device Sensor battery_drain Sensor spoofing detected noise=F22E0D4C | {
"geo_location": "China",
"device_hash": "e4336016dab8487bb929f2b12b12092bdfc87bfeeda7d0d6afdc5be867046320",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_5_0) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/29.0.838.0 Safari/531.2",
"session_id": "8aaa9041-361e-415a-837c-068525d87ba0",
"risk_score": 91.37,
"confidence": 0.48
} | null | null | null | null | null | Sensor spoofing detected | IoT device Sensor battery_drain Sensor spoofing detected | battery_drain | null | null | null | null | null | null | null | Sensor | iot-417e3189 | 8.8 | null | null | null | null | null | null | null | null | null | null |
07781107-2486-442e-8c04-713a3678a4e6 | 2025-04-30T21:50:02 | ai | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|info| desc=AI system prompt_injection by danaadams No additional info | {
"geo_location": "Cape Verde",
"device_hash": "3f4eb2df83762c48f13929823947099392be148a6e2fe5647e751b57ca64de54",
"user_agent": "Mozilla/5.0 (Linux; Android 11) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/42.0.848.0 Safari/536.0",
"session_id": "c226e57c-3f71-4775-8e03-54d5fd9bd25b",
"risk_score": 54.84,
"confidence": 0.87
} | null | null | null | null | null | No additional info | AI system prompt_injection by danaadams No additional info | prompt_injection | null | null | danaadams | null | null | null | null | null | null | null | null | null | null | null | null | model-1909ef3a | 7c9f0082bfdd4900ca70bdab91e5044a980e7de3 | da975cf8535e3c20801e3688f5f02581586af87211b65603f71c135b9b567f0e | null | null |
afc7c3f5-1a2a-4444-b6de-bb7e0d1052ab | 2025-03-17T07:54:44 | firewall | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|low| desc=Firewall deny TCP traffic from 140.107.6.40:150 to 108.5.158.217:801 No additional info | {
"geo_location": "Bermuda",
"device_hash": "38136c2970c98ef274360baeb169a3a1",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; lg-UG) AppleWebKit/531.50.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B113 Safari/6531.50.2",
"session_id": "02253207-4810-4807-a843-2aed927e7b66",
"risk_score": 63.82,
"confidence": 0.42
} | 140.107.6.40 | 108.5.158.217 | null | null | null | No additional info | Firewall deny TCP traffic from 140.107.6.40:150 to 108.5.158.217:801 No additional info | deny | 465,849 | TCP | null | null | null | null | {
"baseline_deviation": 1.41,
"entropy": 7.14,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 150 | 801 | 1,457 | null | null | null | null | null | null | null |
0d3afca0-26e8-4178-bef2-34e3d7813e53 | 2025-07-11T04:51:39 | firewall | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|critical| desc=Firewall quarantine SSH traffic from 22.89.207.196:300 to 9.169.24.111:624 MITRE Technique: T1486 | {
"geo_location": "Trinidad and Tobago",
"device_hash": "5ad614691d17a266f3a72daaaefedbcac72ff04a",
"user_agent": "Opera/9.40.(Windows NT 6.1; he-IL) Presto/2.9.176 Version/12.00",
"session_id": "d6a68089-2c8c-45d6-8a7c-0a1ab2def5d7",
"risk_score": 51.08,
"confidence": 0.24
} | 22.89.207.196 | 9.169.24.111 | null | null | null | MITRE Technique: T1486 | Firewall quarantine SSH traffic from 22.89.207.196:300 to 9.169.24.111:624 MITRE Technique: T1486 | quarantine | 961,965 | SSH | null | null | null | null | null | null | null | null | 300 | 624 | 1,523 | null | null | null | null | null | null | null |
54126f91-1eb0-4dee-9eb1-f9c78332826e | 2025-01-25T15:46:05 | network | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|low| desc=Network beaconing from 144.88.37.61 to 88.119.71.180 No additional info | {
"geo_location": "Poland",
"device_hash": "97dd444f2b32cfb1095b3a0d13ff41dd4471102eee9fec292ef93b9b94b02228",
"user_agent": "Opera/9.92.(X11; Linux i686; sr-ME) Presto/2.9.165 Version/10.00",
"session_id": "4279c4e7-ba1e-47b4-bf40-de39e480c38e",
"risk_score": 35.31,
"confidence": 0.2
} | 144.88.37.61 | 88.119.71.180 | null | null | null | No additional info | Network beaconing from 144.88.37.61 to 88.119.71.180 No additional info | beaconing | 973,175 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
06eb552b-f13d-47a3-be73-a88848a204c0 | 2025-06-20T02:40:19 | auth | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|high| desc=Auth bypass for tjohnson via MFA from 221.184.30.248 Associated Threat Actor: APT34 | {
"geo_location": "Nigeria",
"device_hash": "7367d7a7c54c38088efd7595457bdbb6b8dac0d1811eaa2bb39f6a6fdb65d64b",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_3 like Mac OS X) AppleWebKit/531.1 (KHTML, like Gecko) CriOS/32.0.837.0 Mobile/79K092 Safari/531.1",
"session_id": "bd15518d-97f9-4aa5-aee4-f0c8d4f58df7",
"risk_score": 41.05,
"confidence": 0.63
} | 221.184.30.248 | null | null | null | null | Associated Threat Actor: APT34 | Auth bypass for tjohnson via MFA from 221.184.30.248 Associated Threat Actor: APT34 | bypass | null | null | tjohnson | null | null | null | null | null | null | null | null | null | null | MFA | f6:53:35:15:8e:02 | null | null | null | null | null |
aeaa7908-7f43-4e91-bbf6-83b4e1956e3c | 2025-03-17T20:21:55 | auth | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|info| desc=Auth bypass for jeremy31 via biometric from 212.45.20.199 No additional info | {
"geo_location": "Canada",
"device_hash": "fada92d435ae7d6f17b59970c6426ef7ee49608e",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_10_6 rv:6.0; sv-FI) AppleWebKit/535.27.4 (KHTML, like Gecko) Version/4.0.4 Safari/535.27.4",
"session_id": "adb5a2c9-ed80-4c8a-850f-2d6200b7cc1f",
"risk_score": 57.52,
"confidence": 0.49
} | 212.45.20.199 | null | null | null | null | No additional info | Auth bypass for jeremy31 via biometric from 212.45.20.199 No additional info | bypass | null | null | jeremy31 | null | null | null | null | null | null | null | null | null | null | biometric | 10:69:e5:ff:ae:58 | null | null | null | null | null |
e70bc6e1-98ca-4a3c-945a-c284093f3903 | 2025-06-12T11:26:59 | ai | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|medium| desc=AI system membership_inference by williamsjamie Associated Threat Actor: APT37 | {
"geo_location": "Iran",
"device_hash": "73756dd47eae48010bbcd33c29ea779a0fddf10a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows CE; Trident/3.1)",
"session_id": "714c22d0-6be4-4fc3-b5cd-5e41d66d724f",
"risk_score": 62.23,
"confidence": 0.01
} | null | null | null | null | null | Associated Threat Actor: APT37 | AI system membership_inference by williamsjamie Associated Threat Actor: APT37 | membership_inference | null | null | williamsjamie | null | null | null | null | null | null | null | null | null | null | null | null | model-8099f341 | eebe425cd99469c6d67a302c7d01f5956a292707 | fbd3c542361fcaf3d674ae3ac083ced1bb735426106e71b59e032b7e8d3a1aca | null | null |
7e0c075b-1a14-4914-97e0-c852cf03ca0f | 2025-07-08T18:29:24 | cloud | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|critical| desc=Cloud lambda_execution in AWS by michael69 No additional info noise=67AB38B7 | {
"geo_location": "Cameroon",
"device_hash": "d0579b71038d4a0fdaf56e1cbde4a5bc",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.1) AppleWebKit/534.9.4 (KHTML, like Gecko) Version/5.1 Safari/534.9.4",
"session_id": "ead982cb-709d-446c-96da-f8e91bbec34e",
"risk_score": 25.6,
"confidence": 0.52
} | null | null | null | null | null | No additional info | Cloud lambda_execution in AWS by michael69 No additional info | lambda_execution | null | null | michael69 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-9b8ff134 |
988e7cbd-08a7-4ad3-8c40-110eca2ad259 | 2025-06-24T18:28:39 | iot | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|medium| desc=IoT device Medical unusual_activity No additional info | {
"geo_location": "Bosnia and Herzegovina",
"device_hash": "fd88661f945be0a9f9205de55217dc87",
"user_agent": "Opera/8.95.(X11; Linux x86_64; ne-NP) Presto/2.9.172 Version/12.00",
"session_id": "ebd9cc00-635a-4d27-9230-58242a8e2ed8",
"risk_score": 42.22,
"confidence": 0.67
} | null | null | null | null | null | No additional info | IoT device Medical unusual_activity No additional info | unusual_activity | null | null | null | null | null | null | null | Medical | iot-6f42be11 | 9.2 | null | null | null | null | null | null | null | null | null | null |
60f3f64c-28a7-44d0-9a2b-5240e3e3daa0 | 2025-05-08T07:34:40 | endpoint | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|low| desc=Endpoint wmi_exec /hard/consider.mov by lambbrian No additional info | {
"geo_location": "Croatia",
"device_hash": "47fce3ae8ef2bb9af8a42d101e24c1bb",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.1) AppleWebKit/535.45.4 (KHTML, like Gecko) Version/5.0.4 Safari/535.45.4",
"session_id": "7c68870f-06f9-4d18-9864-a416d2654576",
"risk_score": 34.86,
"confidence": 0.33
} | null | null | null | null | null | No additional info | Endpoint wmi_exec /hard/consider.mov by lambbrian No additional info | wmi_exec | null | null | lambbrian | /hard/consider.mov | 7,422 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8ccfdb6f-73c9-4406-9a6d-93eeecc0da13 | 2025-05-21T07:15:36 | ai | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|high| desc=AI system prompt_injection by hmendoza MITRE Technique: T1190 | {
"geo_location": "Chad",
"device_hash": "5ed632c77dd1f786e2d2bf97852f0a95ad8a6c1317f7037139b8bfa8dbafc064",
"user_agent": "Opera/9.82.(X11; Linux i686; mr-IN) Presto/2.9.177 Version/12.00",
"session_id": "d6771c6b-3d00-40d3-bf96-23d26cd7bf91",
"risk_score": 27.4,
"confidence": 0.36
} | null | null | null | null | null | MITRE Technique: T1190 | AI system prompt_injection by hmendoza MITRE Technique: T1190 | prompt_injection | null | null | hmendoza | null | null | null | {
"baseline_deviation": 0.53,
"entropy": 5.81,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | model-8b78ae9d | dd4283e1db58df398d8d5ef87675b2dd779de1b8 | 4da5836d47c0d4af9b7bbe63366a27de | null | null |
386c74ea-a58f-4962-8f40-1132cc1d755e | 2025-03-24T19:08:04 | cloud | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|cloud|low| desc=Cloud shadow_it in OCI by katherine44 MITRE Technique: T1486 | {
"geo_location": "Bouvet Island (Bouvetoya)",
"device_hash": "25596086197680d28d0dc5b5bca580bf",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.2; Trident/3.1)",
"session_id": "0d258203-086b-4ea3-91f7-46c5a0f5866a",
"risk_score": 64.7,
"confidence": 0.6
} | null | null | null | null | null | MITRE Technique: T1486 | Cloud shadow_it in OCI by katherine44 MITRE Technique: T1486 | shadow_it | null | null | katherine44 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-1479b70b |
efbd8b8a-2bab-45be-a49c-2dc422c61b3e | 2025-01-14T22:12:15 | auth | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|info| desc=Auth timeout for heidi06 via biometric from 197.113.98.188 No additional info | {
"geo_location": "Algeria",
"device_hash": "c47c7192982a47fb33e983787f887caa",
"user_agent": "Mozilla/5.0 (Windows 98; ks-IN; rv:1.9.1.20) Gecko/3617-05-10 11:01:30 Firefox/9.0",
"session_id": "5419ddd2-568d-4927-927a-0b355bc1fdc0",
"risk_score": 48.89,
"confidence": 0.25
} | 197.113.98.188 | null | null | null | null | No additional info | Auth timeout for heidi06 via biometric from 197.113.98.188 No additional info | timeout | null | null | heidi06 | null | null | null | null | null | null | null | null | null | null | biometric | d5:20:23:d4:05:d0 | null | null | null | null | null |
626f2904-a190-479b-bd76-2eb0d532521a | 2025-01-29T10:04:08 | auth | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|high| desc=Auth success for kylekim via passwordless from 167.150.118.8 No additional info | {
"geo_location": "Montenegro",
"device_hash": "f16bd3ec6cc321b13d038f1a9e8ca09c781e24ef",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.0) AppleWebKit/532.4.3 (KHTML, like Gecko) Version/4.0.3 Safari/532.4.3",
"session_id": "2045bd45-ebc0-4bc3-bb35-88a478e3d31f",
"risk_score": 72.23,
"confidence": 0.49
} | 167.150.118.8 | null | null | null | null | No additional info | Auth success for kylekim via passwordless from 167.150.118.8 No additional info | success | null | null | kylekim | null | null | null | {
"baseline_deviation": 0.51,
"entropy": 2.56,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | passwordless | 46:61:02:02:38:3d | null | null | null | null | null |
019d22dd-ff29-4543-82c0-dbba24875c48 | 2025-02-26T06:53:07 | firewall | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|high| desc=Firewall deny TCP traffic from 158.192.159.57:129 to 160.174.38.196:741 MITRE Technique: T1071.001 | {
"geo_location": "Central African Republic",
"device_hash": "657c25b5883d51de6bf3febc758eac997d5d1fcdb79700d5afdc51ffdc314253",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 13_5_1 like Mac OS X) AppleWebKit/532.0 (KHTML, like Gecko) CriOS/46.0.850.0 Mobile/84C573 Safari/532.0",
"session_id": "5401161b-4ab7-4367-b3ad-c3a7fc8d7374",
"risk_score": 31.29,
"confidence": 0.61
} | 158.192.159.57 | 160.174.38.196 | null | null | null | MITRE Technique: T1071.001 | Firewall deny TCP traffic from 158.192.159.57:129 to 160.174.38.196:741 MITRE Technique: T1071.001 | deny | 451,417 | TCP | null | null | null | null | null | null | null | null | 129 | 741 | 2,011 | null | null | null | null | null | null | null |
7b80b3f3-41ec-4c5b-9edd-254b997e344b | 2025-06-25T00:27:19 | ids_alert | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ids_alert|critical| desc=OSSEC Alert: DDoS detected from 72.85.148.52 targeting 208.236.179.93 No additional info | {
"geo_location": "Uzbekistan",
"device_hash": "b04ad86956996b361c9717b73fb860941b2a4b31f97dcc540e84cefbb5e06c45",
"user_agent": "Opera/8.75.(Windows NT 5.1; ja-JP) Presto/2.9.160 Version/11.00",
"session_id": "68117824-2203-438a-8bb6-00cd1a88dfc4",
"risk_score": 94.84,
"confidence": 0.44
} | 72.85.148.52 | 208.236.179.93 | DDoS | SIG-3995 | Exploit | No additional info | OSSEC Alert: DDoS detected from 72.85.148.52 targeting 208.236.179.93 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e88436d5-521a-4d33-a4f2-38e06c616374 | 2027-03-19T22:19:02 | firewall | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|info| desc=Firewall allow SMB traffic from 156.223.41.81:991 to 162.74.199.88:227 No additional info | {
"geo_location": "Guyana",
"device_hash": "8e3e1b8bc028e5fe06524a15ba2a3408acb119d746c2b3cea2893406c4c507c6",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; ja-JP) AppleWebKit/533.34.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B119 Safari/6533.34.6",
"session_id": "00011490-bb1c-41fd-810e-525ab5181feb",
"risk_score": 17.64,
"confidence": 0.82
} | 156.223.41.81 | 162.74.199.88 | null | null | null | No additional info | Firewall allow SMB traffic from 156.223.41.81:991 to 162.74.199.88:227 No additional info | allow | 921,986 | SMB | null | null | null | null | null | null | null | null | 991 | 227 | 1,472 | null | null | null | null | null | null | null |
dfa366f8-ad44-4937-b127-978aff0f5456 | 2025-03-30T09:41:36 | firewall | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|critical| desc=Firewall log-only DNS traffic from 154.116.47.50:383 to 51.162.30.125:194 No additional info | {
"geo_location": "Dominica",
"device_hash": "74be02c5a0bf583031d286a3c5858543b60c7d7feb56b49107e8410c043c3ecc",
"user_agent": "Opera/8.60.(Windows NT 11.0; cs-CZ) Presto/2.9.179 Version/10.00",
"session_id": "2a96948b-02de-4242-acef-24564e070715",
"risk_score": 33.1,
"confidence": 0.83
} | 154.116.47.50 | 51.162.30.125 | null | null | null | No additional info | Firewall log-only DNS traffic from 154.116.47.50:383 to 51.162.30.125:194 No additional info | log-only | 874,957 | DNS | null | null | null | null | null | null | null | null | 383 | 194 | 1,803 | null | null | null | null | null | null | null |
a5070ca6-3722-45bf-9e81-cc9b5b9acc25 | 2025-04-07T03:46:46 | cloud | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|cloud|info| desc=Cloud shadow_it in Azure by owenbrenda Associated Threat Actor: APT35 | {
"geo_location": "Timor-Leste",
"device_hash": "0ba34233339e9c6c1d0f14e1da7c2812",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_7_2; rv:1.9.2.20) Gecko/4649-02-02 15:31:50 Firefox/3.6.6",
"session_id": "5239442b-9f02-44e1-9d90-dba92bb59192",
"risk_score": 25.77,
"confidence": 0.57
} | null | null | null | null | null | Associated Threat Actor: APT35 | Cloud shadow_it in Azure by owenbrenda Associated Threat Actor: APT35 | shadow_it | null | null | owenbrenda | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-2514b32c |
8fea82fb-499c-4b3b-bf18-81fd27b284b0 | 2025-03-09T11:38:35 | endpoint | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint memory_injection somebody by vazquezrobert No additional info | {
"geo_location": "Egypt",
"device_hash": "e069f2aeed2f454dc2812997bf88e330aa56b9570997183567b7c5e743274ff7",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; en-AU) AppleWebKit/533.11.3 (KHTML, like Gecko) Version/3.0.5 Mobile/8B114 Safari/6533.11.3",
"session_id": "6825de50-395a-4c60-a684-e9fa87831404",
"risk_score": 22.02,
"confidence": 0.04
} | null | null | null | null | null | No additional info | Endpoint memory_injection somebody by vazquezrobert No additional info | memory_injection | null | null | vazquezrobert | somebody | 7,624 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e3b10aee-3a70-47b8-bbbf-ad95994562b1 | 2025-02-17T13:07:25 | firewall | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall inspect NTP traffic from 10.76.32.179:22038 to 192.197.65.64:27361 Associated Threat Actor: APT29 | {
"geo_location": "Zimbabwe",
"device_hash": "ee9ce0fac9a1a4f8f9dc89e49247493720c4bf71",
"user_agent": "Opera/9.49.(X11; Linux x86_64; mk-MK) Presto/2.9.172 Version/11.00",
"session_id": "254d0e76-0682-4484-99a8-89b7c9478c69",
"risk_score": 50.04,
"confidence": 0.35
} | 10.76.32.179 | 192.197.65.64 | null | null | null | Associated Threat Actor: APT29 | Firewall inspect NTP traffic from 10.76.32.179:22038 to 192.197.65.64:27361 Associated Threat Actor: APT29 | inspect | 139,763 | NTP | null | null | null | null | null | null | null | null | 22,038 | 27,361 | 2,106 | null | null | null | null | null | null | null |
47b44a02-8b08-4cd8-b661-02c2ee3afd6d | 2025-04-14T22:02:15 | cloud | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|low| desc=Cloud lambda_execution in OCI by albert28 No additional info | {
"geo_location": "Saint Barthelemy",
"device_hash": "566ea47db92a35484b2c574c996bdbc1",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Win 9x 4.90; Trident/3.0)",
"session_id": "910c560c-e2a4-48ca-b8d9-daf105dd70b5",
"risk_score": 22.72,
"confidence": 0.25
} | null | null | null | null | null | No additional info | Cloud lambda_execution in OCI by albert28 No additional info | lambda_execution | null | null | albert28 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-30bd4fc3 |
93509744-f7d6-41c7-9f69-14bbce7ecf3d | 2025-05-13T12:00:29 | cloud | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud api_abuse in Alibaba by robertsmith Unconventional IOC: Bios timestamp anomalies | {
"geo_location": "Qatar",
"device_hash": "ca62bb1dda38d087c33ec2a5c0a18cf68db46e83",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Win 9x 4.90; Trident/3.0)",
"session_id": "85083aad-aa36-4e65-8c2d-fcac8838cc0f",
"risk_score": 22.57,
"confidence": 0.3
} | null | null | null | null | null | Unconventional IOC: Bios timestamp anomalies | Cloud api_abuse in Alibaba by robertsmith Unconventional IOC: Bios timestamp anomalies | api_abuse | null | null | robertsmith | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-f8ac2c28 |
35a91d3a-fb42-4cbf-8cad-cf7e8d5e4e2e | 2025-01-26T20:44:41 | cloud | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|info| desc=Cloud api_abuse in GCP by emma72 No additional info | {
"geo_location": "Jordan",
"device_hash": "2e6985456f35ea853f95bf1248b03daad7fbf13712966a1cfd57c3a9531df987",
"user_agent": "Opera/8.16.(Windows 98; Win 9x 4.90; sd-IN) Presto/2.9.172 Version/11.00",
"session_id": "caa21d4c-4927-478b-a7ba-8721f7772d2c",
"risk_score": 34.33,
"confidence": 0.66
} | null | null | null | null | null | No additional info | Cloud api_abuse in GCP by emma72 No additional info | api_abuse | null | null | emma72 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-a8db3976 |
d80496f5-4cef-4258-9d12-1a533145a748 | 2025-07-10T11:25:05 | auth | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|low| desc=Auth failed for bentonstephanie via passwordless from 126.173.123.75 MITRE Technique: T1547.001 | {
"geo_location": "Liechtenstein",
"device_hash": "5f18d0c68805b7f99a4f13a4c5943c0a11ae5fab",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/5567-10-05 05:41:21 Firefox/5.0",
"session_id": "8736f4e0-22ea-4d46-9492-61de634f7f9e",
"risk_score": 24.44,
"confidence": 0.07
} | 126.173.123.75 | null | null | null | null | MITRE Technique: T1547.001 | Auth failed for bentonstephanie via passwordless from 126.173.123.75 MITRE Technique: T1547.001 | failed | null | null | bentonstephanie | null | null | null | null | null | null | null | null | null | null | passwordless | d1:ae:28:f1:c7:17 | null | null | null | null | null |
b195d89f-2bc8-4140-b0cb-9b6e6f79b3c6 | 2025-02-05T11:39:02 | network | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|network|critical| desc=Network beaconing from 129.160.117.85 to 50.100.116.125 MITRE Technique: T1543.003 noise=explore/tag | {
"geo_location": "Kyrgyz Republic",
"device_hash": "fd0da79ece18a52a44828c5cb65fa035d42d62f530b71142968763b57640120d",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_10_2 rv:2.0; nl-BE) AppleWebKit/534.8.2 (KHTML, like Gecko) Version/5.1 Safari/534.8.2",
"session_id": "de3fd958-43c5-4c71-9b3c-bfce36bdd06d",
"risk_score": 46.36,
"confidence": 0.17
} | 129.160.117.85 | 50.100.116.125 | null | null | null | MITRE Technique: T1543.003 | Network beaconing from 129.160.117.85 to 50.100.116.125 MITRE Technique: T1543.003 | beaconing | 41,239 | UDP | null | null | null | null | {
"baseline_deviation": 0.88,
"entropy": 3.52,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
418a982d-2e45-48ec-a04d-0aa1bcf58ee9 | 2025-04-30T08:43:23 | endpoint | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|low| desc=Endpoint memory_injection professional by hwilson No additional info | {
"geo_location": "Algeria",
"device_hash": "5242473c45b4d7484ed6ad7b4f75e37063a13e617fa231003bb206f41cee9e0f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 95; Trident/3.0)",
"session_id": "c8eb674f-f82e-4982-b296-143fb2f07c0f",
"risk_score": 63.07,
"confidence": 0.15
} | null | null | null | null | null | No additional info | Endpoint memory_injection professional by hwilson No additional info | memory_injection | null | null | hwilson | professional | 8,168 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
307906b7-95c0-4a42-97bc-ab5b991f8fb1 | 2025-02-23T16:11:22 | network | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|medium| desc=Network connection from 72.168.135.248 to 68.218.43.30 No additional info | {
"geo_location": "Japan",
"device_hash": "94b1526305cce93a5bb0b8bc978a6d710c7f9396",
"user_agent": "Mozilla/5.0 (Linux; Android 4.2) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/60.0.878.0 Safari/536.1",
"session_id": "8b1f17e6-1f9a-498f-9cc0-174bb6867554",
"risk_score": 43.01,
"confidence": 0.06
} | 72.168.135.248 | 68.218.43.30 | null | null | null | No additional info | Network connection from 72.168.135.248 to 68.218.43.30 No additional info | connection | 661,223 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
bd3e2caf-308b-4a42-96d5-a602086c67da | 2025-03-20T19:38:20 | network | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|info| desc=Network beaconing from 209.226.236.43 to 78.141.36.254 Associated Threat Actor: TA505 | {
"geo_location": "Taiwan",
"device_hash": "9162186e941e174569407a81ee70a839",
"user_agent": "Opera/9.20.(Windows NT 6.0; xh-ZA) Presto/2.9.178 Version/11.00",
"session_id": "e3566e74-fc9c-4c97-9c17-e2f38c28f37f",
"risk_score": 40.25,
"confidence": 0.66
} | 209.226.236.43 | 78.141.36.254 | null | null | null | Associated Threat Actor: TA505 | Network beaconing from 209.226.236.43 to 78.141.36.254 Associated Threat Actor: TA505 | beaconing | 355,237 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1cbc1fd8-f943-418b-a500-cde02710d84f | 2025-06-25T15:04:50 | auth | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|info| desc=Auth success for angelasingh via passwordless from 138.229.200.21 Associated Threat Actor: APT35 | {
"geo_location": "Mauritius",
"device_hash": "2e6389b72dd61f73b7ffafb8b8a5c49267d25df0",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.0; Trident/3.1)",
"session_id": "1ddbda76-a46c-45e8-ac56-68c501f39935",
"risk_score": 71.97,
"confidence": 0.92
} | 138.229.200.21 | null | null | null | null | Associated Threat Actor: APT35 | Auth success for angelasingh via passwordless from 138.229.200.21 Associated Threat Actor: APT35 | success | null | null | angelasingh | null | null | null | null | null | null | null | null | null | null | passwordless | 3b:c7:bc:e7:e2:95 | null | null | null | null | null |
4cfbad6b-0d89-4484-b4e9-ef580c9be790 | 2025-01-22T12:08:34 | endpoint | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|info| desc=Endpoint registry_change /soon/need.flac by william69 MITRE Technique: T1547.001 | Fileless execution detected | {
"geo_location": "South Georgia and the South Sandwich Islands",
"device_hash": "e126bba865610db4a7ac05b5402ce691",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.1; Trident/5.0)",
"session_id": "de07b4d4-a0c8-4d72-a1c6-09efa3d23800",
"risk_score": 49.03,
"confidence": 0.16
} | null | null | null | null | null | MITRE Technique: T1547.001 | Fileless execution detected | Endpoint registry_change /soon/need.flac by william69 MITRE Technique: T1547.001 | Fileless execution detected | registry_change | null | null | william69 | /soon/need.flac | 1,914 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d66e89e9-3134-49cf-b24b-55223be88ee4 | 2025-03-10T08:56:44 | network | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|low| desc=Network protocol_anomaly from 64.83.142.105 to 23.161.32.33 No additional info | {
"geo_location": "Israel",
"device_hash": "c2dda5c5a57f9f8d4d74b6ee7c12239d",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_11_0 rv:5.0; bho-IN) AppleWebKit/534.33.3 (KHTML, like Gecko) Version/4.1 Safari/534.33.3",
"session_id": "72f0b90c-7c3f-4d9e-9ee2-ddd7dd12ce99",
"risk_score": 57.24,
"confidence": 0.66
} | 64.83.142.105 | 23.161.32.33 | null | null | null | No additional info | Network protocol_anomaly from 64.83.142.105 to 23.161.32.33 No additional info | protocol_anomaly | 339,287 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
452fc235-b892-42f9-aea0-d5032cf081eb | 2025-05-19T18:53:42 | cloud | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|medium| desc=Cloud permission_escalation in GCP by mpeters No additional info noise=RG9vciB3ZWFyLg== | {
"geo_location": "United Kingdom",
"device_hash": "565d5263dde7744d9941fdfe18d31b7ea4e3dfd548061b66016840c0351dbc57",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.2; Trident/4.0)",
"session_id": "be2203c9-d59e-4a47-b26a-5837021cb260",
"risk_score": 31.89,
"confidence": 0.41
} | null | null | null | null | null | No additional info | Cloud permission_escalation in GCP by mpeters No additional info | permission_escalation | null | null | mpeters | null | null | null | {
"baseline_deviation": 2.75,
"entropy": 4.65,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | GCP | res-2dd86226 |
d24bd623-c77e-42e6-b08d-71662a735580 | 2025-01-14T07:15:34 | 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 plane No additional info | {
"geo_location": "Italy",
"device_hash": "746e98edf4b5e90851c4dd22e16fe806",
"user_agent": "Opera/8.55.(Windows 98; ks-IN) Presto/2.9.173 Version/11.00",
"session_id": "e03ecc24-88ed-4232-9a8e-4bfa96759bd3",
"risk_score": 73.7,
"confidence": 0.1
} | null | null | null | null | null | No additional info | AI system training_data_poisoning by plane No additional info | training_data_poisoning | null | null | plane | null | null | null | null | null | null | null | null | null | null | null | null | model-d7dc3a7b | c81aa0bb36eafb9e29963bfd40bf39a65287bb1a | 34d22c91134d0f1abf3bce8ad5d6614f6a8c55789b5c8046bee5d56f129781a5 | null | null |
d6dedf91-3b98-431b-b740-871d332ca38a | 2025-05-30T11:35:35 | endpoint | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint memory_injection /population/begin.pptx by holly68 MITRE Technique: T1059.005 noise=AF0796CC | {
"geo_location": "Kiribati",
"device_hash": "5d4ab2feedb1730afb0c4d25e1795992e941a53f5be43b948a47f44675905a4e",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_11_4) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/32.0.886.0 Safari/531.1",
"session_id": "b738ea39-a8af-4a99-b17c-0b9139220de9",
"risk_score": 46,
"confidence": 0.97
} | null | null | null | null | null | MITRE Technique: T1059.005 | Endpoint memory_injection /population/begin.pptx by holly68 MITRE Technique: T1059.005 | memory_injection | null | null | holly68 | /population/begin.pptx | 9,726 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
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