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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
43fdf50b-b11f-4db7-aff3-96c37213dfb0 | 2025-05-21T12:00:04 | endpoint | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|high| desc=Endpoint service_install /south/article.flac by boyeralexander MITRE Technique: T1547.001 | Associated Threat Actor: Conti | {
"geo_location": "Saint Kitts and Nevis",
"device_hash": "3aaecf33655b29d5cc14036980f1e6362bfc4da077583686010fdc6743e9a433",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_4 like Mac OS X) AppleWebKit/531.0 (KHTML, like Gecko) FxiOS/13.6m6558.0 Mobile/22X027 Safari/531.0",
"session_id": "1fbaed7e-4894-420c-8c68-482ce85f0c44",
"risk_score": 0,
"confidence": 0.37
} | null | null | null | null | null | MITRE Technique: T1547.001 | Associated Threat Actor: Conti | Endpoint service_install /south/article.flac by boyeralexander MITRE Technique: T1547.001 | Associated Threat Actor: Conti | service_install | null | null | boyeralexander | /south/article.flac | 6,568 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2dce9ea5-6bb1-44ee-b112-5d8b74f4c18e | 2025-02-24T18:27:27 | network | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|medium| desc=Network latency_spike from 185.200.13.190 to 99.74.14.243 MITRE Technique: T1218.011 | {
"geo_location": "Dominican Republic",
"device_hash": "c9f9b32b74bedb735add8596d3a64a23",
"user_agent": "Mozilla/5.0 (Linux; Android 10) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/29.0.854.0 Safari/532.0",
"session_id": "ccc3a224-6c96-4655-96c5-cd3664e70caa",
"risk_score": 55.57,
"confidence": 0.36
} | 185.200.13.190 | 99.74.14.243 | null | null | null | MITRE Technique: T1218.011 | Network latency_spike from 185.200.13.190 to 99.74.14.243 MITRE Technique: T1218.011 | latency_spike | 311,227 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3377e9ad-ce9e-43cd-b892-1d5eff822bf1 | 2025-06-13T12:54:45 | endpoint | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|critical| desc=Endpoint wmi_exec way by bassjason MITRE Technique: T1078.004 | {
"geo_location": "Guam",
"device_hash": "2b63542c0cf7fc2e54e25e4cecfe1873e1c3d0a7042e9a0492e839341434acab",
"user_agent": "Mozilla/5.0 (Windows NT 4.0) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/23.0.887.0 Safari/532.1",
"session_id": "8512c2ff-b6b1-4adb-88cc-f70db51ecf4e",
"risk_score": 38.8,
"confidence": 0.91
} | null | null | null | null | null | MITRE Technique: T1078.004 | Endpoint wmi_exec way by bassjason MITRE Technique: T1078.004 | wmi_exec | null | null | bassjason | way | 119 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
646e5a91-a8b2-4efc-9cf0-12772448ee9e | 2025-06-26T10:40:08 | cloud | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|info| desc=Cloud config_change in Alibaba by walkerjohn No additional info | {
"geo_location": "Gabon",
"device_hash": "ef0d64aad15575ae5a10d434a311374768208a6c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.2; Trident/5.0)",
"session_id": "bd1b6929-3cb6-47bb-bf5d-b1b5a1b1af89",
"risk_score": 72.32,
"confidence": 0.93
} | null | null | null | null | null | No additional info | Cloud config_change in Alibaba by walkerjohn No additional info | config_change | null | null | walkerjohn | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-220aa7ba |
62235811-a80f-48ab-8197-69cd660e0714 | 2025-05-26T04:44:01 | iot | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Camera sensor_spoofing No additional info | {
"geo_location": "Netherlands Antilles",
"device_hash": "ea631cb1309761c99eadfe164e28ae1e",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_6_3; rv:1.9.6.20) Gecko/5547-11-30 16:40:15 Firefox/3.6.9",
"session_id": "a4d12907-5276-43ae-85f9-4d177c7a1b17",
"risk_score": 61.09,
"confidence": 0.38
} | null | null | null | null | null | No additional info | IoT device Camera sensor_spoofing No additional info | sensor_spoofing | null | null | null | null | null | null | null | Camera | iot-e7fb035a | 10.2 | null | null | null | null | null | null | null | null | null | null |
c5377bc7-6413-4bdf-9f54-ebb0160130dd | 2025-01-16T13:51:10 | endpoint | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint driver_load base by ellisanita Associated Threat Actor: Cobalt Group | {
"geo_location": "Austria",
"device_hash": "a5bdf729ac52d07bcd1c4e1e18c6361ef00f4b4269be62bda5a38d613380974f",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_6_5 rv:6.0; sid-ET) AppleWebKit/532.38.2 (KHTML, like Gecko) Version/5.0.5 Safari/532.38.2",
"session_id": "1411e864-083d-41d3-acc1-0700556edaeb",
"risk_score": 20.35,
"confidence": 0.28
} | null | null | null | null | null | Associated Threat Actor: Cobalt Group | Endpoint driver_load base by ellisanita Associated Threat Actor: Cobalt Group | driver_load | null | null | ellisanita | base | 6,893 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
887dcc89-a405-4aaf-9150-3734697b6266 | 2025-03-02T00:16:30 | network | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|medium| desc=Network protocol_anomaly from 139.80.229.115 to 176.111.53.199 MITRE Technique: T1218.011 | {
"geo_location": "Myanmar",
"device_hash": "cd8a6292af3a0df03aa52c848db0b3bddc886df532d91825e3c671261415e891",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 10.0; Trident/5.0)",
"session_id": "fd574c6f-fb54-4256-8811-d8cb6c505613",
"risk_score": 57.06,
"confidence": 0.18
} | 139.80.229.115 | 176.111.53.199 | null | null | null | MITRE Technique: T1218.011 | Network protocol_anomaly from 139.80.229.115 to 176.111.53.199 MITRE Technique: T1218.011 | protocol_anomaly | 972,805 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4d60d320-58bf-4e81-afaf-38bf4983b8a1 | 2025-02-23T12:46:22 | ids_alert | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ids_alert|high| desc=Vectra AI Alert: Domain Fronting detected from 25.255.79.108 targeting 108.61.119.66 Associated Threat Actor: APT41 | {
"geo_location": "Russia",
"device_hash": "db5cf79b78511f1e428c53d475ce1db89d8bc998",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.2; Trident/4.1)",
"session_id": "1b0e7714-0e58-473e-ba09-83669360224d",
"risk_score": 69.39,
"confidence": 0.07
} | 25.255.79.108 | 108.61.119.66 | Domain Fronting | SIG-5655 | Malware | Associated Threat Actor: APT41 | Vectra AI Alert: Domain Fronting detected from 25.255.79.108 targeting 108.61.119.66 Associated Threat Actor: APT41 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c35d7d5f-0263-4dad-95db-0c9970d1195b | 2025-04-05T08:53:00 | endpoint | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|info| desc=Endpoint powershell_exec skill by rgomez MITRE Technique: T1078.004 | {
"geo_location": "Norfolk Island",
"device_hash": "28ee2014b7ef8ffe6b1a5276dbbbc1d3b876685a5e04d0c3a6908b197bc20fd7",
"user_agent": "Opera/8.74.(X11; Linux i686; pl-PL) Presto/2.9.187 Version/10.00",
"session_id": "64831790-7008-4580-b222-9246880e3d5b",
"risk_score": 43.65,
"confidence": 0.32
} | null | null | null | null | null | MITRE Technique: T1078.004 | Endpoint powershell_exec skill by rgomez MITRE Technique: T1078.004 | powershell_exec | null | null | rgomez | skill | 4,598 | powershell.exe | {
"baseline_deviation": 1.86,
"entropy": 5.33,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
f561a2a1-6b7b-4825-93e7-fba79dc00ee3 | 2025-06-03T11:40:27 | network | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|high| desc=Network data_exfiltration from 101.226.27.203 to 29.113.2.229 No additional info | {
"geo_location": "Ukraine",
"device_hash": "b1c0b20f3f3e5d6bd2bf843c3649a86edacb3d77",
"user_agent": "Opera/9.53.(Windows NT 4.0; ko-KR) Presto/2.9.185 Version/11.00",
"session_id": "bcad41e0-6043-4015-b559-0b404b22f201",
"risk_score": 86.66,
"confidence": 0.95
} | 101.226.27.203 | 29.113.2.229 | null | null | null | No additional info | Network data_exfiltration from 101.226.27.203 to 29.113.2.229 No additional info | data_exfiltration | 922,765 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8d7a20eb-d61a-4862-9ac4-5106b3388c47 | 2025-06-05T13:05:56 | auth | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|auth|info| desc=Auth locked for michelle78 via password from 109.206.10.40 MITRE Technique: T1110.003 | Associated Threat Actor: APT38 | {
"geo_location": "Burkina Faso",
"device_hash": "426886942bb9775034db4463c2da5ad0da8001a60f24b3f617f1bff89df8fe40",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 95; Trident/5.1)",
"session_id": "d62db613-1857-4c06-8ca4-f0e00c901b2f",
"risk_score": 60.89,
"confidence": 0.66
} | 109.206.10.40 | null | null | null | null | MITRE Technique: T1110.003 | Associated Threat Actor: APT38 | Auth locked for michelle78 via password from 109.206.10.40 MITRE Technique: T1110.003 | Associated Threat Actor: APT38 | locked | null | null | michelle78 | null | null | null | {
"baseline_deviation": 2.13,
"entropy": 6.54,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | password | ca:e3:26:dd:bc:f6 | null | null | null | null | null |
0e32a5a1-eb4e-4455-8c33-a383ee822e37 | 2025-02-16T11:44:40 | ids_alert | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|critical| desc=Darktrace Alert: Port Scan detected from 71.72.31.166 targeting N/A No additional info | {
"geo_location": "Bahamas",
"device_hash": "73d00fc7e80905dd18a164f86989fc01339389b94ea7467c7d2a0bfe765749b0",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.1) AppleWebKit/533.34.3 (KHTML, like Gecko) Version/4.0 Safari/533.34.3",
"session_id": "6ce4a4e4-3701-4439-baad-f60253725bd5",
"risk_score": 52.52,
"confidence": 0.45
} | 71.72.31.166 | N/A | Port Scan | SIG-8647 | Malware | No additional info | Darktrace Alert: Port Scan detected from 71.72.31.166 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 |
ca2abb64-b2c6-452f-acfc-489a02f14508 | 2025-03-12T17:10:38 | auth | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|low| desc=Auth challenge for shannonbutler via SAML from 65.54.149.117 No additional info noise=TWVzc2FnZS4= | {
"geo_location": "Morocco",
"device_hash": "1e2930c886ff5055dafedf32d7081e57cb27dd3f87ec892b5a9da59b7009756a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.01; Trident/4.1)",
"session_id": "d170f282-b800-4a51-812f-a3ded943e381",
"risk_score": 54.48,
"confidence": 0.49
} | 65.54.149.117 | null | null | null | null | No additional info | Auth challenge for shannonbutler via SAML from 65.54.149.117 No additional info | challenge | null | null | shannonbutler | null | null | null | {
"baseline_deviation": 2.56,
"entropy": 2.26,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | SAML | b0:a9:7b:fa:83:1c | null | null | null | null | null |
429e765e-4a80-49a0-91b2-9149667b566a | 2025-07-11T08:36:46 | auth | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|low| desc=Auth bypass for gsmith via password from 30.161.64.67 Associated Threat Actor: APT37 noise=tag/list/wp-content | {
"geo_location": "Seychelles",
"device_hash": "4fa83cf42f5f76ce8d209c867d026dd1f564df70",
"user_agent": "Mozilla/5.0 (Windows; U; Windows CE) AppleWebKit/531.23.3 (KHTML, like Gecko) Version/4.0.3 Safari/531.23.3",
"session_id": "235a4f54-1010-4199-82a1-ffeb0daf1833",
"risk_score": 93.55,
"confidence": 0.37
} | 30.161.64.67 | null | null | null | null | Associated Threat Actor: APT37 | Auth bypass for gsmith via password from 30.161.64.67 Associated Threat Actor: APT37 | bypass | null | null | gsmith | null | null | null | null | null | null | null | null | null | null | password | 4f:e7:6a:13:b3:95 | null | null | null | null | null |
0472fdd3-d948-4ad0-8431-95c939190f88 | 2025-05-11T16:55:32 | ids_alert | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|high| desc=ArcSight Alert: DNS Tunneling detected from 90.101.64.239 targeting 49.245.194.41 Associated Threat Actor: Equation Group noise=SGlzIGJlZ2luLg== | {
"geo_location": "Uzbekistan",
"device_hash": "7792a697f3b0521aac5b8ab5bed5456f06717654f18c01c547c136eaf6b423ed",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 98; Trident/3.0)",
"session_id": "632fac4e-b37f-40a8-a747-c24a079c5e39",
"risk_score": 44.75,
"confidence": 0.08
} | 90.101.64.239 | 49.245.194.41 | DNS Tunneling | SIG-5283 | Evasion | Associated Threat Actor: Equation Group | ArcSight Alert: DNS Tunneling detected from 90.101.64.239 targeting 49.245.194.41 Associated Threat Actor: Equation Group | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0be68705-b431-4ea8-a691-0cf737d59654 | 2025-02-08T17:11:26 | ai | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|medium| desc=AI system fine_tuning by luissmith No additional info | {
"geo_location": "French Southern Territories",
"device_hash": "b4097743ac3bb1240a5abbb6ba64a2b8cb041e35",
"user_agent": "Mozilla/5.0 (Windows 95; my-MM; rv:1.9.1.20) Gecko/4632-11-12 08:03:34 Firefox/3.6.2",
"session_id": "9d3d12ab-c2e1-420c-b08a-53ad10e9a497",
"risk_score": 42.46,
"confidence": 0.4
} | null | null | null | null | null | No additional info | AI system fine_tuning by luissmith No additional info | fine_tuning | null | null | luissmith | null | null | null | null | null | null | null | null | null | null | null | null | model-c57f452d | dc5561f58ff9b2884d497c82531006210b3f6da9 | 6de8607536adfc417b97e1db49ed9f7146fffb93 | null | null |
ac0970c4-0500-4dbf-b917-7ce0832d0417 | 2025-01-19T21:06:32 | endpoint | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint wmi_exec politics by nathanjohnson No additional info | {
"geo_location": "Australia",
"device_hash": "022d57b1386b62db6c1467d906edf9a792f81a15",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 11.0; Trident/3.0)",
"session_id": "06f521b1-51b8-4d1a-b01e-0e3eb72f336a",
"risk_score": 54.97,
"confidence": 0.25
} | null | null | null | null | null | No additional info | Endpoint wmi_exec politics by nathanjohnson No additional info | wmi_exec | null | null | nathanjohnson | politics | 9,051 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
af494068-b637-4f7a-afd2-7932c7244a8c | 2025-06-25T17:38:23 | network | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|info| desc=Network beaconing from 87.125.40.156 to 10.199.127.93 MITRE Technique: T1134.001 | {
"geo_location": "Barbados",
"device_hash": "3c108824da978df49f2e0d91c5fd2175",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_1_2 like Mac OS X) AppleWebKit/536.1 (KHTML, like Gecko) FxiOS/14.0s8647.0 Mobile/77T499 Safari/536.1",
"session_id": "f0fba9eb-d5c0-4e74-be9d-c0c06f3656ea",
"risk_score": 15.46,
"confidence": 0.56
} | 87.125.40.156 | 10.199.127.93 | null | null | null | MITRE Technique: T1134.001 | Network beaconing from 87.125.40.156 to 10.199.127.93 MITRE Technique: T1134.001 | beaconing | 170,703 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3bd59932-e952-4cb2-b79f-fbb5d7040daa | 2025-03-31T13:31:54 | cloud | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|cloud|high| desc=Cloud lambda_execution in Alibaba by madisonbarton No additional info noise=thus|white|appear | {
"geo_location": "Saint Helena",
"device_hash": "97e05097d58a6d63e251cd05aa2ef51053b1d98fb4b813e3fc45be0757963e24",
"user_agent": "Mozilla/5.0 (Android 4.2.2; Mobile; rv:46.0) Gecko/46.0 Firefox/46.0",
"session_id": "1b58d927-61ed-47b4-8d3c-8ceb70061094",
"risk_score": 43.28,
"confidence": 0.47
} | null | null | null | null | null | No additional info | Cloud lambda_execution in Alibaba by madisonbarton No additional info | lambda_execution | null | null | madisonbarton | null | null | null | {
"baseline_deviation": 2.44,
"entropy": 2.78,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-3e31fba3 |
f2add3c0-aced-4d14-bb9f-d731d8a54284 | 2025-06-13T10:20:04 | network | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|info| desc=Network connection from 112.0.185.80 to 46.233.195.199 No additional info | {
"geo_location": "Sudan",
"device_hash": "10ec508a16dfad65d12e3a9201bdcf7d64ab35b4",
"user_agent": "Opera/8.46.(X11; Linux x86_64; eu-ES) Presto/2.9.177 Version/10.00",
"session_id": "6e662cc8-7077-4904-ac46-78ea86274d6e",
"risk_score": 30.71,
"confidence": 0.37
} | 112.0.185.80 | 46.233.195.199 | null | null | null | No additional info | Network connection from 112.0.185.80 to 46.233.195.199 No additional info | connection | 132,392 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d11beecc-01fa-41d2-9858-7710de1e0da2 | 2025-06-07T23:47:07 | ai | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|medium| desc=AI system api_abuse by whiteheadcatherine No additional info | {
"geo_location": "Gambia",
"device_hash": "ecf2ddeb3d31568827a73c8c79d92679764636b37317f6ee433e5f5c80395b39",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/2756-12-02 15:10:53 Firefox/13.0",
"session_id": "b4fe28b4-ddc7-4971-9e10-fe62cd94f200",
"risk_score": 31.08,
"confidence": 0.94
} | null | null | null | null | null | No additional info | AI system api_abuse by whiteheadcatherine No additional info | api_abuse | null | null | whiteheadcatherine | null | null | null | {
"baseline_deviation": 2.24,
"entropy": 7.29,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | model-2433b226 | 835fa11e29035987cd81b39c94bf5418 | 65c38e4e33eb67c85d467f21db4ba6765092f21e | null | null |
d8314f2a-f522-4587-af1a-f3014f082361 | 2025-02-11T21:14:17 | ai | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ai|medium| desc=AI system api_abuse by victoria06 MITRE Technique: T1543.003 | {
"geo_location": "Guyana",
"device_hash": "f32f769028a9543ff440accd6372ef53976fcc62",
"user_agent": "Opera/8.95.(Windows NT 6.2; tk-TM) Presto/2.9.188 Version/10.00",
"session_id": "d52e3e4f-1c93-41de-8a4f-6cf1669e7b99",
"risk_score": 14.09,
"confidence": 0.22
} | null | null | null | null | null | MITRE Technique: T1543.003 | AI system api_abuse by victoria06 MITRE Technique: T1543.003 | api_abuse | null | null | victoria06 | null | null | null | null | null | null | null | null | null | null | null | null | model-8f10f9a7 | bf7821ee83ff968189bc77debcd436febc4b8fd3502cc737472766b503ebb31f | a54f6c6fcd69a3d339534d8ffbd0695fb8efd038 | null | null |
6c9edb4f-7de3-4a22-8ddc-dffcb357216c | 2025-06-13T00:11:22 | auth | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|auth|low| desc=Auth challenge for navarrojames via key from 54.11.150.106 No additional info | {
"geo_location": "Antarctica (the territory South of 60 deg S)",
"device_hash": "506d708959a9e5b9384ae2206062c8721625ffa1",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; wae-CH) AppleWebKit/532.30.1 (KHTML, like Gecko) Version/4.0.5 Mobile/8B119 Safari/6532.30.1",
"session_id": "09d73365-3e0c-483e-9621-1c97218e2bd8",
"risk_score": 60.37,
"confidence": 0.42
} | 54.11.150.106 | null | null | null | null | No additional info | Auth challenge for navarrojames via key from 54.11.150.106 No additional info | challenge | null | null | navarrojames | null | null | null | null | null | null | null | null | null | null | key | 01:9c:1f:b3:1b:25 | null | null | null | null | null |
e6f75bc6-13c2-4eb1-a112-bb70afd3bb7c | 2025-04-15T15:42:47 | auth | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|medium| desc=Auth locked for mistyguzman via key from 213.222.70.73 MITRE Technique: T1204.002 | {
"geo_location": "Estonia",
"device_hash": "7070bc1bc9dcaf9c50384005769abbb6",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_7_8) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/34.0.856.0 Safari/532.0",
"session_id": "93765313-7186-496e-8f7c-ffae0bc2e41a",
"risk_score": 48.59,
"confidence": 0.62
} | 213.222.70.73 | null | null | null | null | MITRE Technique: T1204.002 | Auth locked for mistyguzman via key from 213.222.70.73 MITRE Technique: T1204.002 | locked | null | null | mistyguzman | null | null | null | null | null | null | null | null | null | null | key | 83:d5:19:9c:94:f2 | null | null | null | null | null |
03e31641-60f4-4944-bf99-19deee4fa2a0 | 2022-10-10T01:06:28 | iot | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|critical| desc=IoT device Sensor unusual_activity No additional info | {
"geo_location": "Indonesia",
"device_hash": "2610b31f6a0ae056ba0111cb17c64c03",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.0; Trident/4.0)",
"session_id": "d8513517-d7aa-4f15-8d71-a3566af16b73",
"risk_score": 46.62,
"confidence": 0.03
} | null | null | null | null | null | No additional info | IoT device Sensor unusual_activity No additional info | unusual_activity | null | null | null | null | null | null | null | Sensor | iot-24a748ca | 6.3 | null | null | null | null | null | null | null | null | null | null |
b79410d2-7d56-4f80-bb60-9b58ab5b94f0 | 2025-06-24T06:37:48 | ai | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|info| desc=AI system model_inversion by dustin58 No additional info | {
"geo_location": "China",
"device_hash": "1db971d6f6b40012f0e5d81aa068eb23f47f8d31b82d2a0ebc428b1ab50e884c",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/25.0.833.0 Safari/536.1",
"session_id": "dd77dc7a-6af9-43d4-87fd-f32ead3134dd",
"risk_score": 57.89,
"confidence": 0.2
} | null | null | null | null | null | No additional info | AI system model_inversion by dustin58 No additional info | model_inversion | null | null | dustin58 | null | null | null | null | null | null | null | null | null | null | null | null | model-c1fef9f4 | c8388af4ff2b3ef90785bfc014a428f0fe8464a1 | 29c48c3f9f6b90344fefa102a5352b14 | null | null |
b0b1974f-d50a-4c85-92b2-b60a0dd438b6 | 2025-04-24T16:17:12 | iot | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|low| desc=IoT device Medical protocol_violation No additional info | {
"geo_location": "Brunei Darussalam",
"device_hash": "1ecac02e9e23f1ec850d1193cd806344",
"user_agent": "Opera/8.42.(X11; Linux x86_64; hsb-DE) Presto/2.9.169 Version/10.00",
"session_id": "8c649f71-6d9f-49aa-9317-eabca10c08b9",
"risk_score": 46.66,
"confidence": 0.85
} | null | null | null | null | null | No additional info | IoT device Medical protocol_violation No additional info | protocol_violation | null | null | null | null | null | null | null | Medical | iot-027819bd | 6.1 | null | null | null | null | null | null | null | null | null | null |
aa7ac787-38a9-4410-9936-8fb5381af0ff | 2025-06-09T00:42:53 | endpoint | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|high| desc=Endpoint process_stop him by weavertony No additional info noise=police|such|card | {
"geo_location": "Jersey",
"device_hash": "907f1a683c0a1f33a74c514f8e80e4a4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Win 9x 4.90; Trident/3.1)",
"session_id": "0620fc23-ba0f-4fd7-a825-7f1d0ac2f11e",
"risk_score": 71.69,
"confidence": 0.98
} | null | null | null | null | null | No additional info | Endpoint process_stop him by weavertony No additional info | process_stop | null | null | weavertony | him | 5,430 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
16597ee6-ee99-4cd2-85f1-05304292e8d2 | 2025-07-04T23:41:19 | ids_alert | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|medium| desc=Darktrace Alert: Fileless Attack detected from 200.196.103.103 targeting 78.23.170.101 Associated Threat Actor: Equation Group | Unconventional IOC: GPU memory artifacts | {
"geo_location": "Turkmenistan",
"device_hash": "412a2dc6e48af0156b1dce0614415a40831452b1db1513930d966cfe308e4ac7",
"user_agent": "Opera/8.79.(Windows 98; Win 9x 4.90; ca-IT) Presto/2.9.179 Version/11.00",
"session_id": "7587faf7-3a14-4a46-aa77-50cf9cca0159",
"risk_score": 49.48,
"confidence": 0.01
} | 200.196.103.103 | 78.23.170.101 | Fileless Attack | SIG-9866 | Recon | Associated Threat Actor: Equation Group | Unconventional IOC: GPU memory artifacts | Darktrace Alert: Fileless Attack detected from 200.196.103.103 targeting 78.23.170.101 Associated Threat Actor: Equation Group | Unconventional IOC: GPU memory artifacts | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c8f2dc60-371d-4a46-a623-773828b522d4 | 2025-02-23T11:33:51 | firewall | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|high| desc=Firewall drop TCP traffic from 48.72.245.190:57865 to 154.125.44.213:549 No additional info | {
"geo_location": "Iran",
"device_hash": "d98b648080046e6cc91ed305531db65af6068486",
"user_agent": "Mozilla/5.0 (Android 2.3.4; Mobile; rv:67.0) Gecko/67.0 Firefox/67.0",
"session_id": "12b2596e-03ad-4180-af2a-3da1a25eb7e5",
"risk_score": 44.07,
"confidence": 0.25
} | 48.72.245.190 | 154.125.44.213 | null | null | null | No additional info | Firewall drop TCP traffic from 48.72.245.190:57865 to 154.125.44.213:549 No additional info | drop | 969,531 | TCP | null | null | null | null | null | null | null | null | 57,865 | 549 | 1,309 | null | null | null | null | null | null | null |
f6da9212-eeff-4e2a-af7b-79494e2ef38d | 2025-07-03T17:46:59 | ai | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|high| desc=AI system prompt_injection by baileykenneth No additional info | {
"geo_location": "Togo",
"device_hash": "2323ca0a4a464b51698ea310276ff28451c0ed1b",
"user_agent": "Opera/9.19.(Windows NT 6.2; an-ES) Presto/2.9.186 Version/11.00",
"session_id": "9123ca6d-6548-4618-b5be-2887c1edc5fd",
"risk_score": 27.34,
"confidence": 0.25
} | null | null | null | null | null | No additional info | AI system prompt_injection by baileykenneth No additional info | prompt_injection | null | null | baileykenneth | null | null | null | null | null | null | null | null | null | null | null | null | model-146a2256 | e1d64f82775d68b11c968bf42010ae9a5ab1a1cd | 2b0ce3d8c3c2d692c4af354fb7e471c6 | null | null |
240d55b3-8c37-458d-b5cf-a0e74381ef9e | 2025-06-29T20:08:59 | ai | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|medium| desc=AI system training_data_poisoning by tiffanycasey No additional info | {
"geo_location": "Saudi Arabia",
"device_hash": "c6bbb5d10e7fa06364dbca45fabc6ec7da3eecefa4de7f0c11c39c8dd3e73514",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.0; Trident/3.1)",
"session_id": "a2e035d5-eea1-4d97-977b-56b9f21f6fd7",
"risk_score": 45.39,
"confidence": 0.72
} | null | null | null | null | null | No additional info | AI system training_data_poisoning by tiffanycasey No additional info | training_data_poisoning | null | null | tiffanycasey | null | null | null | null | null | null | null | null | null | null | null | null | model-2d3784a8 | 085f0c54b23e21d27a1d80f2f8deca73710684f4 | 91edf3271428fda674f655ee43ee65a605a6c78d | null | null |
ac4c305e-c6cb-4330-afcf-de4a7428fa42 | 2025-06-27T20:51:03 | cloud | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|cloud|low| desc=Cloud storage_access in Azure by rharvey MITRE Technique: T1574.002 | {
"geo_location": "Spain",
"device_hash": "f2ee4d69346ab0eb496131b62d3538cc",
"user_agent": "Mozilla/5.0 (Windows NT 4.0; ks-IN; rv:1.9.0.20) Gecko/4187-08-07 12:46:10 Firefox/9.0",
"session_id": "a3da0a49-b592-4dae-92b7-8be89e8c621d",
"risk_score": 33.57,
"confidence": 0.12
} | null | null | null | null | null | MITRE Technique: T1574.002 | Cloud storage_access in Azure by rharvey MITRE Technique: T1574.002 | storage_access | null | null | rharvey | null | null | null | {
"baseline_deviation": 2.95,
"entropy": 7.47,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | Azure | res-9df6fe6b |
ab193c51-6d46-4eda-8f21-4ee2ae76a8cd | 2025-03-29T11:13:14 | ai | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|critical| desc=AI system model_inversion by petersentammy MITRE Technique: T1078.004 | Training data poisoning attempt | {
"geo_location": "Bangladesh",
"device_hash": "d4c7afdc930a9f90de0c47ed6cf2159af089e3da",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/51.0.859.0 Safari/532.2",
"session_id": "83ad08c8-bc3c-4e9c-827e-96b6ac4deb10",
"risk_score": 18.17,
"confidence": 0.62
} | null | null | null | null | null | MITRE Technique: T1078.004 | Training data poisoning attempt | AI system model_inversion by petersentammy MITRE Technique: T1078.004 | Training data poisoning attempt | model_inversion | null | null | petersentammy | null | null | null | null | null | null | null | null | null | null | null | null | model-1c70e330 | f27dc05b0a00482579655d640e7ef829 | 7e46486407b74e3d63d17e00c145474a3546bd32 | null | null |
3c662e98-5b98-4443-b051-f25b8aea55e6 | 2025-05-04T06:33:16 | auth | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|low| desc=Auth timeout for morrissara via MFA from 25.134.90.104 Unconventional IOC: UEFI variable tampering noise=777D72A6 | {
"geo_location": "Martinique",
"device_hash": "adcf6f4cd6d8ea1c57ea375b6ff151fd4098f6c2",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 95; Trident/5.1)",
"session_id": "4c148996-3d60-475b-8b8c-d1fe4abcfe6f",
"risk_score": 45.47,
"confidence": 0.87
} | 25.134.90.104 | null | null | null | null | Unconventional IOC: UEFI variable tampering | Auth timeout for morrissara via MFA from 25.134.90.104 Unconventional IOC: UEFI variable tampering | timeout | null | null | morrissara | null | null | null | null | null | null | null | null | null | null | MFA | f0:8b:9f:54:a6:91 | null | null | null | null | null |
17c9d43c-9d1d-4b69-8700-c62f0134eb6b | 2025-02-23T03:53:44 | endpoint | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|info| desc=Endpoint scheduled_task /character/direction.csv by rarnold No additional info | {
"geo_location": "Czech Republic",
"device_hash": "84678d329ea633d8ddf90a4218a59ec0",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.0; Trident/3.0)",
"session_id": "8ee8605b-418d-4ee6-8b33-b32c7a973d7e",
"risk_score": 57.49,
"confidence": 0.35
} | null | null | null | null | null | No additional info | Endpoint scheduled_task /character/direction.csv by rarnold No additional info | scheduled_task | null | null | rarnold | /character/direction.csv | 1,925 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2762c59b-339f-4601-b8b7-5f86e6edc8a9 | 2028-02-01T08:33:38 | endpoint | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint powershell_exec /increase/develop.bmp by ipierce No additional info | {
"geo_location": "Iran",
"device_hash": "3d646f2abf434b6170c9c361380899cac5117771",
"user_agent": "Mozilla/5.0 (Windows NT 5.2; ro-RO; rv:1.9.2.20) Gecko/8943-07-29 23:48:22 Firefox/3.8",
"session_id": "416ccb2e-34e3-4296-aab1-427c4b4cd61e",
"risk_score": 47.47,
"confidence": 0.59
} | null | null | null | null | null | No additional info | Endpoint powershell_exec /increase/develop.bmp by ipierce No additional info | powershell_exec | null | null | ipierce | /increase/develop.bmp | 651 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
96890fdc-9c2e-435f-a14b-5364a6e420ca | 2025-06-07T04:01:24 | network | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|high| desc=Network bandwidth_usage from 10.178.43.136 to 177.72.33.172 MITRE Technique: T1110.003 | Associated Threat Actor: Conti | {
"geo_location": "Russia",
"device_hash": "dd5685233494c24baed79db82c751a02",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.1) AppleWebKit/534.7.6 (KHTML, like Gecko) Version/4.0.5 Safari/534.7.6",
"session_id": "d4f341d9-d3d4-4687-ae42-4dfa7f0e40eb",
"risk_score": 47.33,
"confidence": 0.21
} | 10.178.43.136 | 177.72.33.172 | null | null | null | MITRE Technique: T1110.003 | Associated Threat Actor: Conti | Network bandwidth_usage from 10.178.43.136 to 177.72.33.172 MITRE Technique: T1110.003 | Associated Threat Actor: Conti | bandwidth_usage | 642,913 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2b5c7566-0685-4526-9706-8e6b652713c3 | 2025-05-14T17:17:11 | iot | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|medium| desc=IoT device Camera battery_drain No additional info | {
"geo_location": "Philippines",
"device_hash": "95b37a4bcde7738f2b53d114f03ee8bc",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Trident/5.1)",
"session_id": "93a20afe-2cb1-44b4-95e7-16286585f394",
"risk_score": 30.05,
"confidence": 0.27
} | null | null | null | null | null | No additional info | IoT device Camera battery_drain No additional info | battery_drain | null | null | null | null | null | null | null | Camera | iot-9903cfae | 6.7 | null | null | null | null | null | null | null | null | null | null |
1549af0b-246f-4e6c-8bb5-967ac993e7f5 | 2025-06-16T23:54:22 | ai | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|critical| desc=AI system model_access by antonio52 No additional info | {
"geo_location": "New Zealand",
"device_hash": "4492843f84917cc3e8f4cb6c19167fa882b97adab7b057ad175cab863e188cae",
"user_agent": "Opera/9.32.(X11; Linux x86_64; si-LK) Presto/2.9.172 Version/10.00",
"session_id": "0b953ba5-ef1c-4bb8-b7b2-875c7747e74c",
"risk_score": 53.54,
"confidence": 0.77
} | null | null | null | null | null | No additional info | AI system model_access by antonio52 No additional info | model_access | null | null | antonio52 | null | null | null | null | null | null | null | null | null | null | null | null | model-2958ad15 | f7ab3116942a96c04aaa9ded6c7cbbfe5c3d9d82 | 8ae778f86186482cc2dd59b44d6c0478 | null | null |
33b9965f-7151-46a3-8d00-b8e52a525db8 | 2025-04-11T14:49:25 | ids_alert | AlienVault v5.7.0 | emergency | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|emergency| desc=AlienVault Alert: Living-off-the-Land detected from 150.96.181.112 targeting 122.209.198.239 No additional info | {
"geo_location": "Chad",
"device_hash": "4ff70a74cc8a2e8eafb23c8113345192834f8481",
"user_agent": "Mozilla/5.0 (Windows; U; Windows CE) AppleWebKit/534.17.4 (KHTML, like Gecko) Version/4.0 Safari/534.17.4",
"session_id": "18ba8f07-b37b-4fa1-9eea-12648ec1218e",
"risk_score": 22.97,
"confidence": 0.89
} | 150.96.181.112 | 122.209.198.239 | Living-off-the-Land | SIG-7777 | Exploit | No additional info | AlienVault Alert: Living-off-the-Land detected from 150.96.181.112 targeting 122.209.198.239 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2bce8301-3498-459e-8412-072f10ea2a76 | 2025-04-04T15:42:47 | cloud | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|critical| desc=Cloud crypto_mining in GCP by hsilva No additional info | {
"geo_location": "Cook Islands",
"device_hash": "205b4e79b88a6bcfaa06dea4d2045336",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_5_0 rv:4.0; bg-BG) AppleWebKit/535.23.5 (KHTML, like Gecko) Version/4.0.2 Safari/535.23.5",
"session_id": "cfb955b5-5a8b-48f5-8556-016a9607e521",
"risk_score": 53.64,
"confidence": 0.06
} | null | null | null | null | null | No additional info | Cloud crypto_mining in GCP by hsilva No additional info | crypto_mining | null | null | hsilva | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-d0be61b2 |
1b6f98e8-e1ce-4fc9-8c34-4738516c27c3 | 2025-02-05T13:11:04 | ai | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|critical| desc=AI system model_access by swansonjoseph Associated Threat Actor: Mustang Panda | {
"geo_location": "Palau",
"device_hash": "74a4f148e29c3be26df5576b0b5fd760c3fbd2a6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.1; Trident/4.1)",
"session_id": "9dea53f2-2217-40e3-b7e6-368e10ea6e3b",
"risk_score": 64.29,
"confidence": 0.41
} | null | null | null | null | null | Associated Threat Actor: Mustang Panda | AI system model_access by swansonjoseph Associated Threat Actor: Mustang Panda | model_access | null | null | swansonjoseph | null | null | null | null | null | null | null | null | null | null | null | null | model-08032367 | 9194e5c25159f0b3881c0538629b3eb8d765ba35 | feb840bdb8280c2e1365345a5bab039a | null | null |
5c19370f-fa52-413d-a599-c1bcd4b152e4 | 2025-02-11T14:56:37 | network | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|low| desc=Network connection from 55.139.8.214 to 108.197.218.238 No additional info noise=VHJ5Lg== | {
"geo_location": "Central African Republic",
"device_hash": "21cb02bcaa8b1b09b7a8d7f93d331edf50321fda",
"user_agent": "Opera/8.55.(X11; Linux x86_64; it-IT) Presto/2.9.177 Version/11.00",
"session_id": "6c8f9555-1447-4175-b420-b79cbee87ea7",
"risk_score": 63.13,
"confidence": 0.16
} | 55.139.8.214 | 108.197.218.238 | null | null | null | No additional info | Network connection from 55.139.8.214 to 108.197.218.238 No additional info | connection | 499,663 | ICMP | null | null | null | null | {
"baseline_deviation": 2.31,
"entropy": 2.32,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
1840dcd0-19be-4470-8cb6-45e6d80b1305 | 2025-04-10T05:28:09 | iot | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|high| desc=IoT device Thermostat unusual_activity Sensor spoofing detected | {
"geo_location": "Holy See (Vatican City State)",
"device_hash": "73f7135122844a63b0a1f1b0c191cbd3f7073acfc79e2d74da640463b3545f24",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 12_5_7 like Mac OS X) AppleWebKit/536.1 (KHTML, like Gecko) FxiOS/16.6y7677.0 Mobile/73V977 Safari/536.1",
"session_id": "963b3ac0-264d-4a08-a6e5-3c56a74673c9",
"risk_score": 53.63,
"confidence": 0.04
} | null | null | null | null | null | Sensor spoofing detected | IoT device Thermostat unusual_activity Sensor spoofing detected | unusual_activity | null | null | null | null | null | null | null | Thermostat | iot-e76dc5b8 | 5.3 | null | null | null | null | null | null | null | null | null | null |
ee7149ca-2d2b-4370-8adc-2e41e475a782 | 2025-04-06T05:49:53 | iot | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|info| desc=IoT device Camera firmware_update No additional info | {
"geo_location": "Micronesia",
"device_hash": "a44abdf07abe581b3228be293b1b3f7e",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/9716-10-15 09:15:10 Firefox/3.8",
"session_id": "e7a4f719-e169-4fff-b6d1-2e9d3d7d5743",
"risk_score": 39.15,
"confidence": 0.02
} | null | null | null | null | null | No additional info | IoT device Camera firmware_update No additional info | firmware_update | null | null | null | null | null | null | null | Camera | iot-038c2c84 | 8.7 | null | null | null | null | null | null | null | null | null | null |
14425e07-0dd1-4535-8d97-c11bf257480e | 2025-05-20T03:20:11 | firewall | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|info| desc=Firewall deny NTP traffic from 158.59.124.236:193 to 162.146.84.208:173 Geo anomaly: Impossible travel detected | {
"geo_location": "Latvia",
"device_hash": "81b4bd2f5fb47caa702430eea65086ab",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 3_2_2 like Mac OS X) AppleWebKit/531.2 (KHTML, like Gecko) FxiOS/18.6m7225.0 Mobile/71Q198 Safari/531.2",
"session_id": "41ae8590-b014-4957-a366-d24b268fc11c",
"risk_score": 59.63,
"confidence": 0.16
} | 158.59.124.236 | 162.146.84.208 | null | null | null | Geo anomaly: Impossible travel detected | Firewall deny NTP traffic from 158.59.124.236:193 to 162.146.84.208:173 Geo anomaly: Impossible travel detected | deny | 228,943 | NTP | null | null | null | null | null | null | null | null | 193 | 173 | 508 | null | null | null | null | null | null | null |
82c69cbb-6015-4cd4-b98a-502744a7b38d | 2025-06-10T20:05:16 | endpoint | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint file_access easy by tiffanymathews No additional info | {
"geo_location": "French Polynesia",
"device_hash": "6e88a4c759217ed29c421a755257a6b60eac821c",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_5_8) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/31.0.828.0 Safari/534.0",
"session_id": "2505b9ea-58e4-4d5c-a13e-37784d7f4ce8",
"risk_score": 62.93,
"confidence": 0.61
} | null | null | null | null | null | No additional info | Endpoint file_access easy by tiffanymathews No additional info | file_access | null | null | tiffanymathews | easy | 5,582 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c0c545b5-9282-4f6b-b8cc-103b3cde2303 | 2025-07-07T04:13:29 | endpoint | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|info| desc=Endpoint memory_injection /although/thousand.xls by daniellechristian MITRE Technique: T1218.011 | {
"geo_location": "Uruguay",
"device_hash": "7b0f4557db94786ab8e9a7048c96cc4c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 10.0; Trident/5.0)",
"session_id": "3f1cd06b-b85c-45da-b6ab-a0329e4cef25",
"risk_score": 86.01,
"confidence": 0.7
} | null | null | null | null | null | MITRE Technique: T1218.011 | Endpoint memory_injection /although/thousand.xls by daniellechristian MITRE Technique: T1218.011 | memory_injection | null | null | daniellechristian | /although/thousand.xls | 2,939 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c661020d-3883-4baa-872a-427860b5d4a8 | 2023-05-04T11:31:04 | endpoint | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint service_install /protect/woman.html by cassandra60 Fileless execution detected | {
"geo_location": "San Marino",
"device_hash": "53c45fd6c07bef950e7c802e41b23ef4923628af20fef0cc804df66ac3238980",
"user_agent": "Mozilla/5.0 (Linux; Android 2.2.1) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/26.0.843.0 Safari/532.0",
"session_id": "bf8c11c0-ebc7-450a-ac84-0ee347c48f89",
"risk_score": 63.5,
"confidence": 0.59
} | null | null | null | null | null | Fileless execution detected | Endpoint service_install /protect/woman.html by cassandra60 Fileless execution detected | service_install | null | null | cassandra60 | /protect/woman.html | 2,497 | svchost.exe | {
"baseline_deviation": 1.5,
"entropy": 2.37,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
812ef9a4-5a18-4873-8531-6ff776653ebb | 2023-04-10T15:34:23 | endpoint | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|info| desc=Endpoint driver_load /along/president.csv by hlewis Associated Threat Actor: Cobalt Group noise=E6312936 | {
"geo_location": "Costa Rica",
"device_hash": "122d7974029dd71531d9d6c356089eba04b5114df66236e898ca5d7f0c35897b",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 14_8_1 like Mac OS X) AppleWebKit/533.1 (KHTML, like Gecko) CriOS/53.0.813.0 Mobile/57S182 Safari/533.1",
"session_id": "b544bc8e-9da9-41f3-bbd1-ad62eac385dc",
"risk_score": 39.62,
"confidence": 0.83
} | null | null | null | null | null | Associated Threat Actor: Cobalt Group | Endpoint driver_load /along/president.csv by hlewis Associated Threat Actor: Cobalt Group | driver_load | null | null | hlewis | /along/president.csv | 7,548 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d8e41cd4-3a03-4196-b8de-0881f031cfba | 2025-04-22T04:47:49 | network | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|high| desc=Network disconnection from 141.51.18.80 to 89.104.234.81 DGA domain detected | {
"geo_location": "Turks and Caicos Islands",
"device_hash": "4484c471072e83f74276f6efc7a625c6d37275f42f498bd50719d4577d958efb",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 4.0; Trident/4.0)",
"session_id": "a4045b28-8b6d-450f-a930-54a801df6dc3",
"risk_score": 29.14,
"confidence": 0.48
} | 141.51.18.80 | 89.104.234.81 | null | null | null | DGA domain detected | Network disconnection from 141.51.18.80 to 89.104.234.81 DGA domain detected | disconnection | 745,116 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5e6304e5-09d5-42de-a391-f970faff682f | 2025-03-13T12:24:14 | 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 GCP by joycealyssa No additional info noise=ED25D38A | {
"geo_location": "Congo",
"device_hash": "0dfd692f8d0e204c68225a72f0196fdd7123e3ce",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; cmn-TW) AppleWebKit/534.50.5 (KHTML, like Gecko) Version/3.0.5 Mobile/8B113 Safari/6534.50.5",
"session_id": "7b52f447-e47e-4759-8c34-e016a68707f6",
"risk_score": 43.28,
"confidence": 0.91
} | null | null | null | null | null | No additional info | Cloud api_abuse in GCP by joycealyssa No additional info | api_abuse | null | null | joycealyssa | null | null | null | {
"baseline_deviation": 2.28,
"entropy": 6.02,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | GCP | res-6e80e555 |
36bf6278-284f-4200-a3e5-6aa4a8b67565 | 2025-02-04T23:59:38 | endpoint | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|low| desc=Endpoint registry_change threat by cgarcia No additional info | {
"geo_location": "Venezuela",
"device_hash": "89c68e0a4a9bce6b63d18eb842be4458b0cbb6b1061982b7774ae58bd1787465",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_12_1 rv:2.0; ur-PK) AppleWebKit/531.46.2 (KHTML, like Gecko) Version/5.0 Safari/531.46.2",
"session_id": "10ec8ac4-503e-4bbe-8284-1847941755de",
"risk_score": 43.91,
"confidence": 0.91
} | null | null | null | null | null | No additional info | Endpoint registry_change threat by cgarcia No additional info | registry_change | null | null | cgarcia | threat | 1,349 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
94241c57-367f-45b7-9e1f-ea3221528019 | 2025-02-24T04:18:34 | iot | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|critical| desc=IoT device HVAC battery_drain No additional info | {
"geo_location": "Uzbekistan",
"device_hash": "1782ee7289a24c0dedea4fe28ee9f50f19a258006940ba50de67e107c85d67b3",
"user_agent": "Opera/8.88.(Windows 95; ts-ZA) Presto/2.9.168 Version/11.00",
"session_id": "d07d1a76-ec9d-4411-9448-25b99e5e158a",
"risk_score": 29.65,
"confidence": 0.52
} | null | null | null | null | null | No additional info | IoT device HVAC battery_drain No additional info | battery_drain | null | null | null | null | null | null | null | HVAC | iot-0e6bcfbe | 10.1 | null | null | null | null | null | null | null | null | null | null |
9423c057-72bc-47cf-b60b-2d39059ee4e0 | 2025-06-12T20:24:17 | ids_alert | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|high| desc=CrowdStrike Alert: Container Escape detected from 60.145.64.25 targeting 157.123.2.216 No additional info noise=often|lot|increase | {
"geo_location": "Japan",
"device_hash": "ac57789edb7644ffcc0acd3756a158cd",
"user_agent": "Opera/9.48.(Windows CE; km-KH) Presto/2.9.179 Version/11.00",
"session_id": "fe02f725-efae-4c57-87ee-1f46eb9c5d1a",
"risk_score": 62.71,
"confidence": 0.2
} | 60.145.64.25 | 157.123.2.216 | Container Escape | SIG-8510 | Exploit | No additional info | CrowdStrike Alert: Container Escape detected from 60.145.64.25 targeting 157.123.2.216 No additional info | null | null | null | null | null | null | null | {
"baseline_deviation": 1.62,
"entropy": 5.88,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
6216f8e8-62a0-4063-94a8-6fd5a58432e4 | 2025-06-24T19:43:06 | endpoint | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint process_start /floor/add.mp3 by usaunders MITRE Technique: T1566.001 | {
"geo_location": "Taiwan",
"device_hash": "daa1c631d81e9955592241b140b84ad675889bfa7710587ba711c5097a8f8e4b",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/32.0.885.0 Safari/536.1",
"session_id": "903f6cea-a40f-4c41-939c-2abdcf94c9b2",
"risk_score": 42.29,
"confidence": 0.89
} | null | null | null | null | null | MITRE Technique: T1566.001 | Endpoint process_start /floor/add.mp3 by usaunders MITRE Technique: T1566.001 | process_start | null | null | usaunders | /floor/add.mp3 | 8,529 | cmd.exe | {
"baseline_deviation": 1.84,
"entropy": 5.62,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
38eaceef-4e48-449b-b345-39fa483e64fd | 2025-05-29T03:10:58 | auth | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|medium| desc=Auth locked for jaredhenry via password from 88.105.20.145 No additional info | {
"geo_location": "Tajikistan",
"device_hash": "c132be9b9322cfd63d69430f063d05e4",
"user_agent": "Mozilla/5.0 (Windows CE; hak-TW; rv:1.9.1.20) Gecko/4388-08-24 21:28:43 Firefox/3.8",
"session_id": "410dbfed-7fb1-4314-b220-1a285d61dc67",
"risk_score": 67.82,
"confidence": 0.31
} | 88.105.20.145 | null | null | null | null | No additional info | Auth locked for jaredhenry via password from 88.105.20.145 No additional info | locked | null | null | jaredhenry | null | null | null | null | null | null | null | null | null | null | password | 8f:f9:29:ee:fb:6c | null | null | null | null | null |
da4abe55-c027-4990-83ed-110a8b0abcb0 | 2025-03-19T21:21:11 | iot | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|medium| desc=IoT device HVAC unusual_activity No additional info | {
"geo_location": "Niger",
"device_hash": "35c9be9d470053ae56f58fa4dbfb63b1",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/45.0.892.0 Safari/535.1",
"session_id": "9f64f70e-a85d-49e1-9734-bcf28cf6b511",
"risk_score": 56.12,
"confidence": 0.43
} | null | null | null | null | null | No additional info | IoT device HVAC unusual_activity No additional info | unusual_activity | null | null | null | null | null | null | null | HVAC | iot-8f2d11c5 | 6.5 | null | null | null | null | null | null | null | null | null | null |
5286b3f4-088a-4fba-bb8a-6b0e2c37ac2b | 2025-04-21T03:24:22 | iot | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|info| desc=IoT device Camera unusual_activity MITRE Technique: T1190 | {
"geo_location": "Bolivia",
"device_hash": "b8bde4417bcecfe06a8578690f5b247921827630a6632e6d4428774c7238a0bb",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 95; Trident/4.1)",
"session_id": "fc025960-46ff-4896-a783-e958b291b6e5",
"risk_score": 22.51,
"confidence": 0.9
} | null | null | null | null | null | MITRE Technique: T1190 | IoT device Camera unusual_activity MITRE Technique: T1190 | unusual_activity | null | null | null | null | null | null | null | Camera | iot-837fdcfb | 9.8 | null | null | null | null | null | null | null | null | null | null |
62d55dac-d101-48f3-93d7-4bf5026540b8 | 2025-02-25T06:51:51 | network | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|low| desc=Network connection from 118.75.104.175 to 130.34.92.32 No additional info | {
"geo_location": "Nepal",
"device_hash": "a18360bac61af1637558b487777e8013",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_9_1 rv:4.0; dv-MV) AppleWebKit/535.4.3 (KHTML, like Gecko) Version/4.0.2 Safari/535.4.3",
"session_id": "2bdad63d-9e58-4d81-a8c4-c7901822adcc",
"risk_score": 50.09,
"confidence": 0.66
} | 118.75.104.175 | 130.34.92.32 | null | null | null | No additional info | Network connection from 118.75.104.175 to 130.34.92.32 No additional info | connection | 880,287 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f6cf3b25-e307-4706-8c9f-14ae02c703ff | 2025-07-05T01:17:56 | endpoint | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|info| desc=Endpoint scheduled_task Mr by patriciamiranda MITRE Technique: T1071.001 noise=knowledge|thank|city | {
"geo_location": "Algeria",
"device_hash": "1bb909365eb200d45be0b14a6bf094b8",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_5 rv:5.0; sv-SE) AppleWebKit/531.35.5 (KHTML, like Gecko) Version/4.1 Safari/531.35.5",
"session_id": "8706bfb5-a28e-4c65-a49d-b6495ea45132",
"risk_score": 36.12,
"confidence": 0.47
} | null | null | null | null | null | MITRE Technique: T1071.001 | Endpoint scheduled_task Mr by patriciamiranda MITRE Technique: T1071.001 | scheduled_task | null | null | patriciamiranda | Mr | 3,709 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3786101d-af45-4a08-b289-2ca867cac1fb | 2025-05-27T18:48:55 | iot | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|high| desc=IoT device Camera firmware_update MITRE Technique: T1078.004 | Associated Threat Actor: Kimsuky | {
"geo_location": "Saint Pierre and Miquelon",
"device_hash": "bda4feacfe7bb992bd520affbec083bd0820725aa5ff8533d99452ed2dbc07d3",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_4 rv:2.0; bg-BG) AppleWebKit/533.26.5 (KHTML, like Gecko) Version/5.1 Safari/533.26.5",
"session_id": "61defb56-d628-49b9-8f17-cb660d8da620",
"risk_score": 62.89,
"confidence": 0.3
} | null | null | null | null | null | MITRE Technique: T1078.004 | Associated Threat Actor: Kimsuky | IoT device Camera firmware_update MITRE Technique: T1078.004 | Associated Threat Actor: Kimsuky | firmware_update | null | null | null | null | null | null | null | Camera | iot-c7e2e989 | 5.4 | null | null | null | null | null | null | null | null | null | null |
7b7968cf-602d-4e44-8204-4c6e89985650 | 2025-07-05T03:17:25 | endpoint | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint process_stop /individual/learn.pptx by gregorynelson No additional info | {
"geo_location": "Kyrgyz Republic",
"device_hash": "eea66c8abc4e49e4880201ef3ca63492907727ec",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/8826-09-01 05:16:41 Firefox/3.8",
"session_id": "2d97a187-243b-4cd0-8bb8-4a98cdf82daa",
"risk_score": 57.15,
"confidence": 0.98
} | null | null | null | null | null | No additional info | Endpoint process_stop /individual/learn.pptx by gregorynelson No additional info | process_stop | null | null | gregorynelson | /individual/learn.pptx | 4,266 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
27263950-2e35-4059-a60c-3d1cac938b14 | 2025-04-18T08:44:58 | ids_alert | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|medium| desc=Snort Alert: Brute Force detected from 14.11.1.165 targeting 94.139.61.200 MITRE Technique: T1486 | {
"geo_location": "Madagascar",
"device_hash": "b3188a12fbd15565686bf1e31d21dca72447e4bfd59c7f75baa77ad80ab9c6e5",
"user_agent": "Opera/9.52.(Windows NT 5.2; li-BE) Presto/2.9.186 Version/12.00",
"session_id": "40713ca7-d6d0-4dd1-a50f-d8d6813a5b0d",
"risk_score": 80.74,
"confidence": 0.32
} | 14.11.1.165 | 94.139.61.200 | Brute Force | SIG-6032 | Policy | MITRE Technique: T1486 | Snort Alert: Brute Force detected from 14.11.1.165 targeting 94.139.61.200 MITRE Technique: T1486 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
527ba999-cae4-46e9-9fea-be0281bb7bdf | 2025-06-24T15:15:47 | endpoint | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint wmi_exec /you/single.docx by jonathan41 MITRE Technique: T1204.002 | {
"geo_location": "Somalia",
"device_hash": "14a8f64b8819c2411ec27a5c18ce0435",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_9_6) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/38.0.819.0 Safari/536.0",
"session_id": "88da4b9a-ede4-4f5d-b4a9-09b721fd8a0a",
"risk_score": 24.96,
"confidence": 0.41
} | null | null | null | null | null | MITRE Technique: T1204.002 | Endpoint wmi_exec /you/single.docx by jonathan41 MITRE Technique: T1204.002 | wmi_exec | null | null | jonathan41 | /you/single.docx | 7,465 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
908f3e39-68c6-403b-8ab3-30a419ea9952 | 2025-05-11T18:24:27 | ids_alert | ArcSight v7.4.0 | emergency | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|emergency| desc=ArcSight Alert: DDoS detected from 171.10.202.210 targeting 56.232.175.122 Unconventional IOC: CPU microcode changes | {
"geo_location": "Israel",
"device_hash": "9484d1fd81031965fcbc8ab733400936",
"user_agent": "Mozilla/5.0 (Android 9; Mobile; rv:65.0) Gecko/65.0 Firefox/65.0",
"session_id": "ac02a54a-8ea2-4ccc-937e-09c68c344281",
"risk_score": 46.89,
"confidence": 0.47
} | 171.10.202.210 | 56.232.175.122 | DDoS | SIG-2428 | Evasion | Unconventional IOC: CPU microcode changes | ArcSight Alert: DDoS detected from 171.10.202.210 targeting 56.232.175.122 Unconventional IOC: CPU microcode changes | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d26d7b5d-cf48-43cb-8337-9bbed4f42574 | 2025-01-12T21:21:36 | firewall | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|low| desc=Firewall quarantine RDP traffic from 78.52.44.202:307 to 52.234.196.75:598 MITRE Technique: T1071.001 noise=Q2FyZC4= | {
"geo_location": "Kenya",
"device_hash": "d177721d73f14d980dd45a1b826143ff37c777fa",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Win 9x 4.90; Trident/3.1)",
"session_id": "6b9d32cd-16e3-4ffc-a819-eff350fa8b3e",
"risk_score": 27.38,
"confidence": 0.4
} | 78.52.44.202 | 52.234.196.75 | null | null | null | MITRE Technique: T1071.001 | Firewall quarantine RDP traffic from 78.52.44.202:307 to 52.234.196.75:598 MITRE Technique: T1071.001 | quarantine | 950,446 | RDP | null | null | null | null | null | null | null | null | 307 | 598 | 2,017 | null | null | null | null | null | null | null |
cb66918e-4118-4971-9d58-ec04ad0a76b7 | 2025-07-02T17:42:06 | ai | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|low| desc=AI system api_abuse by christopher66 No additional info | {
"geo_location": "Trinidad and Tobago",
"device_hash": "f9d2d54e530998b682d52a7e4d15c8ecfef6e8af35aae65106575b72f6377260",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_8_9 rv:3.0; nso-ZA) AppleWebKit/534.12.2 (KHTML, like Gecko) Version/5.0 Safari/534.12.2",
"session_id": "ccfcd43c-0e47-44e8-8086-330e25dc80d6",
"risk_score": 38.3,
"confidence": 0.94
} | null | null | null | null | null | No additional info | AI system api_abuse by christopher66 No additional info | api_abuse | null | null | christopher66 | null | null | null | null | null | null | null | null | null | null | null | null | model-af9e8c9f | 0decb3a842ebe1e629146afd04592e2a5e9f5bfe | 3af80e64e8321dbcf4d2b6b2b7a8a61bb72f5a03 | null | null |
b21415be-459e-4fee-9ca8-14a45aa5daa0 | 2025-06-19T13:25:08 | auth | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|high| desc=Auth bypass for vday via passwordless from 203.161.168.243 No additional info | {
"geo_location": "Cuba",
"device_hash": "21eeaf3ea381c2e433d6110c4a28d4ab324699e0",
"user_agent": "Mozilla/5.0 (Linux; Android 4.0.2) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/41.0.882.0 Safari/535.2",
"session_id": "be92063c-d397-4365-9226-0828e48172d1",
"risk_score": 64.15,
"confidence": 0.17
} | 203.161.168.243 | null | null | null | null | No additional info | Auth bypass for vday via passwordless from 203.161.168.243 No additional info | bypass | null | null | vday | null | null | null | null | null | null | null | null | null | null | passwordless | 62:af:9e:25:60:f9 | null | null | null | null | null |
56b8a5f5-141d-44e0-a45a-b5d2764e6318 | 2025-04-20T11:37:00 | firewall | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|low| desc=Firewall inspect ICMP traffic from 119.51.113.217:790 to 10.110.108.60:29461 No additional info | {
"geo_location": "Vietnam",
"device_hash": "6be4302e23ebeab20d80f5fc033cad3cbbbaf76276fba76a20cee85066d26b8a",
"user_agent": "Opera/8.36.(Windows NT 4.0; fur-IT) Presto/2.9.160 Version/11.00",
"session_id": "0ed53f51-1134-412e-a265-f6cd28ffe401",
"risk_score": 50.49,
"confidence": 0.94
} | 119.51.113.217 | 10.110.108.60 | null | null | null | No additional info | Firewall inspect ICMP traffic from 119.51.113.217:790 to 10.110.108.60:29461 No additional info | inspect | 51,282 | ICMP | null | null | null | null | null | null | null | null | 790 | 29,461 | 3,065 | null | null | null | null | null | null | null |
9025a3e4-db30-420b-8eb4-d82dbd821b6e | 2025-03-12T05:32:57 | network | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|info| desc=Network covert_channel from 10.69.88.131 to 71.75.73.32 No additional info noise=DAFACDBD | {
"geo_location": "Falkland Islands (Malvinas)",
"device_hash": "30d67cf1ad44255527525fc961b54f34",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 11.0; Trident/3.0)",
"session_id": "036c70c4-973b-47e3-9c37-05a2ccafeb4b",
"risk_score": 36.86,
"confidence": 0.08
} | 10.69.88.131 | 71.75.73.32 | null | null | null | No additional info | Network covert_channel from 10.69.88.131 to 71.75.73.32 No additional info | covert_channel | 734,276 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d63572f3-9c4d-40c4-a63d-719cbfadc1e2 | 2025-04-19T13:58:10 | firewall | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|high| desc=Firewall log-only SSH traffic from 10.242.247.25:160 to 48.216.163.3:229 MITRE Technique: T1574.002 | {
"geo_location": "Jamaica",
"device_hash": "2f1fcdea4695d7ad93a1824e4a908556fcf3008b",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 5_1_1 like Mac OS X) AppleWebKit/532.2 (KHTML, like Gecko) CriOS/52.0.803.0 Mobile/79S245 Safari/532.2",
"session_id": "61836472-53e1-484c-b819-a52b0bddff22",
"risk_score": 0,
"confidence": 0.58
} | 10.242.247.25 | 48.216.163.3 | null | null | null | MITRE Technique: T1574.002 | Firewall log-only SSH traffic from 10.242.247.25:160 to 48.216.163.3:229 MITRE Technique: T1574.002 | log-only | 467,301 | SSH | null | null | null | null | {
"baseline_deviation": 2.22,
"entropy": 7.73,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 160 | 229 | 1,457 | null | null | null | null | null | null | null |
3e303ce0-41e0-4dfd-b445-b40927291c31 | 2025-05-11T10:09:46 | ids_alert | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|critical| desc=Zeek Alert: DNS Tunneling detected from 54.187.93.166 targeting N/A No additional info | {
"geo_location": "Albania",
"device_hash": "c3bfc6ead4779dc72bd417ae925bf21d",
"user_agent": "Opera/9.91.(X11; Linux x86_64; nn-NO) Presto/2.9.171 Version/11.00",
"session_id": "1ae338f7-9bce-42de-abef-55f89740612a",
"risk_score": 30,
"confidence": 0.14
} | 54.187.93.166 | N/A | DNS Tunneling | SIG-9737 | Malware | No additional info | Zeek Alert: DNS Tunneling detected from 54.187.93.166 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 |
d2248d68-f2fa-4e9a-8643-932af00b9f27 | 2025-05-04T02:53:57 | network | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|network|info| desc=Network beaconing from 104.30.105.50 to 95.250.57.1 No additional info | {
"geo_location": "Benin",
"device_hash": "e3e6f79a7eb8d8edd6876b0668dbd187",
"user_agent": "Mozilla/5.0 (Linux; Android 8.1.0) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/35.0.892.0 Safari/534.0",
"session_id": "904a010d-89ae-4391-a485-90c9c0dbba3f",
"risk_score": 47.7,
"confidence": 0.37
} | 104.30.105.50 | 95.250.57.1 | null | null | null | No additional info | Network beaconing from 104.30.105.50 to 95.250.57.1 No additional info | beaconing | 37,694 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
15bbf4a7-8793-4fb8-98dd-c820546837b7 | 2025-06-27T09:10:06 | network | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|low| desc=Network bandwidth_usage from 194.159.188.16 to 208.103.97.223 No additional info | {
"geo_location": "Aruba",
"device_hash": "17b08c6ae17770d6d69b5010010b17ad",
"user_agent": "Opera/8.44.(Windows 98; Win 9x 4.90; lij-IT) Presto/2.9.183 Version/11.00",
"session_id": "8c345882-293c-4696-9bde-6ec4446e9886",
"risk_score": 68.34,
"confidence": 0.35
} | 194.159.188.16 | 208.103.97.223 | null | null | null | No additional info | Network bandwidth_usage from 194.159.188.16 to 208.103.97.223 No additional info | bandwidth_usage | 242,793 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2591e293-753a-47c2-a6a9-05ab8487e8fa | 2025-06-13T16:47:04 | cloud | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|high| desc=Cloud lambda_execution in AWS by xleonard No additional info noise=categories/blog | {
"geo_location": "Mongolia",
"device_hash": "c0606fb4d4b6d2d0993a55eaefff7475a855521f8a2a55dde0ce1ef12f16988e",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_6_7) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/58.0.815.0 Safari/535.2",
"session_id": "30728f0c-c019-4f15-b737-9a16fb8ea123",
"risk_score": 41.38,
"confidence": 0.59
} | null | null | null | null | null | No additional info | Cloud lambda_execution in AWS by xleonard No additional info | lambda_execution | null | null | xleonard | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-a1efcde3 |
b5ed1d25-4427-4cbf-84fc-a55d708bee0a | 2028-11-28T04:50:40 | ai | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ai|low| desc=AI system prompt_injection by daniellehiggins MITRE Technique: T1218.011 | {
"geo_location": "Equatorial Guinea",
"device_hash": "cf0bc659491c9e14804c18a9601832c44ace8437",
"user_agent": "Mozilla/5.0 (Windows; U; Windows CE) AppleWebKit/531.1.7 (KHTML, like Gecko) Version/4.0.2 Safari/531.1.7",
"session_id": "5ac2db4d-cdb7-4fa3-a710-b1ed9237728e",
"risk_score": 25.41,
"confidence": 0.89
} | null | null | null | null | null | MITRE Technique: T1218.011 | AI system prompt_injection by daniellehiggins MITRE Technique: T1218.011 | prompt_injection | null | null | daniellehiggins | null | null | null | null | null | null | null | null | null | null | null | null | model-501e25e8 | 366c90708fa9ea42be323af786516721710b46bd | ff4a1d3007000ab252fd9dff82561961ff63c36d | null | null |
99a09c0b-93a0-4e0a-9aa4-f8ee4906c511 | 2025-05-02T03:15:25 | cloud | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|high| desc=Cloud api_abuse in Alibaba by wglenn No additional info noise=77E2670A | {
"geo_location": "Jersey",
"device_hash": "e34c50f9274890ff7123799d6942e2bdf8734df0",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; lo-LA) AppleWebKit/532.35.4 (KHTML, like Gecko) Version/3.0.5 Mobile/8B113 Safari/6532.35.4",
"session_id": "572b0dad-e3c6-4179-aea1-8f8942c3ef14",
"risk_score": 28.99,
"confidence": 0.17
} | null | null | null | null | null | No additional info | Cloud api_abuse in Alibaba by wglenn No additional info | api_abuse | null | null | wglenn | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-a875a7f9 |
edf6a609-be2f-47b7-9aa7-32e79337ee14 | 2025-03-05T02:14:02 | endpoint | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|low| desc=Endpoint file_access leg by wcarlson MITRE Technique: T1190 | {
"geo_location": "Luxembourg",
"device_hash": "d904952d3bb9fb27e309f3d8e66278a3d1cab587",
"user_agent": "Mozilla/5.0 (Windows NT 4.0) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/21.0.846.0 Safari/531.0",
"session_id": "7f200f30-0635-48d4-8be7-b976ceb60f08",
"risk_score": 31.87,
"confidence": 0.71
} | null | null | null | null | null | MITRE Technique: T1190 | Endpoint file_access leg by wcarlson MITRE Technique: T1190 | file_access | null | null | wcarlson | leg | 4,239 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b1e2fccf-244e-4af4-bd02-2453905f0ae3 | 2025-07-09T12:27:54 | network | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|critical| desc=Network beaconing from 196.65.120.253 to 146.55.210.222 Associated Threat Actor: DarkSide | {
"geo_location": "Colombia",
"device_hash": "04460df50dbc5d23c308b866cc0966836d0ef025",
"user_agent": "Mozilla/5.0 (Windows NT 5.1; ve-ZA; rv:1.9.1.20) Gecko/5764-03-26 03:28:19 Firefox/7.0",
"session_id": "1dc03a93-9cb7-40f5-a867-01a736e55ccd",
"risk_score": 51.62,
"confidence": 0.16
} | 196.65.120.253 | 146.55.210.222 | null | null | null | Associated Threat Actor: DarkSide | Network beaconing from 196.65.120.253 to 146.55.210.222 Associated Threat Actor: DarkSide | beaconing | 969,226 | HTTPS | null | null | null | null | {
"baseline_deviation": 1.1,
"entropy": 2.32,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
d5766c08-4be0-4d31-9508-116c1a6984b0 | 2025-04-24T10:39:51 | iot | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|high| desc=IoT device HVAC battery_drain No additional info noise=E21E14BA | {
"geo_location": "Algeria",
"device_hash": "53f8dd0de6b53d948d1196db5485e723",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_10_9) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/36.0.860.0 Safari/532.2",
"session_id": "186592ad-6d45-4f00-8047-90b9caeb5baf",
"risk_score": 39.56,
"confidence": 0.84
} | null | null | null | null | null | No additional info | IoT device HVAC battery_drain No additional info | battery_drain | null | null | null | null | null | null | null | HVAC | iot-33ff56f0 | 3.1 | null | null | null | null | null | null | null | null | null | null |
a50c72fe-15dc-4f50-9db1-3418079525cf | 2025-04-11T02:27:58 | auth | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|medium| desc=Auth bypass for portershelby via MFA from 146.67.94.26 No additional info | {
"geo_location": "Norfolk Island",
"device_hash": "d931928ae15ca69f94255d92be217b5b6f569f2fcaac776ccd1d4ffdf47019fc",
"user_agent": "Opera/8.35.(Windows NT 6.0; zh-SG) Presto/2.9.190 Version/12.00",
"session_id": "e0796cfd-a13d-4748-b087-15dee2d3d380",
"risk_score": 59.25,
"confidence": 0.27
} | 146.67.94.26 | null | null | null | null | No additional info | Auth bypass for portershelby via MFA from 146.67.94.26 No additional info | bypass | null | null | portershelby | null | null | null | null | null | null | null | null | null | null | MFA | 52:64:1e:4a:0e:af | null | null | null | null | null |
9ec0618f-fce7-475e-b52d-1e5e570edc64 | 2029-01-28T17:38:43 | network | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|info| desc=Network bandwidth_usage from 106.92.181.70 to 38.182.151.177 Associated Threat Actor: BlueNoroff | Unconventional IOC: ACPI table modifications noise=TWFjaGluZS4= | {
"geo_location": "Wallis and Futuna",
"device_hash": "87fb000be8db4c08de5f448c3b782eaf61a014a3",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_8) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/18.0.867.0 Safari/535.1",
"session_id": "6aac0bc0-8ce7-44bb-add6-3f01770ca4af",
"risk_score": 70.3,
"confidence": 0.37
} | 106.92.181.70 | 38.182.151.177 | null | null | null | Associated Threat Actor: BlueNoroff | Unconventional IOC: ACPI table modifications | Network bandwidth_usage from 106.92.181.70 to 38.182.151.177 Associated Threat Actor: BlueNoroff | Unconventional IOC: ACPI table modifications | bandwidth_usage | 53,790 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
52e2a8ad-3ce3-4ab3-ba50-4844918dccbd | 2025-04-05T06:22:19 | ids_alert | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|medium| desc=Snort Alert: Cloud API Abuse detected from 95.142.48.137 targeting 31.149.116.75 MITRE Technique: T1543.003 | {
"geo_location": "Australia",
"device_hash": "ad258dada8874aba5ccc8319d0c30c75c32da05b",
"user_agent": "Mozilla/5.0 (Linux; Android 2.2.1) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/37.0.811.0 Safari/534.2",
"session_id": "f3627f81-fe55-493b-910b-c5e3a068795c",
"risk_score": 50.39,
"confidence": 0.99
} | 95.142.48.137 | 31.149.116.75 | Cloud API Abuse | SIG-4307 | Policy | MITRE Technique: T1543.003 | Snort Alert: Cloud API Abuse detected from 95.142.48.137 targeting 31.149.116.75 MITRE Technique: T1543.003 | null | null | null | null | null | null | null | {
"baseline_deviation": 2.41,
"entropy": 7.26,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
61f31aa3-868c-4ba1-979a-b547041c65d3 | 2025-03-09T10:00:28 | cloud | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|info| desc=Cloud api_abuse in GCP by shenson MITRE Technique: T1218.011 | {
"geo_location": "Barbados",
"device_hash": "f0fb636e519b9ad276b3237dc33dc8d19d9993d5a993ef674a70859eae028f49",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_10_2 rv:5.0; de-LU) AppleWebKit/531.18.3 (KHTML, like Gecko) Version/4.0 Safari/531.18.3",
"session_id": "1934deff-85c7-4dc9-963b-25f437910c0d",
"risk_score": 66.72,
"confidence": 0.17
} | null | null | null | null | null | MITRE Technique: T1218.011 | Cloud api_abuse in GCP by shenson MITRE Technique: T1218.011 | api_abuse | null | null | shenson | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-8499ce22 |
6d84767f-6358-4667-86e7-b312c24d0f72 | 2025-02-20T16:57:49 | endpoint | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint memory_injection notice by molinajeffrey No additional info | {
"geo_location": "China",
"device_hash": "b9da57d79877d6914fc5a2242b02fd3427b3ff04",
"user_agent": "Mozilla/5.0 (Windows CE; ne-NP; rv:1.9.1.20) Gecko/9603-06-15 13:55:11 Firefox/12.0",
"session_id": "225f3af0-3635-4f7b-9827-b144222e77ea",
"risk_score": 69.77,
"confidence": 0.74
} | null | null | null | null | null | No additional info | Endpoint memory_injection notice by molinajeffrey No additional info | memory_injection | null | null | molinajeffrey | notice | 1,539 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f957d093-760c-4b32-bf1e-97be1e902ebd | 2025-03-25T09:11:07 | cloud | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|low| desc=Cloud shadow_it in OCI by mjenkins No additional info | {
"geo_location": "Saint Helena",
"device_hash": "a732a97e2aae43822253e770d762a735",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_7_4 rv:6.0; gu-IN) AppleWebKit/534.15.7 (KHTML, like Gecko) Version/4.1 Safari/534.15.7",
"session_id": "c7b453bb-1704-48de-8f64-bd1f57a9da18",
"risk_score": 51.61,
"confidence": 0.55
} | null | null | null | null | null | No additional info | Cloud shadow_it in OCI by mjenkins No additional info | shadow_it | null | null | mjenkins | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-75913f14 |
3b695674-8d92-404e-9c27-1cd3a041fc9a | 2025-04-02T01:59:09 | iot | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|medium| desc=IoT device Sensor sensor_spoofing Associated Threat Actor: REvil | {
"geo_location": "Mexico",
"device_hash": "8e20f148434f8cac65aea7fb1cfdf089b06d892a",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/41.0.872.0 Safari/531.1",
"session_id": "c53540a1-099a-4d8c-b41c-38968d72341c",
"risk_score": 72.07,
"confidence": 0.13
} | null | null | null | null | null | Associated Threat Actor: REvil | IoT device Sensor sensor_spoofing Associated Threat Actor: REvil | sensor_spoofing | null | null | null | null | null | null | null | Sensor | iot-09a37d69 | 6.2 | null | null | null | null | null | null | null | null | null | null |
75979659-4eee-4891-8259-907b450ef4c8 | 2025-06-25T07:55:31 | iot | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|iot|critical| desc=IoT device Sensor command_injection No additional info noise=avoid|gas|direction | {
"geo_location": "Lao People's Democratic Republic",
"device_hash": "2fa7fc099ba21dee2e3a23a61aff9c67f02772fd",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; el-GR) AppleWebKit/532.23.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B113 Safari/6532.23.2",
"session_id": "68b2312a-b3ae-431b-8daa-2b5c5bae6b50",
"risk_score": 71.13,
"confidence": 0.51
} | null | null | null | null | null | No additional info | IoT device Sensor command_injection No additional info | command_injection | null | null | null | null | null | null | null | Sensor | iot-4b9d2fab | 3.4 | null | null | null | null | null | null | null | null | null | null |
d1593a9b-1da7-43b6-ba54-96103971d34e | 2025-06-06T06:42:54 | firewall | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|low| desc=Firewall inspect SSH traffic from 144.119.17.162:29005 to 147.83.208.49:915 MITRE Technique: T1071.001 | {
"geo_location": "Antigua and Barbuda",
"device_hash": "743449a4d8fbc50af556f2ee62897279",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 11.0; Trident/3.0)",
"session_id": "637c3485-f003-4e52-ae10-f5851d7de7ba",
"risk_score": 42.1,
"confidence": 0.13
} | 144.119.17.162 | 147.83.208.49 | null | null | null | MITRE Technique: T1071.001 | Firewall inspect SSH traffic from 144.119.17.162:29005 to 147.83.208.49:915 MITRE Technique: T1071.001 | inspect | 826,389 | SSH | null | null | null | null | null | null | null | null | 29,005 | 915 | 2,947 | null | null | null | null | null | null | null |
859cbff7-8bca-41fa-b058-4e581f1b8c8f | 2025-05-15T16:28:47 | auth | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|info| desc=Auth bypass for nprice via passwordless from 55.52.37.214 No additional info | {
"geo_location": "Colombia",
"device_hash": "f22b3ac0dc769609d9d301d90293ba29383260adcd0996fa890c7d489962490d",
"user_agent": "Mozilla/5.0 (Windows NT 11.0; gez-ER; rv:1.9.2.20) Gecko/2690-10-02 22:02:05 Firefox/3.6.9",
"session_id": "d8a42066-4185-4f37-9751-b33da1ee4ad9",
"risk_score": 21.47,
"confidence": 0.14
} | 55.52.37.214 | null | null | null | null | No additional info | Auth bypass for nprice via passwordless from 55.52.37.214 No additional info | bypass | null | null | nprice | null | null | null | null | null | null | null | null | null | null | passwordless | bb:ac:c2:84:68:52 | null | null | null | null | null |
ee397609-8a98-4512-89fb-27d4c6c1dbdd | 2025-06-18T03:08:39 | cloud | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|medium| desc=Cloud lambda_execution in Azure by alexafranklin MITRE Technique: T1059.001 | {
"geo_location": "Western Sahara",
"device_hash": "d2244e5bf1343cee701ff2c53e03dba946bba937",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; uk-UA) AppleWebKit/534.30.4 (KHTML, like Gecko) Version/3.0.5 Mobile/8B116 Safari/6534.30.4",
"session_id": "7c046b6b-4c1a-40f7-8ffd-e06497ac0ff7",
"risk_score": 37.23,
"confidence": 0.41
} | null | null | null | null | null | MITRE Technique: T1059.001 | Cloud lambda_execution in Azure by alexafranklin MITRE Technique: T1059.001 | lambda_execution | null | null | alexafranklin | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-431f4ebe |
4c203048-fc63-41c0-9b66-9d7e350f519e | 2025-05-03T17:30:21 | ai | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|high| desc=AI system membership_inference by vanderson No additional info noise=medical|machine|weight | {
"geo_location": "United States Minor Outlying Islands",
"device_hash": "5181405f8e02940d2d6985b2a1c4d1a391a67f28",
"user_agent": "Opera/8.68.(Windows NT 6.1; ug-CN) Presto/2.9.188 Version/12.00",
"session_id": "d433aa4f-3a9e-4374-9d28-d4c213d5eca9",
"risk_score": 57.74,
"confidence": 0.27
} | null | null | null | null | null | No additional info | AI system membership_inference by vanderson No additional info | membership_inference | null | null | vanderson | null | null | null | null | null | null | null | null | null | null | null | null | model-6ad5cf3f | fa0850c67faeb523b9ed43b2d21fc245 | a565296a3518fb29792b468ad55bf49b0b091ecc | null | null |
2f3a5d17-7987-47f9-ab9e-f1f2c13517fa | 2025-07-07T06:26:49 | cloud | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|cloud|low| desc=Cloud crypto_mining in GCP by smithrobert Unconventional IOC: ACPI table modifications | {
"geo_location": "Cote d'Ivoire",
"device_hash": "e576057e676d3d17e47bf2d85e71d10a9ccb121f",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/35.0.893.0 Safari/531.2",
"session_id": "e2dc02e5-8944-4ca6-9051-5de8bdb7556a",
"risk_score": 49.29,
"confidence": 0.14
} | null | null | null | null | null | Unconventional IOC: ACPI table modifications | Cloud crypto_mining in GCP by smithrobert Unconventional IOC: ACPI table modifications | crypto_mining | null | null | smithrobert | null | null | null | {
"baseline_deviation": 2.34,
"entropy": 3.94,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | GCP | res-66610e93 |
da069d4a-48a2-40b9-b582-9eff9fe92720 | 2025-03-08T22:35:55 | firewall | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|medium| desc=Firewall inspect TCP traffic from 160.224.85.38:38066 to 10.69.44.189:427 MITRE Technique: T1134.001 | {
"geo_location": "United Arab Emirates",
"device_hash": "c72142f91e979fbb1846a7b140cc8b4d1d86e64a05e4ee70afb202608a9a90ee",
"user_agent": "Opera/8.64.(X11; Linux i686; mt-MT) Presto/2.9.166 Version/11.00",
"session_id": "91a13e5f-dcf0-4d5c-be87-1dd4525befd3",
"risk_score": 36.03,
"confidence": 0.82
} | 160.224.85.38 | 10.69.44.189 | null | null | null | MITRE Technique: T1134.001 | Firewall inspect TCP traffic from 160.224.85.38:38066 to 10.69.44.189:427 MITRE Technique: T1134.001 | inspect | 192,872 | TCP | null | null | null | null | null | null | null | null | 38,066 | 427 | 1,772 | null | null | null | null | null | null | null |
e4e1d4f0-f47a-48da-b174-2ab204e07a6d | 2025-04-21T18:41:21 | cloud | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|cloud|critical| desc=Cloud permission_escalation in Alibaba by murphyjoseph No additional info | {
"geo_location": "Namibia",
"device_hash": "09f8cdc3f22d0c9946b7d1ccd338a6fedf01f76fdb053b06694121f2a2b14517",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 13_5_1 like Mac OS X) AppleWebKit/536.2 (KHTML, like Gecko) FxiOS/12.0k0716.0 Mobile/64S468 Safari/536.2",
"session_id": "57cfeeab-76ce-49e5-b5d9-3bd0f5a5838a",
"risk_score": 49.56,
"confidence": 0.82
} | null | null | null | null | null | No additional info | Cloud permission_escalation in Alibaba by murphyjoseph No additional info | permission_escalation | null | null | murphyjoseph | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-88441f5d |
30a7a13f-7444-4c5b-bbfb-110ef8c6da7a | 2025-03-22T19:49:16 | auth | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|medium| desc=Auth failed for georgerobinson via key from 122.204.1.121 No additional info | {
"geo_location": "India",
"device_hash": "8b368fc3982c381eb389b90c18acbe4cc57fdf04ed4e46fefed1f8ba25b9d83d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.2; Trident/4.0)",
"session_id": "d01a2c52-f4ce-4e74-9202-013fee7020c4",
"risk_score": 59.41,
"confidence": 0.65
} | 122.204.1.121 | null | null | null | null | No additional info | Auth failed for georgerobinson via key from 122.204.1.121 No additional info | failed | null | null | georgerobinson | null | null | null | null | null | null | null | null | null | null | key | 6b:9e:13:35:4f:02 | null | null | null | null | null |
07f7ee71-9ba7-4e97-9c3d-9783fcc861c6 | 2025-06-07T14:51:12 | endpoint | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|high| desc=Endpoint registry_change /single/military.mp3 by rodriguezjennifer Associated Threat Actor: Equation Group | {
"geo_location": "Chile",
"device_hash": "92fe698a79b601e9be37b71a513b4f6e",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_11_9) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/26.0.862.0 Safari/531.2",
"session_id": "30018fa0-46be-4578-ae9c-3f70244d12f6",
"risk_score": 39.26,
"confidence": 0.7
} | null | null | null | null | null | Associated Threat Actor: Equation Group | Endpoint registry_change /single/military.mp3 by rodriguezjennifer Associated Threat Actor: Equation Group | registry_change | null | null | rodriguezjennifer | /single/military.mp3 | 2,467 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9a413252-5d8a-4f51-8180-6d233076d5e6 | 2025-06-15T06:37:48 | firewall | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|low| desc=Firewall inspect DNS traffic from 198.79.73.12:209 to 115.6.190.200:6222 MITRE Technique: T1218.011 | {
"geo_location": "Tuvalu",
"device_hash": "bcca56ed89b962a22e9d53da9bcae140",
"user_agent": "Opera/8.94.(X11; Linux x86_64; am-ET) Presto/2.9.161 Version/12.00",
"session_id": "5d187c92-8f24-42a3-afc1-6d0f7c55b5dc",
"risk_score": 56.25,
"confidence": 0.48
} | 198.79.73.12 | 115.6.190.200 | null | null | null | MITRE Technique: T1218.011 | Firewall inspect DNS traffic from 198.79.73.12:209 to 115.6.190.200:6222 MITRE Technique: T1218.011 | inspect | 794,844 | DNS | null | null | null | null | null | null | null | null | 209 | 6,222 | 578 | null | null | null | null | null | null | null |
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