event_id stringlengths 36 36 | timestamp timestamp[s]date 2020-07-12 21:38:20 2030-07-10 06:49:21 | event_type stringclasses 8
values | source stringclasses 20
values | severity stringclasses 6
values | raw_log stringlengths 91 282 | advanced_metadata dict | user stringlengths 3 22 ⌀ | action stringclasses 55
values | object stringlengths 1 32 ⌀ | process_id int64 100 10k ⌀ | parent_process stringclasses 4
values | additional_info stringlengths 18 148 | description stringlengths 45 225 | behavioral_analytics dict | device_type stringclasses 5
values | device_id stringlengths 12 12 ⌀ | firmware_version stringclasses 100
values | src_ip stringlengths 8 15 ⌀ | dst_ip stringlengths 3 15 ⌀ | alert_type stringclasses 17
values | signature_id stringlengths 8 8 ⌀ | category stringclasses 5
values | cloud_service stringclasses 5
values | resource_id stringlengths 12 12 ⌀ | model_id stringlengths 14 14 ⌀ | input_hash stringlengths 32 64 ⌀ | output_hash stringlengths 32 64 ⌀ | src_port int64 1 65.5k ⌀ | dst_port int64 1 65.5k ⌀ | protocol stringclasses 10
values | bytes int64 105 1,000k ⌀ | duration int64 1 3.6k ⌀ | method stringclasses 7
values | mac_address stringlengths 17 17 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2fe5ed8f-7315-4248-8b2d-79db18b0f91b | 2025-02-05T19:54:45 | ids_alert | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ids_alert|high| desc=Microsoft Sentinel Alert: MFA Bypass detected from 58.97.234.235 targeting 83.26.46.8 No additional info | {
"geo_location": "Mali",
"device_hash": "7856321ef548f03b948525e04b95af9a0e9e2458",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_12_2 rv:3.0; fil-PH) AppleWebKit/534.6.2 (KHTML, like Gecko) Version/5.0 Safari/534.6.2",
"session_id": "7fa85eac-8786-4d08-9b68-6d406b9e6bb0",
"risk_score": 35.45,
"... | null | null | null | null | null | No additional info | Microsoft Sentinel Alert: MFA Bypass detected from 58.97.234.235 targeting 83.26.46.8 No additional info | null | null | null | null | 58.97.234.235 | 83.26.46.8 | MFA Bypass | SIG-2865 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
5fd83848-cdb7-4e65-bc4a-3d6d568665dd | 2025-07-06T16:51:07 | endpoint | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint service_install /few/bring.mp4 by vortega MITRE Technique: T1543.003 | {
"geo_location": "Poland",
"device_hash": "d3bbe26af5be75513b1f48284ecc4e0083fee4d5",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 11.0; Trident/4.0)",
"session_id": "810622d8-3e1a-415d-afc0-6cdd45cb0629",
"risk_score": 47.12,
"confidence": 0.55
} | vortega | service_install | /few/bring.mp4 | 790 | explorer.exe | MITRE Technique: T1543.003 | Endpoint service_install /few/bring.mp4 by vortega MITRE Technique: T1543.003 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0f11a6f9-0f8b-4305-8c93-390929acb39e | 2025-06-08T16:24:12 | endpoint | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint memory_injection /hotel/draw.odt by fsmith No additional info | {
"geo_location": "Congo",
"device_hash": "4a68e6f88085128dc4bce28b8e5ceec9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.1; Trident/3.0)",
"session_id": "0d3a1320-2abf-4645-82b2-b3f85863016c",
"risk_score": 57.38,
"confidence": 0.62
} | fsmith | memory_injection | /hotel/draw.odt | 9,584 | svchost.exe | No additional info | Endpoint memory_injection /hotel/draw.odt by fsmith No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7786f9da-2f0f-4601-bca9-66276759e0d1 | 2025-06-11T00:24:36 | auth | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|info| desc=Auth bypass for shernandez via MFA from 42.233.225.9 No additional info noise=TWlzcy4= | {
"geo_location": "Luxembourg",
"device_hash": "02ca3ab30ab8e598909e540d7150a10df1a84d61b7a171d6d99d3d9588d8deff",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; ckb-IQ) AppleWebKit/533.42.5 (KHTML, like Gecko) Version/3.0.5 Mobile/8B116 Safari/6533.42.5",
"session_id": "052d3668-8c42-463... | shernandez | bypass | null | null | null | No additional info | Auth bypass for shernandez via MFA from 42.233.225.9 No additional info | null | null | null | null | 42.233.225.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 72:ec:47:82:36:08 |
674eea8a-46b4-4aac-808d-63304040b31b | 2025-01-29T19:39:01 | endpoint | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint service_install /exist/network.jpg by kathrynorr No additional info | {
"geo_location": "Jamaica",
"device_hash": "595825b3df6a8250f8159d14b061f824d69afcb8",
"user_agent": "Opera/8.62.(Windows 95; ca-AD) Presto/2.9.165 Version/12.00",
"session_id": "3a73d6a8-b0d6-4129-9227-58342fa43fd1",
"risk_score": 34.08,
"confidence": 0.61
} | kathrynorr | service_install | /exist/network.jpg | 9,250 | cmd.exe | No additional info | Endpoint service_install /exist/network.jpg by kathrynorr No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
cb2e8301-21df-484d-a0f0-39fa863372cd | 2025-04-16T02:32:28 | ai | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|info| desc=AI system adversarial_input by yolanda70 No additional info | {
"geo_location": "Peru",
"device_hash": "56e105946908040c3867a01661a1cfab085c00d3941d8eae48dd3d5d8622a3ee",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 9_3_5 like Mac OS X) AppleWebKit/532.1 (KHTML, like Gecko) CriOS/38.0.857.0 Mobile/13H004 Safari/532.1",
"session_id": "3f815093-b22b-4dab-b4f6-aa72a6c81... | yolanda70 | adversarial_input | null | null | null | No additional info | AI system adversarial_input by yolanda70 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-519ceaf7 | 106301529ddb5d2455e67884d18b35f47f265e13 | 50e7d623e849f5960f14954599dbcd2520fa46f39c617af03652a3cb2d6f0d6c | null | null | null | null | null | null | null |
636a25fc-0f6b-49ca-9b3a-de35bd390abb | 2025-05-07T06:31:54 | ids_alert | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|medium| desc=Suricata Alert: DDoS detected from 28.58.75.18 targeting 101.10.55.76 No additional info | {
"geo_location": "Guadeloupe",
"device_hash": "46c6e72ce397c865b916b85273a7a72c",
"user_agent": "Opera/9.43.(X11; Linux i686; nn-NO) Presto/2.9.168 Version/11.00",
"session_id": "7428e286-9ab3-4982-99b3-0b6daf6d2944",
"risk_score": 87.54,
"confidence": 0.78
} | null | null | null | null | null | No additional info | Suricata Alert: DDoS detected from 28.58.75.18 targeting 101.10.55.76 No additional info | null | null | null | null | 28.58.75.18 | 101.10.55.76 | DDoS | SIG-9019 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
8a0a8ac9-da43-413b-bc73-6809f627f469 | 2025-02-23T20:35:22 | iot | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|critical| desc=IoT device Thermostat side_channel MITRE Technique: T1218.011 noise=639D1F2F | {
"geo_location": "Sri Lanka",
"device_hash": "a5ea137b6621e15ff36afb091113d95843c356fb",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 9_3_6 like Mac OS X) AppleWebKit/532.1 (KHTML, like Gecko) FxiOS/9.6m5290.0 Mobile/96P109 Safari/532.1",
"session_id": "16e8f562-aa32-416f-a189-35c6e844a88e",
"risk_score": 5... | null | side_channel | null | null | null | MITRE Technique: T1218.011 | IoT device Thermostat side_channel MITRE Technique: T1218.011 | null | Thermostat | iot-ac11cba9 | 6.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
71b2dcff-e016-4d9f-b73d-b44fe03db6d4 | 2025-06-21T20:28:37 | iot | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|high| desc=IoT device Medical sensor_spoofing No additional info | {
"geo_location": "Singapore",
"device_hash": "493cced33eb89d64650c02135cb627f48c9761a477c8e4065770e5111bc6a548",
"user_agent": "Opera/8.43.(X11; Linux x86_64; ml-IN) Presto/2.9.176 Version/10.00",
"session_id": "8193e5cb-b796-4949-a693-75a4282153cb",
"risk_score": 36.47,
"confidence": 0.11
} | null | sensor_spoofing | null | null | null | No additional info | IoT device Medical sensor_spoofing No additional info | null | Medical | iot-f809de24 | 9.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
eb4a435d-392a-4f27-90a6-44e3e96b3ffa | 2025-07-06T06:27:28 | ids_alert | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|high| desc=Trellix Alert: AI Model Poisoning detected from 188.197.18.244 targeting 10.249.152.140 MITRE Technique: T1547.001 | {
"geo_location": "Montenegro",
"device_hash": "252fa5a339759fec5ca29c356ed407e2",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.2; Trident/3.1)",
"session_id": "33c1bf4f-5a1c-4522-954a-4ad00dc50fc7",
"risk_score": 33.75,
"confidence": 0.01
} | null | null | null | null | null | MITRE Technique: T1547.001 | Trellix Alert: AI Model Poisoning detected from 188.197.18.244 targeting 10.249.152.140 MITRE Technique: T1547.001 | null | null | null | null | 188.197.18.244 | 10.249.152.140 | AI Model Poisoning | SIG-6500 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
8bbdc57f-1aa2-41be-92d1-401f8037889f | 2026-08-02T17:24:22 | firewall | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|low| desc=Firewall deny ICMP traffic from 3.115.102.182:35048 to 39.227.103.204:41 No additional info noise=cost|arm|sense | {
"geo_location": "Greece",
"device_hash": "bffb2d06bb9cb0658fd63a11770e9307a433577f56b154ce0067593112fed001",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; apn-IN) AppleWebKit/531.21.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B118 Safari/6531.21.6",
"session_id": "99c5bdd7-502c-4eb1-b0... | null | deny | null | null | null | No additional info | Firewall deny ICMP traffic from 3.115.102.182:35048 to 39.227.103.204:41 No additional info | {
"baseline_deviation": 0.65,
"entropy": 5.03,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 3.115.102.182 | 39.227.103.204 | null | null | null | null | null | null | null | null | 35,048 | 41 | ICMP | 34,197 | 214 | null | null |
46504081-93fc-4b5e-9563-ad1b38965857 | 2025-02-06T07:57:55 | endpoint | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|info| desc=Endpoint file_access /example/father.avi by millerjames Unconventional IOC: Bios timestamp anomalies | {
"geo_location": "United States of America",
"device_hash": "88be935395c17eea22d54d2828f0ac6d",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 3_2_2 like Mac OS X) AppleWebKit/531.0 (KHTML, like Gecko) FxiOS/11.1j9782.0 Mobile/02F266 Safari/531.0",
"session_id": "2fac5ce7-dd7b-4f3a-aa98-59128b81b102",
"risk_s... | millerjames | file_access | /example/father.avi | 2,062 | cmd.exe | Unconventional IOC: Bios timestamp anomalies | Endpoint file_access /example/father.avi by millerjames Unconventional IOC: Bios timestamp anomalies | {
"baseline_deviation": 1.63,
"entropy": 5.42,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d629b9e7-3ecf-48b5-be7c-7a69f540259b | 2025-02-24T16:14:35 | ai | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ai|info| desc=AI system membership_inference by larcher No additional info | {
"geo_location": "Egypt",
"device_hash": "b1e9dfe56a89d49e691c5f4f28761bc3a7ffcb32",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 10.0) AppleWebKit/534.44.3 (KHTML, like Gecko) Version/5.0.3 Safari/534.44.3",
"session_id": "ab301237-4299-4d19-a717-6f3164e93ccf",
"risk_score": 13.95,
"confidence": 0.3... | larcher | membership_inference | null | null | null | No additional info | AI system membership_inference by larcher No additional info | null | null | null | null | null | null | null | null | null | null | null | model-77b96c13 | 36484bf2fe6c36ace980e25ca78af9c0cd403b7352b17beef57ee883a670ec2c | 6156209dc593f8b3e1652219ab2f38b65abae77f | null | null | null | null | null | null | null |
bd22b7fd-718c-4e76-b5b6-7ffa8075f64c | 2025-07-04T23:59:58 | network | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|high| desc=Network data_exfiltration from 138.134.36.55 to 194.165.188.158 Associated Threat Actor: FIN7 | {
"geo_location": "Spain",
"device_hash": "105d929a582d040ce9c46ec0eb43854a",
"user_agent": "Mozilla/5.0 (Linux; Android 4.0.3) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/16.0.897.0 Safari/531.1",
"session_id": "e81ff3e7-f60d-4022-ab81-f0d63e0f8d28",
"risk_score": 15.18,
"confidence": 0.08
} | null | data_exfiltration | null | null | null | Associated Threat Actor: FIN7 | Network data_exfiltration from 138.134.36.55 to 194.165.188.158 Associated Threat Actor: FIN7 | null | null | null | null | 138.134.36.55 | 194.165.188.158 | null | null | null | null | null | null | null | null | null | null | HTTPS | 539,807 | null | null | null |
3a6145aa-eba1-4b3e-8511-eb4cd6e656d7 | 2025-06-04T06:06:17 | auth | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|low| desc=Auth success for christianweber via biometric from 10.201.220.0 No additional info | {
"geo_location": "Saint Martin",
"device_hash": "124f7a17f8169ba2d6e1d42f824fa461d31107b2",
"user_agent": "Opera/9.16.(Windows NT 10.0; byn-ER) Presto/2.9.175 Version/10.00",
"session_id": "29dabe5b-aa2c-4103-8c39-2e2a4ec43925",
"risk_score": 72.35,
"confidence": 0.61
} | christianweber | success | null | null | null | No additional info | Auth success for christianweber via biometric from 10.201.220.0 No additional info | null | null | null | null | 10.201.220.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | bc:c8:e9:6c:74:0a |
7b92ad93-75f6-478d-9ada-084c34f2077f | 2025-07-10T06:09:37 | ids_alert | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ids_alert|critical| desc=OSSEC Alert: Supply Chain Compromise detected from 88.102.190.12 targeting 78.145.138.85 Zero-day exploit pattern detected | {
"geo_location": "Niger",
"device_hash": "6fd6d1ec0131061de1bf47ff21cb53c6b4b4b770ec8122ca6bc8ee11a8fcd6c0",
"user_agent": "Mozilla/5.0 (Android 1.1; Mobile; rv:12.0) Gecko/12.0 Firefox/12.0",
"session_id": "9437a925-3682-452f-9435-020a497680aa",
"risk_score": 75.14,
"confidence": 0.1
} | null | null | null | null | null | Zero-day exploit pattern detected | OSSEC Alert: Supply Chain Compromise detected from 88.102.190.12 targeting 78.145.138.85 Zero-day exploit pattern detected | null | null | null | null | 88.102.190.12 | 78.145.138.85 | Supply Chain Compromise | SIG-5872 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
334e676d-da64-46f1-ad28-49806b0e1ad7 | 2025-04-17T04:30:46 | firewall | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|medium| desc=Firewall drop HTTPS traffic from 174.203.239.217:104 to 61.7.232.7:41 MITRE Technique: T1071.001 | {
"geo_location": "Gambia",
"device_hash": "1c86d6d0f42449857835a562605e8f64c2d99be0",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_5_4) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/38.0.868.0 Safari/535.2",
"session_id": "991a0579-a067-4ea0-8ac1-65defed68d9e",
"risk_score": 60.75,
"confidence":... | null | drop | null | null | null | MITRE Technique: T1071.001 | Firewall drop HTTPS traffic from 174.203.239.217:104 to 61.7.232.7:41 MITRE Technique: T1071.001 | null | null | null | null | 174.203.239.217 | 61.7.232.7 | null | null | null | null | null | null | null | null | 104 | 41 | HTTPS | 908,893 | 2,512 | null | null |
087a96a4-bf13-471f-afbd-d707ffad2d0a | 2023-11-08T08:16:44 | network | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|low| desc=Network covert_channel from 86.42.33.234 to 196.156.170.234 MITRE Technique: T1543.003 | {
"geo_location": "Lebanon",
"device_hash": "a39874669446fe63860da13993b07f50",
"user_agent": "Opera/8.29.(Windows NT 5.01; dz-BT) Presto/2.9.178 Version/10.00",
"session_id": "d8982f7a-27d2-4c24-8fc4-3b9247ef3643",
"risk_score": 19.41,
"confidence": 0.34
} | null | covert_channel | null | null | null | MITRE Technique: T1543.003 | Network covert_channel from 86.42.33.234 to 196.156.170.234 MITRE Technique: T1543.003 | null | null | null | null | 86.42.33.234 | 196.156.170.234 | null | null | null | null | null | null | null | null | null | null | ICMP | 336,282 | null | null | null |
6e5bc2cf-0353-4b92-8582-3454774a276d | 2025-04-06T06:16:29 | auth | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|low| desc=Auth locked for kmartin via OAuth from 212.248.157.244 No additional info | {
"geo_location": "Liechtenstein",
"device_hash": "c7e2308777ccf82f183cd7295c1994db5b70620f",
"user_agent": "Mozilla/5.0 (Linux; Android 2.0) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/14.0.872.0 Safari/535.1",
"session_id": "c00f1f7f-c6a0-4e8e-89b0-f63d6c8e2fa9",
"risk_score": 22.26,
"confidence": 0.39
} | kmartin | locked | null | null | null | No additional info | Auth locked for kmartin via OAuth from 212.248.157.244 No additional info | null | null | null | null | 212.248.157.244 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | db:e6:83:09:f4:ed |
dbe8eb02-bfb6-49c6-abe6-521dee856014 | 2025-05-24T10:10:12 | network | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|high| desc=Network connection from 212.208.200.214 to 153.180.14.136 No additional info | {
"geo_location": "Iraq",
"device_hash": "d00ae07c17d406047fe3c105b44f1e3fb75d1f09e53dcd81b26d4990c0abee51",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/18.0.896.0 Safari/532.2",
"session_id": "e5bef9a2-a203-4597-b3e0-e92c02f12bdd",
"risk_score": 68.99,
"confi... | null | connection | null | null | null | No additional info | Network connection from 212.208.200.214 to 153.180.14.136 No additional info | {
"baseline_deviation": 1.3,
"entropy": 2.84,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 212.208.200.214 | 153.180.14.136 | null | null | null | null | null | null | null | null | null | null | HTTPS | 949,109 | null | null | null |
1141507d-2ed6-4ad0-b6d4-abcab93ec84b | 2025-03-21T07:26:42 | ai | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|info| desc=AI system model_access by honeal No additional info | {
"geo_location": "Tajikistan",
"device_hash": "528dabacdda8d46c95d0f91d6a15f14ae2cda2e70bbc59221e08cf8400c28767",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Win 9x 4.90; Trident/4.0)",
"session_id": "07f9e6cc-9aa9-4a74-b544-307dbb3cee91",
"risk_score": 53.74,
"confidence": 0.24
} | honeal | model_access | null | null | null | No additional info | AI system model_access by honeal No additional info | null | null | null | null | null | null | null | null | null | null | null | model-1a8bdd64 | 0718c7f92d94fdb203f1832c8008e3aa900847bd | d530e3322746f5d84a621d3c25e9b1cd | null | null | null | null | null | null | null |
487e0d7a-a10d-4472-92b8-7a8bc536b2cd | 2025-01-31T05:47:00 | ids_alert | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|high| desc=Zeek Alert: ICS Attack detected from 18.43.128.71 targeting N/A No additional info | {
"geo_location": "Mauritania",
"device_hash": "a58ea82a06e047591cb1b4a3220466940c6d14fb",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/9966-11-04 09:10:59 Firefox/3.8",
"session_id": "83e1b70b-2af8-4cfa-9b8d-a0ea2610c383",
"risk_score": 62.95,
"confidence": 0.76
} | null | null | null | null | null | No additional info | Zeek Alert: ICS Attack detected from 18.43.128.71 targeting N/A No additional info | null | null | null | null | 18.43.128.71 | N/A | ICS Attack | SIG-8314 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
52e2dd17-3062-4af6-aadd-e660199b134e | 2025-06-08T22:21:36 | ids_alert | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|critical| desc=CrowdStrike Alert: Credential Stuffing detected from 39.29.98.42 targeting N/A No additional info | {
"geo_location": "Barbados",
"device_hash": "be32f0ddfeb7760c74adf6ffe125823447ddd4c0",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_0 rv:5.0; id-ID) AppleWebKit/532.2.4 (KHTML, like Gecko) Version/4.0.1 Safari/532.2.4",
"session_id": "d6bb8921-8a50-4cad-a483-2d246c4f14b9",
"risk_score": 46.36,... | null | null | null | null | null | No additional info | CrowdStrike Alert: Credential Stuffing detected from 39.29.98.42 targeting N/A No additional info | null | null | null | null | 39.29.98.42 | N/A | Credential Stuffing | SIG-1899 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
e49f7a2b-8ba3-4fb3-9d94-b7e2c63e2642 | 2025-03-18T04:17:07 | auth | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|auth|low| desc=Auth challenge for wilkersoneileen via biometric from 111.32.0.194 No additional info noise=5D34239B | {
"geo_location": "Saint Martin",
"device_hash": "4b9109727227ffd23ba6695a1f9fd76f2189080954c592a6fa9866705f1fee4f",
"user_agent": "Opera/8.21.(Windows NT 10.0; tig-ER) Presto/2.9.160 Version/12.00",
"session_id": "299dbe9c-a612-4fd0-b492-75fc17793cb8",
"risk_score": 54.32,
"confidence": 0.83
} | wilkersoneileen | challenge | null | null | null | No additional info | Auth challenge for wilkersoneileen via biometric from 111.32.0.194 No additional info | null | null | null | null | 111.32.0.194 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 2e:c3:1e:ad:9c:7c |
bad3814b-7e02-40cd-af7c-24ae63ee0c77 | 2025-01-26T02:10:22 | firewall | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|high| desc=Firewall drop DNS traffic from 168.179.6.216:267 to 73.191.109.164:984 No additional info | {
"geo_location": "Gabon",
"device_hash": "d0f1a6ff8c0f1d5c5831f52b88afac71681a5be9",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; ca-ES) AppleWebKit/535.14.7 (KHTML, like Gecko) Version/3.0.5 Mobile/8B118 Safari/6535.14.7",
"session_id": "8deede03-74a5-4e34-ad88-bd3f43d356ad",
"risk_... | null | drop | null | null | null | No additional info | Firewall drop DNS traffic from 168.179.6.216:267 to 73.191.109.164:984 No additional info | null | null | null | null | 168.179.6.216 | 73.191.109.164 | null | null | null | null | null | null | null | null | 267 | 984 | DNS | 160,384 | 452 | null | null |
a1005975-0194-4f48-9fbf-41872fe4a171 | 2025-06-16T17:01:07 | network | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|network|medium| desc=Network beaconing from 73.121.98.140 to 124.210.39.61 MITRE Technique: T1218.011 | {
"geo_location": "Liberia",
"device_hash": "bfd426836f4bb9afef9101f5f6eb25f1767347a9d9cc49cea0df5844e0a19f02",
"user_agent": "Opera/9.72.(Windows NT 4.0; fr-FR) Presto/2.9.179 Version/12.00",
"session_id": "fe95394e-25c7-463a-a6b7-abf684c39566",
"risk_score": 59.42,
"confidence": 0.42
} | null | beaconing | null | null | null | MITRE Technique: T1218.011 | Network beaconing from 73.121.98.140 to 124.210.39.61 MITRE Technique: T1218.011 | null | null | null | null | 73.121.98.140 | 124.210.39.61 | null | null | null | null | null | null | null | null | null | null | TCP | 443,993 | null | null | null |
02010064-c9de-4f85-bfe4-34c664508bad | 2025-05-01T03:30:57 | iot | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|critical| desc=IoT device Sensor side_channel No additional info noise=Q2hhaXIu | {
"geo_location": "Tunisia",
"device_hash": "0f39182828d09570aba0ad0d9ff967bfff11062c089c9b245999c5d92671f76d",
"user_agent": "Mozilla/5.0 (Android 5.0.2; Mobile; rv:24.0) Gecko/24.0 Firefox/24.0",
"session_id": "3d583a61-89cd-4c4b-b518-4fbb69351ce4",
"risk_score": 58.91,
"confidence": 0.42
} | null | side_channel | null | null | null | No additional info | IoT device Sensor side_channel No additional info | null | Sensor | iot-9f18a305 | 10.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3e536ac2-307c-4fad-b137-f2755cb02b5d | 2025-05-23T02:26:44 | network | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|medium| desc=Network connection from 221.49.149.244 to 198.100.9.95 No additional info | {
"geo_location": "Pakistan",
"device_hash": "99596670b41890ad97a9dce48ce3f17a548e21db3bb1f9c301e77008d9367fec",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 12_5_7 like Mac OS X) AppleWebKit/532.0 (KHTML, like Gecko) FxiOS/15.9g1431.0 Mobile/95D734 Safari/532.0",
"session_id": "ab5e5d81-2265-45fe-af3a-b1c... | null | connection | null | null | null | No additional info | Network connection from 221.49.149.244 to 198.100.9.95 No additional info | null | null | null | null | 221.49.149.244 | 198.100.9.95 | null | null | null | null | null | null | null | null | null | null | ICMP | 51,375 | null | null | null |
8ff47266-7ae0-4ffe-98ef-c054a8f4e509 | 2025-02-27T02:53:34 | cloud | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|critical| desc=Cloud api_abuse in GCP by ericroberts No additional info | {
"geo_location": "Guatemala",
"device_hash": "510728b128ba381b57ebbb23342803d9fb0fe23055572ee744cd8024687139c8",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 11.0; Trident/4.1)",
"session_id": "ca35f23f-633a-4d2d-9827-88abe22a149d",
"risk_score": 73.89,
"confidence": 0.53
} | ericroberts | api_abuse | null | null | null | No additional info | Cloud api_abuse in GCP by ericroberts No additional info | null | null | null | null | null | null | null | null | null | GCP | res-105107cd | null | null | null | null | null | null | null | null | null | null |
e5735ea1-8f95-439e-97c7-e05338e5f30f | 2025-07-10T17:36:24 | cloud | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|low| desc=Cloud permission_escalation in OCI by benderpatrick No additional info | {
"geo_location": "Denmark",
"device_hash": "7e45d46ea3f5a95ca956d8c1e59cbbbf73f94d7ae607dbafad90aae1d8fe744b",
"user_agent": "Mozilla/5.0 (Linux; Android 2.3.5) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/53.0.895.0 Safari/532.0",
"session_id": "33f5dbac-fb00-4ee9-89bd-f97c1c5ee378",
"risk_score": 18.63,
... | benderpatrick | permission_escalation | null | null | null | No additional info | Cloud permission_escalation in OCI by benderpatrick No additional info | null | null | null | null | null | null | null | null | null | OCI | res-128b2b47 | null | null | null | null | null | null | null | null | null | null |
e4828606-9c9e-4be4-922d-98f64497213f | 2025-04-14T19:38:48 | ai | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|low| desc=AI system membership_inference by jodi00 No additional info | {
"geo_location": "Estonia",
"device_hash": "12a0152117868b28ca954ec8dc0eeda1347a1ea4",
"user_agent": "Mozilla/5.0 (Windows NT 4.0; hi-IN; rv:1.9.0.20) Gecko/3347-12-15 10:58:16 Firefox/6.0",
"session_id": "a3f8071e-cfff-436d-9d4e-ffc7582b9d92",
"risk_score": 63.93,
"confidence": 0.15
} | jodi00 | membership_inference | null | null | null | No additional info | AI system membership_inference by jodi00 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-51d229c2 | 749ea5a09ab35b52e25853e2f61e638b | 96b8d7d7732b68d4f6f7a15802276373d802092f | null | null | null | null | null | null | null |
22528f5f-14e8-42e3-b31c-84064ac7c9bd | 2025-05-09T22:40:49 | iot | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|low| desc=IoT device Medical physical_tamper No additional info noise=tags | {
"geo_location": "Montserrat",
"device_hash": "6294af0ca523c3afe5f7158b998a9a1a12d249c3",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_8_7; rv:1.9.5.20) Gecko/7151-01-23 18:17:08 Firefox/3.6.1",
"session_id": "666f5ae8-c5f1-4158-9770-925416906725",
"risk_score": 69.32,
"confidence": 0.68
} | null | physical_tamper | null | null | null | No additional info | IoT device Medical physical_tamper No additional info | null | Medical | iot-1775784e | 4.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
10c6a4ba-abc4-452e-a4b8-1fcd38667e2d | 2025-04-08T02:34:50 | ai | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|info| desc=AI system model_inversion by williamsuarez MITRE Technique: T1134.001 noise=U3RhdGVtZW50Lg== | {
"geo_location": "Tonga",
"device_hash": "0edfde361db343fdd931bf0f029c17be",
"user_agent": "Opera/8.53.(X11; Linux i686; bem-ZM) Presto/2.9.169 Version/10.00",
"session_id": "4dd51e24-c2bd-4729-92bf-93654e6d8cde",
"risk_score": 28.83,
"confidence": 0.42
} | williamsuarez | model_inversion | null | null | null | MITRE Technique: T1134.001 | AI system model_inversion by williamsuarez MITRE Technique: T1134.001 | null | null | null | null | null | null | null | null | null | null | null | model-9ac3d18a | 55dae90da002b616d5b730b0353dcece | c8e5b3fe8b09773f83563724d97fa9ac01525320725c0ab3750d17c785847a8e | null | null | null | null | null | null | null |
a2175ea5-99da-4040-9725-afd3ac69835b | 2025-05-24T12:34:51 | auth | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|medium| desc=Auth bypass for xfarmer via biometric from 98.43.236.163 No additional info | {
"geo_location": "Netherlands Antilles",
"device_hash": "f4b0d84b03138ec2341786e84b0e4e30",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Trident/5.0)",
"session_id": "5b8a20d8-beb0-49e7-9aba-3cb1c68ee3ae",
"risk_score": 50.37,
"confidence": 0.41
} | xfarmer | bypass | null | null | null | No additional info | Auth bypass for xfarmer via biometric from 98.43.236.163 No additional info | null | null | null | null | 98.43.236.163 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | fa:7c:4a:bd:7b:60 |
6626def8-5e75-47b7-a9f9-d7367f6a21df | 2025-04-11T08:48:48 | auth | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|medium| desc=Auth failed for ramosnicole via password from 122.227.208.170 No additional info noise=wear|case|whatever | {
"geo_location": "French Polynesia",
"device_hash": "6b670786f6f86aec31fca4cb8bcfffa4c8fc98ff",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_11_4) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/61.0.880.0 Safari/532.2",
"session_id": "5f33872f-f1be-47b6-bb62-fb3b46b1748a",
"risk_score": 22.91,
"con... | ramosnicole | failed | null | null | null | No additional info | Auth failed for ramosnicole via password from 122.227.208.170 No additional info | null | null | null | null | 122.227.208.170 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 83:77:1f:29:84:ca |
e10b65e9-5f08-456b-b3e7-59b72b71a02e | 2025-06-29T19:51:28 | network | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|high| desc=Network bandwidth_usage from 142.102.163.34 to 136.184.196.5 No additional info | {
"geo_location": "Bangladesh",
"device_hash": "d689470596a57462ae4d40280242a68d79c01336",
"user_agent": "Opera/9.67.(X11; Linux i686; ast-ES) Presto/2.9.162 Version/12.00",
"session_id": "c1537652-d1c0-4750-888e-937b3da19506",
"risk_score": 76.28,
"confidence": 0.31
} | null | bandwidth_usage | null | null | null | No additional info | Network bandwidth_usage from 142.102.163.34 to 136.184.196.5 No additional info | null | null | null | null | 142.102.163.34 | 136.184.196.5 | null | null | null | null | null | null | null | null | null | null | HTTP | 42,570 | null | null | null |
b4c0e1f2-a118-41c2-a6df-473ba18f4cb3 | 2025-05-18T06:59:58 | ai | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|medium| desc=AI system adversarial_input by melaniemiller MITRE Technique: T1134.001 | {
"geo_location": "Azerbaijan",
"device_hash": "c30a629fd00b000bcc3f3ddcc47f292544e8f414",
"user_agent": "Opera/8.45.(Windows 95; bhb-IN) Presto/2.9.178 Version/11.00",
"session_id": "9dcdf200-5162-4e4c-bf4c-b16aa10c6fe5",
"risk_score": 34.43,
"confidence": 0.91
} | melaniemiller | adversarial_input | null | null | null | MITRE Technique: T1134.001 | AI system adversarial_input by melaniemiller MITRE Technique: T1134.001 | null | null | null | null | null | null | null | null | null | null | null | model-670f7984 | 8566f25c1a6680e4d2abe4eb9adef94c70704d66 | 26f9f50616fc14b9bc73a2028e0dad46 | null | null | null | null | null | null | null |
4e185632-ee4c-459d-9fa7-5a30e8ed0a8e | 2025-05-11T10:06:08 | auth | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|medium| desc=Auth timeout for sandyhutchinson via MFA from 10.65.114.217 No additional info | {
"geo_location": "Greenland",
"device_hash": "aeb12d2c39646b2c0501ecb1e17803d2de4ab7955aed4e9353bcedf7d99eea79",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.2; Trident/5.1)",
"session_id": "18d47295-1bcf-442e-8bb9-ea44aaeb5a55",
"risk_score": 20.6,
"confidence": 0.68
} | sandyhutchinson | timeout | null | null | null | No additional info | Auth timeout for sandyhutchinson via MFA from 10.65.114.217 No additional info | null | null | null | null | 10.65.114.217 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | cd:47:5f:69:e4:4f |
11b6edf9-6642-426d-a97c-25351ac7f4db | 2025-05-10T15:34:36 | ids_alert | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|high| desc=Trellix Alert: Supply Chain Compromise detected from 42.52.80.222 targeting N/A Unconventional IOC: Quantum random number deviations | {
"geo_location": "Senegal",
"device_hash": "f474ebf3f77a035cc9abaf77819bbe1cf80e0a556a8cf7f0aaa280deceb42f88",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 13_5_1 like Mac OS X) AppleWebKit/535.0 (KHTML, like Gecko) CriOS/14.0.836.0 Mobile/46G150 Safari/535.0",
"session_id": "06f8623d-0c23-4ba2-b92e-8654eb301... | null | null | null | null | null | Unconventional IOC: Quantum random number deviations | Trellix Alert: Supply Chain Compromise detected from 42.52.80.222 targeting N/A Unconventional IOC: Quantum random number deviations | null | null | null | null | 42.52.80.222 | N/A | Supply Chain Compromise | SIG-6175 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
419548a8-1d57-4adb-9c65-f9296b6fca91 | 2025-06-22T19:44:09 | network | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|info| desc=Network latency_spike from 136.49.20.105 to 10.142.15.42 No additional info | {
"geo_location": "Guinea-Bissau",
"device_hash": "e373e0704ed234db9ac1bf2d8e394310aa7c6d3c",
"user_agent": "Opera/9.73.(Windows CE; hi-IN) Presto/2.9.172 Version/12.00",
"session_id": "ad23a063-d24c-4704-959e-2ec0917ac119",
"risk_score": 63.12,
"confidence": 0.13
} | null | latency_spike | null | null | null | No additional info | Network latency_spike from 136.49.20.105 to 10.142.15.42 No additional info | null | null | null | null | 136.49.20.105 | 10.142.15.42 | null | null | null | null | null | null | null | null | null | null | UDP | 740,972 | null | null | null |
3939755f-165d-4726-ae6e-e1612f2d2e38 | 2025-07-07T16:13:00 | endpoint | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|info| desc=Endpoint registry_change while by john50 Fileless execution detected | {
"geo_location": "Macao",
"device_hash": "a9f3bd55da71cc51d39261596dc4420d7251dffbe3e3abeaacf27328bf2b50a5",
"user_agent": "Opera/9.96.(X11; Linux x86_64; eu-ES) Presto/2.9.181 Version/11.00",
"session_id": "a0450a5e-de19-449b-84c8-9d733798310f",
"risk_score": 55.67,
"confidence": 0.64
} | john50 | registry_change | while | 840 | powershell.exe | Fileless execution detected | Endpoint registry_change while by john50 Fileless execution detected | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c63e8a37-3552-44e7-8085-b36cc749ff72 | 2025-01-31T16:10:18 | ai | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|low| desc=AI system api_abuse by amyhall No additional info noise=V2FpdCBsaXN0Lg== | {
"geo_location": "Montserrat",
"device_hash": "8458a5d5ec7e67fa856ed2d30cf81ad3",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.1; Trident/3.1)",
"session_id": "6dd1a54d-a1f7-48e9-9b09-6c9bc40c9805",
"risk_score": 63.37,
"confidence": 0.46
} | amyhall | api_abuse | null | null | null | No additional info | AI system api_abuse by amyhall No additional info | null | null | null | null | null | null | null | null | null | null | null | model-02e77c3e | 93625f5fd59f5e85c657ad03fb06072f45af2ea8 | 74859f851e6a4f3649a4d33a6406ef31 | null | null | null | null | null | null | null |
3146fa90-fdef-4627-96a6-17185368b9fe | 2025-06-28T09:28:24 | ids_alert | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|low| desc=Tanium Alert: MFA Bypass detected from 173.210.244.133 targeting N/A No additional info noise=UmVsaWdpb3VzLg== | {
"geo_location": "Palau",
"device_hash": "d0935bc3ab9f227d0574173818849ca3",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_8_7; rv:1.9.4.20) Gecko/8446-12-19 17:17:19 Firefox/3.8",
"session_id": "f53bf569-c942-4267-a068-2cf958f6726b",
"risk_score": 45.12,
"confidence": 0.79
} | null | null | null | null | null | No additional info | Tanium Alert: MFA Bypass detected from 173.210.244.133 targeting N/A No additional info | null | null | null | null | 173.210.244.133 | N/A | MFA Bypass | SIG-6237 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
022e9f45-48f3-401e-a7e9-974e191925d4 | 2025-01-15T09:23:32 | auth | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|high| desc=Auth failed for xjohnson via passwordless from 10.93.116.68 No additional info | {
"geo_location": "Luxembourg",
"device_hash": "959b6571728cd3116aa19350a68added3c748335b39ef63bc7d32e0e87c86a41",
"user_agent": "Opera/9.23.(X11; Linux i686; an-ES) Presto/2.9.170 Version/11.00",
"session_id": "01d3ff2f-1f33-4ed3-9f29-af8bed85d633",
"risk_score": 65.31,
"confidence": 1
} | xjohnson | failed | null | null | null | No additional info | Auth failed for xjohnson via passwordless from 10.93.116.68 No additional info | null | null | null | null | 10.93.116.68 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 1b:b2:28:3e:df:9f |
dfcadbd5-99b5-483d-a236-ee32a64917b9 | 2025-05-02T09:56:11 | ids_alert | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|low| desc=Trellix Alert: Cloud API Abuse detected from 222.193.224.229 targeting 180.13.31.55 No additional info | {
"geo_location": "Lebanon",
"device_hash": "f70fda9e1be123992d2d47820e699a5edebf015f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.0; Trident/5.0)",
"session_id": "90a8ab33-29aa-4a04-ba9d-a058762abe76",
"risk_score": 36.46,
"confidence": 0.17
} | null | null | null | null | null | No additional info | Trellix Alert: Cloud API Abuse detected from 222.193.224.229 targeting 180.13.31.55 No additional info | {
"baseline_deviation": 1.29,
"entropy": 3.28,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 222.193.224.229 | 180.13.31.55 | Cloud API Abuse | SIG-3871 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
2746af38-2a91-4b4a-9861-a2556ff2b9d0 | 2025-06-01T21:30:38 | ids_alert | OSSEC v3.7.0 | emergency | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ids_alert|emergency| desc=OSSEC Alert: Cloud API Abuse detected from 191.81.217.34 targeting 169.133.178.209 No additional info | {
"geo_location": "Jordan",
"device_hash": "cf2bff12a431547e3f304c9d13fe5a3e",
"user_agent": "Opera/8.96.(Windows NT 6.0; sv-FI) Presto/2.9.175 Version/12.00",
"session_id": "f6f961e1-63d8-4d92-88e2-bf0742783a17",
"risk_score": 71.41,
"confidence": 0.89
} | null | null | null | null | null | No additional info | OSSEC Alert: Cloud API Abuse detected from 191.81.217.34 targeting 169.133.178.209 No additional info | null | null | null | null | 191.81.217.34 | 169.133.178.209 | Cloud API Abuse | SIG-9457 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
c216f637-3df4-45fa-94a4-23c60030e61e | 2025-05-08T20:03:37 | network | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|medium| desc=Network data_exfiltration from 52.96.90.147 to 78.179.75.209 No additional info | {
"geo_location": "Zambia",
"device_hash": "3eb4fb96c092a8f4ae1d4251eccf4aa2",
"user_agent": "Opera/9.66.(X11; Linux i686; is-IS) Presto/2.9.173 Version/11.00",
"session_id": "20e7f40f-f277-44ac-9752-d24b06bac79b",
"risk_score": 48.34,
"confidence": 0.65
} | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 52.96.90.147 to 78.179.75.209 No additional info | null | null | null | null | 52.96.90.147 | 78.179.75.209 | null | null | null | null | null | null | null | null | null | null | ICMP | 35,925 | null | null | null |
8637f8c1-fa2a-45b0-b0b6-980bd3441e02 | 2025-05-21T18:19:22 | firewall | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|medium| desc=Firewall drop SMB traffic from 117.124.136.224:818 to 205.97.30.188:822 MITRE Technique: T1218.011 | {
"geo_location": "Georgia",
"device_hash": "8b70440809d4cb2f45b03b72d66cb76aed6d67f6c89a9dee3a709f760e27412b",
"user_agent": "Opera/9.40.(Windows NT 5.0; fa-IR) Presto/2.9.186 Version/12.00",
"session_id": "2d7fbb9a-9152-4c8b-b9c0-c11ed6478d93",
"risk_score": 54.25,
"confidence": 0.2
} | null | drop | null | null | null | MITRE Technique: T1218.011 | Firewall drop SMB traffic from 117.124.136.224:818 to 205.97.30.188:822 MITRE Technique: T1218.011 | null | null | null | null | 117.124.136.224 | 205.97.30.188 | null | null | null | null | null | null | null | null | 818 | 822 | SMB | 350,693 | 2,645 | null | null |
24c0f031-532f-447f-bb0f-5389fde7c27b | 2025-02-13T10:23:36 | iot | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|critical| desc=IoT device Medical side_channel MITRE Technique: T1071.001 | {
"geo_location": "Faroe Islands",
"device_hash": "7008e2acaa24ec3c5e88a818d3acfac2",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 10.0; Trident/3.1)",
"session_id": "58ef1dae-406d-4dcb-84aa-fb1022a81b42",
"risk_score": 78.51,
"confidence": 0.05
} | null | side_channel | null | null | null | MITRE Technique: T1071.001 | IoT device Medical side_channel MITRE Technique: T1071.001 | null | Medical | iot-7f6eb7b3 | 1.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0eed4ec1-bcbf-414c-9953-b0e2c6b90895 | 2025-03-16T19:19:32 | iot | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Sensor sensor_spoofing Unconventional IOC: ACPI table modifications | {
"geo_location": "Burkina Faso",
"device_hash": "a6d94537b001d6c3dba83df5f16f7f4bb700da9439f6867b9f23d3315c5c9d2a",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_8_0 rv:2.0; eo-US) AppleWebKit/535.10.3 (KHTML, like Gecko) Version/4.0 Safari/535.10.3",
"session_id": "5c7f335f-3d7e-49cc-adeb-098d30889... | null | sensor_spoofing | null | null | null | Unconventional IOC: ACPI table modifications | IoT device Sensor sensor_spoofing Unconventional IOC: ACPI table modifications | null | Sensor | iot-d0805ec2 | 9.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7992b9c4-9838-4967-8a3e-514e49bba86f | 2025-05-05T19:11:48 | ai | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|critical| desc=AI system model_access by danielvaldez No additional info | {
"geo_location": "Kenya",
"device_hash": "c3462826e35e422c94b16716ba4ff72c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows CE; Trident/3.1)",
"session_id": "bf9266ae-05cc-4cec-8d86-b89f622f4788",
"risk_score": 24.59,
"confidence": 0.44
} | danielvaldez | model_access | null | null | null | No additional info | AI system model_access by danielvaldez No additional info | null | null | null | null | null | null | null | null | null | null | null | model-496dfc5e | ceeda0588e3dfe08dcf13a85f330d4680e5d8bf7 | 8506e385c18e9590d63de73b4e626ea62ef66290 | null | null | null | null | null | null | null |
320bc1c1-0ec1-477a-a24f-69551951a816 | 2025-04-14T23:35:58 | iot | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|high| desc=IoT device Camera protocol_violation MITRE Technique: T1574.002 | Associated Threat Actor: Mustang Panda | {
"geo_location": "Guinea-Bissau",
"device_hash": "82fb3149d291a1235630cae35b573635073e65c58a3a05b699b56b1851a1d3f1",
"user_agent": "Mozilla/5.0 (Android 2.3.1; Mobile; rv:8.0) Gecko/8.0 Firefox/8.0",
"session_id": "f24347d3-c699-4537-82fc-f751f64eef51",
"risk_score": 51.67,
"confidence": 0.4
} | null | protocol_violation | null | null | null | MITRE Technique: T1574.002 | Associated Threat Actor: Mustang Panda | IoT device Camera protocol_violation MITRE Technique: T1574.002 | Associated Threat Actor: Mustang Panda | null | Camera | iot-8de461c7 | 6.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1a880170-70b1-483f-ac5b-da40d5a6435a | 2025-04-27T07:00:38 | network | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|info| desc=Network disconnection from 180.229.175.167 to 80.44.87.128 MITRE Technique: T1110.003 | {
"geo_location": "Russian Federation",
"device_hash": "a805323aa87c08b64a6e7f4d0727ee58d0decdf9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 95; Trident/4.1)",
"session_id": "9480295c-6f0d-4227-8979-f2584aa69d8c",
"risk_score": 29.45,
"confidence": 0.39
} | null | disconnection | null | null | null | MITRE Technique: T1110.003 | Network disconnection from 180.229.175.167 to 80.44.87.128 MITRE Technique: T1110.003 | null | null | null | null | 180.229.175.167 | 80.44.87.128 | null | null | null | null | null | null | null | null | null | null | UDP | 218,287 | null | null | null |
7d109560-1ea0-4150-82dc-b572d4d4718d | 2025-03-22T03:46:04 | ids_alert | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ids_alert|critical| desc=Splunk Alert: Brute Force detected from 28.252.60.252 targeting 12.241.253.203 No additional info | {
"geo_location": "Tuvalu",
"device_hash": "0fdf4f6a37b7956e953807d36438d1dd",
"user_agent": "Opera/8.89.(Windows NT 10.0; wo-SN) Presto/2.9.182 Version/11.00",
"session_id": "5f37a5f5-3719-45f1-961d-7be15205fc02",
"risk_score": 72.26,
"confidence": 0.6
} | null | null | null | null | null | No additional info | Splunk Alert: Brute Force detected from 28.252.60.252 targeting 12.241.253.203 No additional info | null | null | null | null | 28.252.60.252 | 12.241.253.203 | Brute Force | SIG-9966 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
f95fdda0-35ef-48f7-826e-bf56237f920a | 2025-06-18T22:36:37 | cloud | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|cloud|info| desc=Cloud permission_escalation in OCI by osbornekatie No additional info noise=R3Jvd3RoLg== | {
"geo_location": "Ireland",
"device_hash": "def149cc824634fc506cd1ac88d0fdaf",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 3_1_3 like Mac OS X) AppleWebKit/535.0 (KHTML, like Gecko) FxiOS/13.3f6731.0 Mobile/35F273 Safari/535.0",
"session_id": "7ab04c25-a92b-4cf3-b96d-98e44484045f",
"risk_score": 42.62,
"... | osbornekatie | permission_escalation | null | null | null | No additional info | Cloud permission_escalation in OCI by osbornekatie No additional info | {
"baseline_deviation": 2.37,
"entropy": 3.48,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | OCI | res-d128c731 | null | null | null | null | null | null | null | null | null | null |
05d07d40-b6da-4940-872e-ebfff0e80b75 | 2022-03-27T19:40:18 | cloud | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|cloud|medium| desc=Cloud container_escape in OCI by suzanne39 Unconventional IOC: GPU memory artifacts | {
"geo_location": "China",
"device_hash": "39ecddf6a9feef04468bae991a256dfa4be8bdb2ea0c0e36e74ef82624f556ba",
"user_agent": "Opera/8.57.(Windows 95; ve-ZA) Presto/2.9.161 Version/12.00",
"session_id": "78e70d22-7d59-4f5f-83e1-df931adc432e",
"risk_score": 35.14,
"confidence": 0.9
} | suzanne39 | container_escape | null | null | null | Unconventional IOC: GPU memory artifacts | Cloud container_escape in OCI by suzanne39 Unconventional IOC: GPU memory artifacts | null | null | null | null | null | null | null | null | null | OCI | res-937acc27 | null | null | null | null | null | null | null | null | null | null |
0888ff69-e655-4ce3-a75f-0ebed496699b | 2025-05-24T06:57:03 | iot | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|info| desc=IoT device HVAC unusual_activity No additional info | {
"geo_location": "Honduras",
"device_hash": "6ed02abbd7c2060196f3bc1df51ce0578417c1417673400080802ae8b4a594e8",
"user_agent": "Mozilla/5.0 (Android 4.4; Mobile; rv:5.0) Gecko/5.0 Firefox/5.0",
"session_id": "01441180-7697-43e4-bb48-e9ea54c77a14",
"risk_score": 54.96,
"confidence": 0.64
} | null | unusual_activity | null | null | null | No additional info | IoT device HVAC unusual_activity No additional info | null | HVAC | iot-e5facd4e | 7.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f1e422bd-abd6-44db-843e-3d2469bb70b2 | 2025-05-02T13:26:19 | firewall | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|low| desc=Firewall quarantine SSH traffic from 110.154.227.65:462 to 16.144.63.196:164 No additional info | {
"geo_location": "Maldives",
"device_hash": "afaf665e79b75197920ddebd801ae05d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.01; Trident/5.1)",
"session_id": "0e24cac3-ca06-4457-9019-294075e4ab98",
"risk_score": 70.22,
"confidence": 0.22
} | null | quarantine | null | null | null | No additional info | Firewall quarantine SSH traffic from 110.154.227.65:462 to 16.144.63.196:164 No additional info | null | null | null | null | 110.154.227.65 | 16.144.63.196 | null | null | null | null | null | null | null | null | 462 | 164 | SSH | 79,314 | 2,181 | null | null |
fcce6d66-4747-4b8c-befc-ed32da5ed74c | 2025-07-09T00:19:24 | auth | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|high| desc=Auth challenge for crawfordjeffrey via password from 123.102.229.224 No additional info | {
"geo_location": "Turkmenistan",
"device_hash": "23adcf027463c1a3cd6ff41576fb6810",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_5_9 rv:3.0; cmn-TW) AppleWebKit/532.18.3 (KHTML, like Gecko) Version/5.0.2 Safari/532.18.3",
"session_id": "3db9fdcf-cdd5-440c-bbe4-3d884412a166",
"risk_score": 61.81,
... | crawfordjeffrey | challenge | null | null | null | No additional info | Auth challenge for crawfordjeffrey via password from 123.102.229.224 No additional info | null | null | null | null | 123.102.229.224 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 07:72:d1:f2:dc:e5 |
12b21a19-438d-47c5-85d5-d86910930592 | 2025-03-07T18:07:20 | ai | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|low| desc=AI system api_abuse by rhonda43 MITRE Technique: T1574.002 | Associated Threat Actor: APT38 | {
"geo_location": "Turks and Caicos Islands",
"device_hash": "84fb0a96023d7446afe8b9b944b9155d0736bb72",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_1 like Mac OS X) AppleWebKit/536.0 (KHTML, like Gecko) FxiOS/13.4d8694.0 Mobile/91J571 Safari/536.0",
"session_id": "6186fc9c-ff5e-4376-bda2-1b249ecaa820"... | rhonda43 | api_abuse | null | null | null | MITRE Technique: T1574.002 | Associated Threat Actor: APT38 | AI system api_abuse by rhonda43 MITRE Technique: T1574.002 | Associated Threat Actor: APT38 | null | null | null | null | null | null | null | null | null | null | null | model-edd2e88b | 27b6d176757b4bf93dab8d5eca1703613981911936a6b0850baca8e949d310f1 | 3d525c686d1c5ee541845b6a51e70d4d5fc45249 | null | null | null | null | null | null | null |
7f30e3a9-7a14-426d-8ed1-2212e8babb77 | 2025-03-20T02:04:40 | ids_alert | Zeek v5.0.0 | emergency | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|emergency| desc=Zeek Alert: MFA Bypass detected from 98.38.169.191 targeting 177.209.32.40 No additional info | {
"geo_location": "Burundi",
"device_hash": "7953299dd138b2cd27467cf7fd2ec10e2a1a3d3a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.2; Trident/4.1)",
"session_id": "d93ddf27-78be-4531-8933-7b9f80c370d6",
"risk_score": 38.46,
"confidence": 0.47
} | null | null | null | null | null | No additional info | Zeek Alert: MFA Bypass detected from 98.38.169.191 targeting 177.209.32.40 No additional info | null | null | null | null | 98.38.169.191 | 177.209.32.40 | MFA Bypass | SIG-6550 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
25a50a8d-75ea-4cb7-ae00-33005a3c8850 | 2025-03-10T01:23:14 | firewall | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|medium| desc=Firewall allow DNS traffic from 124.178.28.16:200 to 2.43.143.189:568 MITRE Technique: T1218.011 | {
"geo_location": "South Georgia and the South Sandwich Islands",
"device_hash": "93a64e6ddea9ef2526405481fbe49051",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_9 rv:4.0; rw-RW) AppleWebKit/533.25.2 (KHTML, like Gecko) Version/5.1 Safari/533.25.2",
"session_id": "618cc029-49f5-4ec4-b0ae-4a4e8... | null | allow | null | null | null | MITRE Technique: T1218.011 | Firewall allow DNS traffic from 124.178.28.16:200 to 2.43.143.189:568 MITRE Technique: T1218.011 | {
"baseline_deviation": 1.27,
"entropy": 2.86,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 124.178.28.16 | 2.43.143.189 | null | null | null | null | null | null | null | null | 200 | 568 | DNS | 39,625 | 3,596 | null | null |
23d0cd87-e7e7-4ae9-90f3-e5c737fd4a24 | 2025-04-04T20:56:13 | iot | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|low| desc=IoT device Thermostat battery_drain Sensor spoofing detected | {
"geo_location": "Norfolk Island",
"device_hash": "3cf19adb1f157b271f5e0b6f667c854e",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_6_1; rv:1.9.4.20) Gecko/5864-03-07 01:55:31 Firefox/3.6.15",
"session_id": "25665f67-56db-4cf5-a27c-99a5600a389d",
"risk_score": 52.14,
"confidence": 0.12
} | null | battery_drain | null | null | null | Sensor spoofing detected | IoT device Thermostat battery_drain Sensor spoofing detected | null | Thermostat | iot-9d14eb58 | 3.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f8ea00fb-9b1b-455d-97da-ed62848ff374 | 2025-05-22T12:03:27 | ids_alert | Darktrace v6.0.0 | emergency | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|emergency| desc=Darktrace Alert: Living-off-the-Land detected from 184.3.75.171 targeting 10.75.192.105 MITRE Technique: T1053.005 noise=some|usually|south | {
"geo_location": "Martinique",
"device_hash": "e7c45af445d5c024ba57792762b1797d",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 4.0) AppleWebKit/531.31.6 (KHTML, like Gecko) Version/5.0 Safari/531.31.6",
"session_id": "1621a58a-ed5d-4b6a-95e9-d1909915ca62",
"risk_score": 52.83,
"confidence": 0.53
} | null | null | null | null | null | MITRE Technique: T1053.005 | Darktrace Alert: Living-off-the-Land detected from 184.3.75.171 targeting 10.75.192.105 MITRE Technique: T1053.005 | null | null | null | null | 184.3.75.171 | 10.75.192.105 | Living-off-the-Land | SIG-5554 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
d9a68947-8032-4e10-be13-f87c0785a768 | 2025-06-30T01:59:05 | iot | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|critical| desc=IoT device HVAC side_channel No additional info | {
"geo_location": "South Georgia and the South Sandwich Islands",
"device_hash": "8ecbc8b04b8622f137528c8c7a7695369397521dc97595155fc8ba2722b7dec1",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_12_2 rv:4.0; eo-US) AppleWebKit/534.20.1 (KHTML, like Gecko) Version/5.0.3 Safari/534.20.1",
"session_id": "... | null | side_channel | null | null | null | No additional info | IoT device HVAC side_channel No additional info | null | HVAC | iot-6db1223e | 2.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
28325f67-73ef-4f80-9d37-3769ed57af5c | 2025-03-18T22:05:52 | network | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|medium| desc=Network latency_spike from 137.40.220.139 to 86.163.156.154 No additional info | {
"geo_location": "Kuwait",
"device_hash": "be3746afb2a5be67b13ca13b121250030329ca91",
"user_agent": "Opera/9.48.(Windows NT 5.1; ar-AE) Presto/2.9.180 Version/11.00",
"session_id": "acb4775b-2212-488a-8a09-13d8f5fb1414",
"risk_score": 88.42,
"confidence": 0.61
} | null | latency_spike | null | null | null | No additional info | Network latency_spike from 137.40.220.139 to 86.163.156.154 No additional info | null | null | null | null | 137.40.220.139 | 86.163.156.154 | null | null | null | null | null | null | null | null | null | null | HTTP | 700,673 | null | null | null |
65f7da17-0c96-4927-b5e9-f0e90674824c | 2025-05-16T11:16:40 | auth | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|medium| desc=Auth failed for allen33 via password from 187.155.252.80 No additional info | {
"geo_location": "Turkey",
"device_hash": "4271627c3940f5c98de5d5ec08f2337c9973c83b850ca7ca26d0592ec1bdf54c",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_11_6 rv:5.0; hy-AM) AppleWebKit/531.15.6 (KHTML, like Gecko) Version/5.0.4 Safari/531.15.6",
"session_id": "a59bd395-8da6-42c5-bf9e-0a0642d2f5e... | allen33 | failed | null | null | null | No additional info | Auth failed for allen33 via password from 187.155.252.80 No additional info | null | null | null | null | 187.155.252.80 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | bf:cd:47:8e:95:3b |
26a1adc4-d876-4b26-8da2-49f81e2e9518 | 2025-03-19T05:19:53 | cloud | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|critical| desc=Cloud instance_creation in GCP by ymontes No additional info | {
"geo_location": "Chile",
"device_hash": "e4c99ca35c84822cd629732dc334cd3cc7d7ee91",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_2_1 like Mac OS X) AppleWebKit/535.1 (KHTML, like Gecko) CriOS/50.0.838.0 Mobile/92O633 Safari/535.1",
"session_id": "50861604-903e-48f7-8ff8-800bfcb02a8b",
"risk_score": 39.5... | ymontes | instance_creation | null | null | null | No additional info | Cloud instance_creation in GCP by ymontes No additional info | null | null | null | null | null | null | null | null | null | GCP | res-ff8a8637 | null | null | null | null | null | null | null | null | null | null |
62a20155-79b4-474d-9591-2e4468ada252 | 2025-06-14T07:08:00 | endpoint | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint file_access young by wilsonsusan Associated Threat Actor: APT35 | {
"geo_location": "United Arab Emirates",
"device_hash": "a2c855ffdcc93d61da3e6894e806742e650439fe",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/6845-09-25 06:57:25 Firefox/3.6.6",
"session_id": "be1cb210-7970-43b2-84c4-a0b1e75c4b87",
"risk_score": 80.86,
"confidence": 0.94
} | wilsonsusan | file_access | young | 5,301 | cmd.exe | Associated Threat Actor: APT35 | Endpoint file_access young by wilsonsusan Associated Threat Actor: APT35 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
435c9450-6358-4e2f-94c1-e53bfdc26164 | 2025-01-30T12:59:57 | ai | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|low| desc=AI system adversarial_input by kmartin Unconventional IOC: ACPI table modifications | {
"geo_location": "Latvia",
"device_hash": "160d7059e8e0923ab974232042a5b6ad",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 4.0) AppleWebKit/532.24.5 (KHTML, like Gecko) Version/5.1 Safari/532.24.5",
"session_id": "c29a5d0d-8a47-47f4-a17a-043f8767df26",
"risk_score": 28.47,
"confidence": 0.93
} | kmartin | adversarial_input | null | null | null | Unconventional IOC: ACPI table modifications | AI system adversarial_input by kmartin Unconventional IOC: ACPI table modifications | {
"baseline_deviation": 0.9,
"entropy": 3.56,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | model-5610bf9b | 82961e552f61d1ee92b4e27e0a15721d841432e18f066603a582254cf7985940 | 023c37d57262028b2d851e71587ee96dd918e5177a599604b9bcb4bc482d7372 | null | null | null | null | null | null | null |
15cde97c-f178-4c84-8dc8-e00d64b4903f | 2025-01-23T07:17:46 | ids_alert | Suricata v6.0.10 | emergency | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|emergency| desc=Suricata Alert: Brute Force detected from 31.189.145.73 targeting N/A MITRE Technique: T1543.003 | {
"geo_location": "Georgia",
"device_hash": "82b3d847cd997951486f314fe681a84e16eaa2f0",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows CE; Trident/4.1)",
"session_id": "e2342e05-6eda-47b2-866f-6a63acc610e6",
"risk_score": 34.83,
"confidence": 0.47
} | null | null | null | null | null | MITRE Technique: T1543.003 | Suricata Alert: Brute Force detected from 31.189.145.73 targeting N/A MITRE Technique: T1543.003 | null | null | null | null | 31.189.145.73 | N/A | Brute Force | SIG-6669 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
b43fdb9a-c3f1-4ce8-a34e-ab5f9b804f22 | 2025-06-27T08:24:09 | firewall | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|critical| desc=Firewall log-only HTTP traffic from 94.126.245.166:811 to 10.249.77.251:551 MITRE Technique: T1078.004 | Associated Threat Actor: APT29 | {
"geo_location": "United Arab Emirates",
"device_hash": "1c4aeac23b34cae2278cbfffd24f8654703121f02254985f5e16362cad8ca803",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; bs-BA) AppleWebKit/533.1.7 (KHTML, like Gecko) Version/3.0.5 Mobile/8B117 Safari/6533.1.7",
"session_id": "1093ab2c-1... | null | log-only | null | null | null | MITRE Technique: T1078.004 | Associated Threat Actor: APT29 | Firewall log-only HTTP traffic from 94.126.245.166:811 to 10.249.77.251:551 MITRE Technique: T1078.004 | Associated Threat Actor: APT29 | {
"baseline_deviation": 2.66,
"entropy": 6.72,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 94.126.245.166 | 10.249.77.251 | null | null | null | null | null | null | null | null | 811 | 551 | HTTP | 6,480 | 15 | null | null |
3ef3cf2d-753c-40e0-8cc6-372ea7c8684c | 2025-06-11T10:07:29 | ai | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|medium| desc=AI system training_data_poisoning by anthonymontoya No additional info | {
"geo_location": "Dominican Republic",
"device_hash": "8ed6a5b5257afaedaceb9814091d0e5a",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 12_5_7 like Mac OS X) AppleWebKit/534.2 (KHTML, like Gecko) CriOS/44.0.864.0 Mobile/14Q243 Safari/534.2",
"session_id": "150c5104-58aa-4073-a187-eda6759ce4c3",
"risk_score":... | anthonymontoya | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by anthonymontoya No additional info | null | null | null | null | null | null | null | null | null | null | null | model-b7157ca2 | d151cdd693c9c5fae1c19836fe7c20804645cfbfa9db6f5619c76da6b21751fa | 81c42a88ff0ead2c3d175dec8655db5d782e3cdb | null | null | null | null | null | null | null |
8361c335-5948-463f-bac6-f7bc434faaa9 | 2020-08-11T04:26:25 | network | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|info| desc=Network beaconing from 125.185.184.212 to 203.222.155.18 MITRE Technique: T1078.004 | {
"geo_location": "Sweden",
"device_hash": "ceb802c9212db1061c5169af6f918c69",
"user_agent": "Opera/9.11.(Windows 98; Win 9x 4.90; br-FR) Presto/2.9.188 Version/12.00",
"session_id": "b177abc4-7387-4879-8fe2-705a05b930c7",
"risk_score": 78.55,
"confidence": 0.07
} | null | beaconing | null | null | null | MITRE Technique: T1078.004 | Network beaconing from 125.185.184.212 to 203.222.155.18 MITRE Technique: T1078.004 | null | null | null | null | 125.185.184.212 | 203.222.155.18 | null | null | null | null | null | null | null | null | null | null | HTTPS | 948,251 | null | null | null |
2bb01fe2-68ec-4109-ad9b-ce30d0b0635b | 2025-03-02T23:44:36 | network | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|high| desc=Network disconnection from 10.219.68.190 to 174.217.139.250 No additional info | {
"geo_location": "Cocos (Keeling) Islands",
"device_hash": "d255f126795996dddd0b832d83b004b5",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; Trident/3.1)",
"session_id": "c563d5db-00bb-49f0-a7a1-2f2accee5a08",
"risk_score": 45.21,
"confidence": 0.56
} | null | disconnection | null | null | null | No additional info | Network disconnection from 10.219.68.190 to 174.217.139.250 No additional info | null | null | null | null | 10.219.68.190 | 174.217.139.250 | null | null | null | null | null | null | null | null | null | null | UDP | 674,090 | null | null | null |
126285a2-77c4-4b36-80f8-21d37b2e5b0d | 2025-01-21T00:25:34 | endpoint | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|critical| desc=Endpoint driver_load run by estradachad Living-off-the-land technique detected | {
"geo_location": "Papua New Guinea",
"device_hash": "0ffefa7ea14d29f594b33069be6f4178fc3eb347",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_5_7; rv:1.9.5.20) Gecko/5684-06-20 15:23:45 Firefox/3.8",
"session_id": "702b9b9a-32cc-4fe7-8da9-14e46fda5004",
"risk_score": 48.22,
"confidence": 0.63
} | estradachad | driver_load | run | 4,398 | explorer.exe | Living-off-the-land technique detected | Endpoint driver_load run by estradachad Living-off-the-land technique detected | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b006c36f-19ee-412a-92e3-f84c6cfc2798 | 2025-03-07T12:27:52 | ids_alert | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|low| desc=Zeek Alert: Domain Fronting detected from 63.138.58.235 targeting 216.127.117.241 No additional info noise=0F28E739 | {
"geo_location": "Western Sahara",
"device_hash": "03fa90fa591a4c9b071ee0b12f5e0dda80f8866c",
"user_agent": "Opera/8.40.(X11; Linux x86_64; be-BY) Presto/2.9.176 Version/11.00",
"session_id": "96f6b59d-7c5c-4354-b6aa-39735d4c4ce1",
"risk_score": 69.04,
"confidence": 0.47
} | null | null | null | null | null | No additional info | Zeek Alert: Domain Fronting detected from 63.138.58.235 targeting 216.127.117.241 No additional info | null | null | null | null | 63.138.58.235 | 216.127.117.241 | Domain Fronting | SIG-7562 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
0a4336f6-28af-44d2-8893-c9a6ef59954f | 2025-04-23T19:37:45 | ids_alert | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|medium| desc=LogRhythm Alert: Brute Force detected from 218.100.230.1 targeting 36.158.237.49 No additional info noise=6A5195F5 | {
"geo_location": "Mexico",
"device_hash": "7c6362b02eeca1d2aa1a651bd71697040fe85533",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_12_9; rv:1.9.2.20) Gecko/5241-10-13 19:27:37 Firefox/3.8",
"session_id": "6c35dfa5-fe17-4688-9aad-3bc369636b9b",
"risk_score": 75.26,
"confidence": 0.03
} | null | null | null | null | null | No additional info | LogRhythm Alert: Brute Force detected from 218.100.230.1 targeting 36.158.237.49 No additional info | null | null | null | null | 218.100.230.1 | 36.158.237.49 | Brute Force | SIG-5784 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
268811ea-abea-4766-9844-b0a89eaea9c3 | 2025-03-28T12:52:15 | endpoint | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint process_start /city/lot.mov by adamsrodney MITRE Technique: T1134.001 | {
"geo_location": "Northern Mariana Islands",
"device_hash": "1f308a6dbcb852f88ec1d0ea9c3ffd90c4568fac9b8c48866b5c0fc886a4b929",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.2; Trident/3.0)",
"session_id": "fa643380-ca17-4afd-8ed5-56dca0335489",
"risk_score": 57.56,
"confidence": 0.47
} | adamsrodney | process_start | /city/lot.mov | 9,554 | svchost.exe | MITRE Technique: T1134.001 | Endpoint process_start /city/lot.mov by adamsrodney MITRE Technique: T1134.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
42e9992c-72c7-47c9-9330-4b13c2483077 | 2025-07-03T06:59:20 | auth | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|high| desc=Auth timeout for samanthathompson via OAuth from 220.146.85.72 MITRE Technique: T1078.004 noise=EBDB1774 | {
"geo_location": "Madagascar",
"device_hash": "dfc4cbaa212821536a106b73a2efcc0e3c9b83eaafb35bf07c4c371747320892",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_9_5 rv:5.0; bn-BD) AppleWebKit/533.50.1 (KHTML, like Gecko) Version/5.0.2 Safari/533.50.1",
"session_id": "b51f9d19-45d1-4dea-bf4c-ad8f2677... | samanthathompson | timeout | null | null | null | MITRE Technique: T1078.004 | Auth timeout for samanthathompson via OAuth from 220.146.85.72 MITRE Technique: T1078.004 | null | null | null | null | 220.146.85.72 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 6d:85:28:cd:1c:73 |
ef0059bc-74f0-4d6a-9358-de7772853dc1 | 2025-04-20T17:30:45 | ids_alert | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|high| desc=CrowdStrike Alert: Port Scan detected from 177.71.168.1 targeting 146.225.182.183 No additional info noise=soldier|threat|happy | {
"geo_location": "Belarus",
"device_hash": "53f24fe8c3cb6638e27e1e48194e78823edaba1c",
"user_agent": "Opera/9.13.(Windows NT 10.0; fo-FO) Presto/2.9.168 Version/12.00",
"session_id": "f795a4c2-db9f-462a-8cfb-d7861e525b45",
"risk_score": 37.82,
"confidence": 0.04
} | null | null | null | null | null | No additional info | CrowdStrike Alert: Port Scan detected from 177.71.168.1 targeting 146.225.182.183 No additional info | null | null | null | null | 177.71.168.1 | 146.225.182.183 | Port Scan | SIG-3884 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
2250dd81-87f7-447f-8cf7-eef86b0a2c11 | 2025-05-25T22:36:47 | auth | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|high| desc=Auth bypass for jpark via MFA from 69.185.66.193 Associated Threat Actor: Inception Framework | {
"geo_location": "Colombia",
"device_hash": "c6806c5c4d3f0d5f4022a717635fd0d5aeaac26ba30bd2ff797ce14938c5a05f",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.5.20) Gecko/2498-10-23 17:56:38 Firefox/3.8",
"session_id": "49829710-e5c5-4ce4-aaf8-cf048e1613d7",
"risk_score": 65,
"confidence": 0.92
} | jpark | bypass | null | null | null | Associated Threat Actor: Inception Framework | Auth bypass for jpark via MFA from 69.185.66.193 Associated Threat Actor: Inception Framework | null | null | null | null | 69.185.66.193 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 2f:f5:84:02:9e:c6 |
d30d0948-3d0d-4b33-9489-6bd7f84e8474 | 2025-03-09T19:00:41 | network | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|info| desc=Network bandwidth_usage from 207.127.158.150 to 182.12.79.222 MITRE Technique: T1574.002 | {
"geo_location": "Antarctica (the territory South of 60 deg S)",
"device_hash": "b7f0fd9a0034e05e36810c2582178cb06ff0a8e9b44668ca90a09069f41c823b",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_8_0 rv:4.0; ak-GH) AppleWebKit/532.16.4 (KHTML, like Gecko) Version/5.0.2 Safari/532.16.4",
"session_id":... | null | bandwidth_usage | null | null | null | MITRE Technique: T1574.002 | Network bandwidth_usage from 207.127.158.150 to 182.12.79.222 MITRE Technique: T1574.002 | null | null | null | null | 207.127.158.150 | 182.12.79.222 | null | null | null | null | null | null | null | null | null | null | TCP | 775,392 | null | null | null |
c9445d73-098b-42cd-9b06-2d177ac5d6bf | 2025-04-13T11:05:43 | firewall | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|medium| desc=Firewall quarantine RDP traffic from 199.98.57.8:48135 to 10.221.229.136:1015 No additional info | {
"geo_location": "Rwanda",
"device_hash": "1c56795d1e95620dac8a593e9af338e936e9a33b1f9a2ac992fb6fedc63f3c18",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows CE; Trident/5.1)",
"session_id": "092f25aa-9a39-4834-aeb3-aa76fa54860f",
"risk_score": 43.08,
"confidence": 0.41
} | null | quarantine | null | null | null | No additional info | Firewall quarantine RDP traffic from 199.98.57.8:48135 to 10.221.229.136:1015 No additional info | null | null | null | null | 199.98.57.8 | 10.221.229.136 | null | null | null | null | null | null | null | null | 48,135 | 1,015 | RDP | 984,712 | 88 | null | null |
40f36df1-8fb9-4179-8639-91901c4fb19d | 2025-05-08T02:31:24 | ids_alert | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|medium| desc=LogRhythm Alert: DDoS detected from 171.30.187.220 targeting 10.159.116.231 No additional info | {
"geo_location": "Moldova",
"device_hash": "74e88e0a65276b2446a705fcce4738423bdbed46",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 11.0) AppleWebKit/534.11.7 (KHTML, like Gecko) Version/5.0.1 Safari/534.11.7",
"session_id": "b95d87b5-2189-4782-bd02-2c924350eacb",
"risk_score": 63.36,
"confidence": 0... | null | null | null | null | null | No additional info | LogRhythm Alert: DDoS detected from 171.30.187.220 targeting 10.159.116.231 No additional info | null | null | null | null | 171.30.187.220 | 10.159.116.231 | DDoS | SIG-8314 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
131e28aa-b919-4048-acf8-5ad849192960 | 2025-01-27T13:06:58 | network | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|high| desc=Network beaconing from 9.28.140.152 to 184.215.221.30 MITRE Technique: T1071.001 | {
"geo_location": "Jersey",
"device_hash": "9b06efb1dfb604059dbb2f11ea5a814984fa73f0",
"user_agent": "Mozilla/5.0 (Linux; Android 1.6) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/53.0.859.0 Safari/534.1",
"session_id": "7197e36f-048a-471f-94ee-b40221b7a9b7",
"risk_score": 39.46,
"confidence": 0.05
} | null | beaconing | null | null | null | MITRE Technique: T1071.001 | Network beaconing from 9.28.140.152 to 184.215.221.30 MITRE Technique: T1071.001 | null | null | null | null | 9.28.140.152 | 184.215.221.30 | null | null | null | null | null | null | null | null | null | null | TCP | 840,946 | null | null | null |
9f8860c5-9475-40e5-8fc9-8e7bc2b0abb2 | 2025-04-28T10:42:02 | iot | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|low| desc=IoT device Medical firmware_update No additional info noise=he|doctor|item | {
"geo_location": "Grenada",
"device_hash": "a4a3b7db65f986c565161cb5f8bb65e77c6c12bd",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_7) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/21.0.848.0 Safari/531.1",
"session_id": "de504deb-e90e-4aff-8ad1-13761542520c",
"risk_score": 98.52,
"confidence... | null | firmware_update | null | null | null | No additional info | IoT device Medical firmware_update No additional info | null | Medical | iot-a5a944d9 | 8.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6c846d68-e687-45ed-bb10-e54c82e48edf | 2025-04-12T02:28:49 | endpoint | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint persistence_mechanism /top/have.png by adam47 MITRE Technique: T1134.001 | {
"geo_location": "Bahamas",
"device_hash": "181689b1373d58c15d5fea04b696ae55f71bb7cb702dc652ea04349d0f3369c7",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_5_3; rv:1.9.4.20) Gecko/8404-06-14 01:04:05 Firefox/3.6.1",
"session_id": "f2e0c215-5e33-492f-a4a4-a477aed2bc85",
"risk_score": 4.86,
"conf... | adam47 | persistence_mechanism | /top/have.png | 6,489 | powershell.exe | MITRE Technique: T1134.001 | Endpoint persistence_mechanism /top/have.png by adam47 MITRE Technique: T1134.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7eda7e3c-9832-46df-8823-27675aa1993e | 2025-01-19T22:16:53 | network | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|high| desc=Network beaconing from 56.30.203.89 to 40.89.143.159 No additional info | {
"geo_location": "Guinea-Bissau",
"device_hash": "82d52abafa8f0f7d47a62b20f331af91",
"user_agent": "Opera/8.19.(X11; Linux x86_64; mai-IN) Presto/2.9.179 Version/11.00",
"session_id": "b61c353a-f3db-4201-adbf-c73b45d6b744",
"risk_score": 70.35,
"confidence": 0.91
} | null | beaconing | null | null | null | No additional info | Network beaconing from 56.30.203.89 to 40.89.143.159 No additional info | null | null | null | null | 56.30.203.89 | 40.89.143.159 | null | null | null | null | null | null | null | null | null | null | ICMP | 495,187 | null | null | null |
e69419b9-92bd-4b0d-8492-e8bdb1cfd7db | 2025-04-07T01:08:11 | iot | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|critical| desc=IoT device Sensor command_injection Associated Threat Actor: Inception Framework | {
"geo_location": "Bolivia",
"device_hash": "5bf111c3671aeee27d3431609f7c280e01d943a1a5e23e564732914f0bbc130d",
"user_agent": "Opera/8.42.(Windows NT 6.0; ha-NG) Presto/2.9.171 Version/12.00",
"session_id": "8081bc0e-d2c9-479c-8406-5b6c7b3b2dbc",
"risk_score": 12.56,
"confidence": 0.36
} | null | command_injection | null | null | null | Associated Threat Actor: Inception Framework | IoT device Sensor command_injection Associated Threat Actor: Inception Framework | null | Sensor | iot-2bd1a6ba | 9.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
fe9ebf45-4fb6-453a-8e92-656e95cdc5e3 | 2025-06-27T20:03:19 | 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: Zero-Day Exploit detected from 192.32.105.142 targeting N/A No additional info noise=7E497B0F | {
"geo_location": "Pitcairn Islands",
"device_hash": "ca6e8af6a13b193e6c7dd22dc0057e20ddbaaa49",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.2; Trident/3.0)",
"session_id": "05a7397f-c212-49df-b588-6c211bd96ecf",
"risk_score": 36.96,
"confidence": 0.6
} | null | null | null | null | null | No additional info | Vectra AI Alert: Zero-Day Exploit detected from 192.32.105.142 targeting N/A No additional info | null | null | null | null | 192.32.105.142 | N/A | Zero-Day Exploit | SIG-4809 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
2d959954-3ea8-45da-bd02-4084ae266e46 | 2025-06-11T11:36:36 | iot | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Medical protocol_violation MITRE Technique: T1134.001 | Unconventional IOC: Thermal sensor anomalies noise=categories/search | {
"geo_location": "Norfolk Island",
"device_hash": "10e8cea3738afabe3490bb79839ff73ed653a9eb",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Win 9x 4.90; Trident/3.1)",
"session_id": "783ada92-1dfa-4ffc-b870-c6e897ec8d69",
"risk_score": 77.76,
"confidence": 0.13
} | null | protocol_violation | null | null | null | MITRE Technique: T1134.001 | Unconventional IOC: Thermal sensor anomalies | IoT device Medical protocol_violation MITRE Technique: T1134.001 | Unconventional IOC: Thermal sensor anomalies | null | Medical | iot-fde7dc38 | 3.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3ef5d3bc-2959-49ae-a640-f8662d85f754 | 2025-06-01T01:40:38 | ai | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|low| desc=AI system model_access by eric71 No additional info | {
"geo_location": "Falkland Islands (Malvinas)",
"device_hash": "0d4b9ba1e1d462ef2e7a0e707fda158f5e5eead563e16d1be52de8e702e38f61",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_8_0) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/40.0.844.0 Safari/535.0",
"session_id": "4d160bef-0395-494e-acef-150b43e3... | eric71 | model_access | null | null | null | No additional info | AI system model_access by eric71 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-198bfc0c | 1aeea80db4a9a12a120020d64b5445c066703daf9189ac4d832d4e76c62eb1da | 1c57d81cf0901bc67b22f0615f2ffc4615b7c442 | null | null | null | null | null | null | null |
55e92838-55fb-474f-afee-853b5f14bf79 | 2025-02-26T06:11:55 | cloud | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|info| desc=Cloud container_escape in AWS by mooneysteven Associated Threat Actor: APT34 | {
"geo_location": "Falkland Islands (Malvinas)",
"device_hash": "908b8a3d91ac0f4c44df1d52ce3f4fdd99fbf8118d3b2e21edae5abb4678ee04",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 95; Trident/5.0)",
"session_id": "0a6e552d-481d-418c-be26-29c673a1660e",
"risk_score": 50.18,
"confidence": 0.47
} | mooneysteven | container_escape | null | null | null | Associated Threat Actor: APT34 | Cloud container_escape in AWS by mooneysteven Associated Threat Actor: APT34 | null | null | null | null | null | null | null | null | null | AWS | res-8014ab81 | null | null | null | null | null | null | null | null | null | null |
45295b7c-6706-4b11-b8f7-5d400d42e54c | 2025-05-01T06:21:17 | cloud | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|cloud|medium| desc=Cloud config_change in OCI by elizabethcox MITRE Technique: T1218.011 noise=tag/explore | {
"geo_location": "Somalia",
"device_hash": "49e3e994d80a3f674e6dfc5926af97da61968f0a76e4b45dd926ee444544912b",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.5.20) Gecko/6499-08-06 19:44:36 Firefox/3.8",
"session_id": "288aceed-c42f-4762-8ead-83c9c0fff32f",
"risk_score": 76.02,
"confidence": 0.85
} | elizabethcox | config_change | null | null | null | MITRE Technique: T1218.011 | Cloud config_change in OCI by elizabethcox MITRE Technique: T1218.011 | null | null | null | null | null | null | null | null | null | OCI | res-d4498f3d | null | null | null | null | null | null | null | null | null | null |
7853df46-fa89-4f07-88ca-ff662a77a10c | 2025-06-30T02:17:11 | cloud | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud container_escape in GCP by tabitha13 No additional info | {
"geo_location": "Luxembourg",
"device_hash": "5567542fb041d15b991ee3344c1f84bb",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.0; Trident/3.1)",
"session_id": "6af05b22-b65b-4f02-9410-da48b013008e",
"risk_score": 63.3,
"confidence": 0.4
} | tabitha13 | container_escape | null | null | null | No additional info | Cloud container_escape in GCP by tabitha13 No additional info | {
"baseline_deviation": 0.55,
"entropy": 5.9,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | GCP | res-a309bebd | null | null | null | null | null | null | null | null | null | null |
54cfc9bd-dece-409a-bddf-9cbe79f32eae | 2025-02-12T19:25:15 | auth | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|low| desc=Auth locked for steelekim via biometric from 9.235.171.255 No additional info | {
"geo_location": "Nepal",
"device_hash": "4fae0d73a00b05e770f38a304addd604455fb71f",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 12_4_8 like Mac OS X) AppleWebKit/536.2 (KHTML, like Gecko) CriOS/61.0.810.0 Mobile/43Y387 Safari/536.2",
"session_id": "3f4483d0-2b2b-497e-b426-31258aa1aa6d",
"risk_score": 71.8... | steelekim | locked | null | null | null | No additional info | Auth locked for steelekim via biometric from 9.235.171.255 No additional info | null | null | null | null | 9.235.171.255 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 9a:80:d4:28:26:41 |
4c07c439-f8a5-48a2-9e39-697aea87e249 | 2025-06-14T14:11:42 | 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 Alibaba by davidgray No additional info | {
"geo_location": "Falkland Islands (Malvinas)",
"device_hash": "52cb3d508fbc951aa96b8baf603829e7",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 15_8_2 like Mac OS X) AppleWebKit/534.1 (KHTML, like Gecko) CriOS/41.0.848.0 Mobile/88E242 Safari/534.1",
"session_id": "81b45bde-6dfc-4f40-982c-8964c3567f15",
... | davidgray | permission_escalation | null | null | null | No additional info | Cloud permission_escalation in Alibaba by davidgray No additional info | {
"baseline_deviation": 2.39,
"entropy": 4.96,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | Alibaba | res-5463ffc6 | null | null | null | null | null | null | null | null | null | null |
c4c0efaf-1608-4750-9bd2-699390f0f4a9 | 2025-06-12T18:51:15 | firewall | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|low| desc=Firewall deny SSH traffic from 10.160.35.170:150 to 161.82.133.218:455 MITRE Technique: T1547.001 | {
"geo_location": "Bolivia",
"device_hash": "2383dce40ed123628dbca233a277e74b",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 14_8_1 like Mac OS X) AppleWebKit/532.0 (KHTML, like Gecko) FxiOS/9.8b0345.0 Mobile/71S124 Safari/532.0",
"session_id": "c0ec4a9c-56d0-4c5e-93e5-28379c0389ab",
"risk_score": 66.23,... | null | deny | null | null | null | MITRE Technique: T1547.001 | Firewall deny SSH traffic from 10.160.35.170:150 to 161.82.133.218:455 MITRE Technique: T1547.001 | null | null | null | null | 10.160.35.170 | 161.82.133.218 | null | null | null | null | null | null | null | null | 150 | 455 | SSH | 52,628 | 1,532 | null | null |
8f0e73be-f84a-40b1-a8fe-ceb9a167a8b4 | 2025-02-15T09:16:32 | ai | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|info| desc=AI system training_data_poisoning by ericfowler MITRE Technique: T1078.004 | {
"geo_location": "Kiribati",
"device_hash": "9a0d09216a01456ca45ca140002ad70e8ac1b35f3ceca99d72ee03268b911683",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 95) AppleWebKit/533.27.6 (KHTML, like Gecko) Version/5.0.2 Safari/533.27.6",
"session_id": "8c193d3b-0566-4e48-856e-b3fcd63e9a14",
"risk_score": 53.6... | ericfowler | training_data_poisoning | null | null | null | MITRE Technique: T1078.004 | AI system training_data_poisoning by ericfowler MITRE Technique: T1078.004 | null | null | null | null | null | null | null | null | null | null | null | model-3259763e | a9ae470317aa301c8a0748cb3ce1b096 | 670a0d62dd9869447dd063cad1186a515ffb3cbc258f442fce18f91e7324b2ed | null | null | null | null | null | null | null |
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