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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0f202cbf-be82-401c-9bf5-4c13d0b258b1 | 2025-06-28T01:02:32 | ids_alert | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|medium| desc=CrowdStrike Alert: AI Model Poisoning detected from 74.103.129.210 targeting 208.115.126.185 MITRE Technique: T1134.001 | {
"geo_location": "Svalbard & Jan Mayen Islands",
"device_hash": "cedd93c5b88a887b8c3e064c67488fae71098682069b5cdb84a1e9bf531e2a0c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows CE; Trident/4.0)",
"session_id": "18e44bef-397d-4ce4-a9ff-ce9db1cf638a",
"risk_score": 54.18,
"confidence": 0.34
} | null | null | null | null | null | MITRE Technique: T1134.001 | CrowdStrike Alert: AI Model Poisoning detected from 74.103.129.210 targeting 208.115.126.185 MITRE Technique: T1134.001 | null | null | null | null | 74.103.129.210 | 208.115.126.185 | AI Model Poisoning | SIG-3667 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
010ed1cb-2f52-4fe0-a7c3-a5ae587bb3ae | 2025-06-16T05:59:15 | firewall | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|high| desc=Firewall log-only SSH traffic from 95.28.6.62:22767 to 223.184.146.13:180 No additional info | {
"geo_location": "Turks and Caicos Islands",
"device_hash": "0e947d923fb507b08aa2efc898bf5bdf6e0079095dacd82b0d702c9ea9b004ea",
"user_agent": "Mozilla/5.0 (Windows NT 11.0) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/34.0.806.0 Safari/535.0",
"session_id": "bb6543a1-7236-44fe-beaa-987832f40239",
"risk_score... | null | log-only | null | null | null | No additional info | Firewall log-only SSH traffic from 95.28.6.62:22767 to 223.184.146.13:180 No additional info | null | null | null | null | 95.28.6.62 | 223.184.146.13 | null | null | null | null | null | null | null | null | 22,767 | 180 | SSH | 211,741 | 3,231 | null | null |
c2936615-ad39-4fa2-83f7-c4447dd69389 | 2025-06-29T22:56:15 | network | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|info| desc=Network protocol_anomaly from 154.1.232.108 to 37.221.127.237 No additional info | {
"geo_location": "Mayotte",
"device_hash": "6125ce9df9367d47adac627504212f2301011bbfa98cf8b2be9bff18c55d9aa6",
"user_agent": "Opera/8.97.(Windows 98; Win 9x 4.90; da-DK) Presto/2.9.177 Version/12.00",
"session_id": "a31c0cb3-a9ec-4259-8618-0b454ef54ce6",
"risk_score": 50.5,
"confidence": 0.28
} | null | protocol_anomaly | null | null | null | No additional info | Network protocol_anomaly from 154.1.232.108 to 37.221.127.237 No additional info | null | null | null | null | 154.1.232.108 | 37.221.127.237 | null | null | null | null | null | null | null | null | null | null | HTTPS | 79,046 | null | null | null |
f49c8304-23ad-4a77-a309-d78541276458 | 2025-05-24T06:32:42 | network | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|low| desc=Network beaconing from 135.0.99.55 to 20.203.201.244 MITRE Technique: T1078.004 | {
"geo_location": "Bahrain",
"device_hash": "843f72c1eddeb529b747e242f854ebc2a04bfbc69bccc546ecc6ee3b694618d8",
"user_agent": "Mozilla/5.0 (Android 2.3.2; Mobile; rv:16.0) Gecko/16.0 Firefox/16.0",
"session_id": "29df7a84-a883-477d-bf4e-effafc203cd3",
"risk_score": 15.99,
"confidence": 0.96
} | null | beaconing | null | null | null | MITRE Technique: T1078.004 | Network beaconing from 135.0.99.55 to 20.203.201.244 MITRE Technique: T1078.004 | {
"baseline_deviation": 2.21,
"entropy": 6.43,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 135.0.99.55 | 20.203.201.244 | null | null | null | null | null | null | null | null | null | null | UDP | 182,619 | null | null | null |
337073bc-a1a3-46c1-9e39-c90ee33971d2 | 2025-07-03T03:58:45 | cloud | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|low| desc=Cloud instance_creation in AWS by brandy79 Cross-tenant access detected | {
"geo_location": "Mauritius",
"device_hash": "1b13c30a31a2d33a5c7b47fc6f17d5005ff341be9f966e462b9c0e215361fef6",
"user_agent": "Mozilla/5.0 (Android 6.0; Mobile; rv:5.0) Gecko/5.0 Firefox/5.0",
"session_id": "898e252b-abc9-4b82-9f5b-5839b641c178",
"risk_score": 71.94,
"confidence": 0.44
} | brandy79 | instance_creation | null | null | null | Cross-tenant access detected | Cloud instance_creation in AWS by brandy79 Cross-tenant access detected | null | null | null | null | null | null | null | null | null | AWS | res-917e806e | null | null | null | null | null | null | null | null | null | null |
269f04fb-c760-4bed-99cd-aa5ca599a579 | 2025-05-23T14:22:53 | iot | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|medium| desc=IoT device Camera physical_tamper No additional info | {
"geo_location": "Israel",
"device_hash": "4d3258f79db4a11b20dd765f732114d29ac675c2",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 95; Trident/5.0)",
"session_id": "6c4b4d5e-7c42-4c43-a4c2-f28d8d51a05e",
"risk_score": 78.77,
"confidence": 0.01
} | null | physical_tamper | null | null | null | No additional info | IoT device Camera physical_tamper No additional info | null | Camera | iot-be04bbb1 | 10.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5f6cf65b-39f1-49f3-9b45-91c597c84d5b | 2024-03-12T11:45:09 | auth | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|high| desc=Auth failed for jmcclain via password from 159.51.90.163 No additional info | {
"geo_location": "Barbados",
"device_hash": "f95772a46fa845365cb081cda56fb8e2396f7452",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/5238-01-02 20:27:20 Firefox/3.8",
"session_id": "d5d32e9d-88d3-4304-bdb6-9c5b1dcfdd1c",
"risk_score": 82.14,
"confidence": 0.55
} | jmcclain | failed | null | null | null | No additional info | Auth failed for jmcclain via password from 159.51.90.163 No additional info | null | null | null | null | 159.51.90.163 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | da:24:62:dd:6c:af |
87cbb050-77d7-4b81-a9d3-c8b6a31cb9dd | 2025-05-03T03:49:29 | endpoint | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint process_stop save by seanmcdaniel MITRE Technique: T1486 noise=posts | {
"geo_location": "Barbados",
"device_hash": "6edaf9596cdb47d6ce3e8b83b601f2ce",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; ht-HT) AppleWebKit/535.43.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B117 Safari/6535.43.2",
"session_id": "06dc5542-bea1-4b6a-a240-908096410329",
"risk_score... | seanmcdaniel | process_stop | save | 8,120 | svchost.exe | MITRE Technique: T1486 | Endpoint process_stop save by seanmcdaniel MITRE Technique: T1486 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3f450bbc-b39f-4a19-b080-9c528669b58d | 2025-02-03T04:29:30 | endpoint | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint scheduled_task /eat/fill.webm by archerdavid Associated Threat Actor: Cobalt Group | Living-off-the-land technique detected | {
"geo_location": "Hong Kong",
"device_hash": "6dfd2ba412dfaeadbb0cde766215efa0",
"user_agent": "Opera/8.26.(Windows NT 6.1; ts-ZA) Presto/2.9.160 Version/11.00",
"session_id": "92601cb6-f83c-4c52-885c-85035bd75789",
"risk_score": 26.03,
"confidence": 0.03
} | archerdavid | scheduled_task | /eat/fill.webm | 9,502 | explorer.exe | Associated Threat Actor: Cobalt Group | Living-off-the-land technique detected | Endpoint scheduled_task /eat/fill.webm by archerdavid Associated Threat Actor: Cobalt Group | 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 |
5f6f9bd3-fa20-42a6-8fbf-5bd58959b3d1 | 2025-01-31T17:16:12 | ids_alert | Suricata v6.0.10 | emergency | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|emergency| desc=Suricata Alert: AI Model Poisoning detected from 4.162.220.120 targeting N/A No additional info noise=list/category/tags | {
"geo_location": "Kiribati",
"device_hash": "d66222f276daa3dfa355cc2d5eaac12d",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; mai-IN) AppleWebKit/534.35.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B115 Safari/6534.35.2",
"session_id": "e338f543-3250-484a-b251-a51b4e3ae506",
"risk_scor... | null | null | null | null | null | No additional info | Suricata Alert: AI Model Poisoning detected from 4.162.220.120 targeting N/A No additional info | {
"baseline_deviation": 1.04,
"entropy": 6.26,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 4.162.220.120 | N/A | AI Model Poisoning | SIG-1407 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
f17e6b91-c1ee-4379-96b4-adc42a93eee5 | 2025-02-23T08:42:13 | cloud | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud shadow_it in Alibaba by jessica04 Unconventional IOC: GPU memory artifacts noise=U3RvcmUu | {
"geo_location": "Bolivia",
"device_hash": "d037377ecef765c3c532c7a54f787915",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.2) AppleWebKit/535.39.6 (KHTML, like Gecko) Version/5.1 Safari/535.39.6",
"session_id": "612dd31f-62a9-469d-8a4c-9f7cebd42e7c",
"risk_score": 63.94,
"confidence": 0.77
} | jessica04 | shadow_it | null | null | null | Unconventional IOC: GPU memory artifacts | Cloud shadow_it in Alibaba by jessica04 Unconventional IOC: GPU memory artifacts | null | null | null | null | null | null | null | null | null | Alibaba | res-6bd314f7 | null | null | null | null | null | null | null | null | null | null |
6b16a35d-9844-4d3e-9f5c-d9e652e07c7a | 2025-01-31T13:53:36 | endpoint | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|info| desc=Endpoint driver_load /cause/bring.png by jason28 No additional info | {
"geo_location": "Northern Mariana Islands",
"device_hash": "3c7e4ef2c1c208acfc4de12ea391abea",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/6116-11-21 05:09:48 Firefox/11.0",
"session_id": "8ea1d42b-4dce-4e3c-a415-2c67f02f3b45",
"risk_score": 41.94,
"confidence": 0.63
} | jason28 | driver_load | /cause/bring.png | 8,653 | explorer.exe | No additional info | Endpoint driver_load /cause/bring.png by jason28 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ac1f80ea-1337-42af-a5f0-080d8b862264 | 2025-07-08T20:45:11 | endpoint | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint registry_change down by robin13 No additional info | {
"geo_location": "Saint Kitts and Nevis",
"device_hash": "a857ba6adf704fc2d3cc34142cf1098944572ad2",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/9008-09-06 18:20:25 Firefox/14.0",
"session_id": "0ecf0c06-35f8-4e3c-ba85-8f0f3c1581d6",
"risk_score": 77.08,
"confidence": 0.89
} | robin13 | registry_change | down | 6,194 | cmd.exe | No additional info | Endpoint registry_change down by robin13 No additional info | {
"baseline_deviation": 1.43,
"entropy": 6.7,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b2f0eee8-8274-401d-8128-ba7ade80e3ef | 2025-04-24T04:45:27 | firewall | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|low| desc=Firewall quarantine UDP traffic from 86.182.34.147:34661 to 135.168.135.112:879 No additional info | {
"geo_location": "Samoa",
"device_hash": "44f9447427c6aad003cbf8b01f7cfec7a41952b156000a44ba7027421a6f7d97",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_12_7 rv:3.0; ro-RO) AppleWebKit/535.42.3 (KHTML, like Gecko) Version/5.0.2 Safari/535.42.3",
"session_id": "7b1eba9b-dece-4079-a27e-e1a38038d85b",
... | null | quarantine | null | null | null | No additional info | Firewall quarantine UDP traffic from 86.182.34.147:34661 to 135.168.135.112:879 No additional info | null | null | null | null | 86.182.34.147 | 135.168.135.112 | null | null | null | null | null | null | null | null | 34,661 | 879 | UDP | 242,584 | 2,757 | null | null |
efbadead-98bb-48ce-a741-a6184d1b5ba5 | 2025-03-25T08:55:12 | ids_alert | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|critical| desc=LogRhythm Alert: Domain Fronting detected from 89.14.159.0 targeting 167.5.57.141 Unconventional IOC: TPM attestation failures | Obfuscated payload detected | {
"geo_location": "Grenada",
"device_hash": "8577e737182be809a58fe0ed329be991236f62bd",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/3558-09-07 01:46:28 Firefox/9.0",
"session_id": "2603f6b8-88c8-4d72-941c-d779660ec299",
"risk_score": 42.69,
"confidence": 0.76
} | null | null | null | null | null | Unconventional IOC: TPM attestation failures | Obfuscated payload detected | LogRhythm Alert: Domain Fronting detected from 89.14.159.0 targeting 167.5.57.141 Unconventional IOC: TPM attestation failures | Obfuscated payload detected | null | null | null | null | 89.14.159.0 | 167.5.57.141 | Domain Fronting | SIG-6894 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
ab59e782-6980-485c-b4a5-1dd7054b52a1 | 2025-03-16T19:46:13 | cloud | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|cloud|critical| desc=Cloud crypto_mining in OCI by crystal78 No additional info | {
"geo_location": "Lithuania",
"device_hash": "a6b5259fa44f9d184ce3673fe72d60ae08fd2ca3",
"user_agent": "Opera/8.56.(X11; Linux x86_64; byn-ER) Presto/2.9.178 Version/12.00",
"session_id": "038ed49a-1aed-431e-befc-4ca1c7391798",
"risk_score": 18.27,
"confidence": 0.72
} | crystal78 | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in OCI by crystal78 No additional info | null | null | null | null | null | null | null | null | null | OCI | res-1be6526b | null | null | null | null | null | null | null | null | null | null |
90123794-06ff-4365-87a8-6a43a7a1c7a1 | 2025-06-22T17:06:40 | cloud | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|critical| desc=Cloud container_escape in Azure by conwayalan MITRE Technique: T1218.011 noise=Q2hvaWNlLg== | {
"geo_location": "Jersey",
"device_hash": "10bd8ae807691da2ef2b65ec53b6db625de60976",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows CE; Trident/5.1)",
"session_id": "0c23ab29-8a37-45fd-a7cf-7f17f4c67cfd",
"risk_score": 52.15,
"confidence": 0.35
} | conwayalan | container_escape | null | null | null | MITRE Technique: T1218.011 | Cloud container_escape in Azure by conwayalan MITRE Technique: T1218.011 | null | null | null | null | null | null | null | null | null | Azure | res-c2562a54 | null | null | null | null | null | null | null | null | null | null |
88b12a04-feb5-4753-b6db-0c8788b1c76a | 2025-06-28T21:19:57 | ids_alert | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|low| desc=CrowdStrike Alert: MFA Bypass detected from 10.146.216.0 targeting N/A Associated Threat Actor: APT29 | {
"geo_location": "Mali",
"device_hash": "b4a46fe4aa6a132dfd3825253ca7e71d00355d78",
"user_agent": "Opera/8.64.(X11; Linux i686; tg-TJ) Presto/2.9.161 Version/10.00",
"session_id": "456b63f4-b71c-46c4-a3da-bbead3eb5807",
"risk_score": 58.9,
"confidence": 0.87
} | null | null | null | null | null | Associated Threat Actor: APT29 | CrowdStrike Alert: MFA Bypass detected from 10.146.216.0 targeting N/A Associated Threat Actor: APT29 | null | null | null | null | 10.146.216.0 | N/A | MFA Bypass | SIG-6281 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
df901064-5296-4722-bdae-fe0170127984 | 2025-02-24T18:22:33 | firewall | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|info| desc=Firewall quarantine HTTPS traffic from 67.139.251.77:76 to 101.202.151.165:28269 MITRE Technique: T1204.002 | Unconventional IOC: Power consumption spikes noise=U2luZy4= | {
"geo_location": "Saint Kitts and Nevis",
"device_hash": "70430d5c4e3f7874317cf0e700fa275a5991aec9ce9a60be1d25ed6a87d41c05",
"user_agent": "Opera/9.53.(Windows NT 5.2; mag-IN) Presto/2.9.167 Version/10.00",
"session_id": "3b937b22-db2e-4f1a-93c5-44e545f7c41f",
"risk_score": 55.14,
"confidence": 0.83
} | null | quarantine | null | null | null | MITRE Technique: T1204.002 | Unconventional IOC: Power consumption spikes | Firewall quarantine HTTPS traffic from 67.139.251.77:76 to 101.202.151.165:28269 MITRE Technique: T1204.002 | Unconventional IOC: Power consumption spikes | null | null | null | null | 67.139.251.77 | 101.202.151.165 | null | null | null | null | null | null | null | null | 76 | 28,269 | HTTPS | 419,048 | 1,341 | null | null |
957e9997-ac5a-4596-9451-a149cea47434 | 2025-05-02T05:46:29 | ai | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|high| desc=AI system training_data_poisoning by nathancarson No additional info | {
"geo_location": "Kiribati",
"device_hash": "e5077121beb59890f4dbfeb9e0ca8c56365495a580cb842c704402dea9b68d0b",
"user_agent": "Mozilla/5.0 (Windows NT 6.0; wo-SN; rv:1.9.2.20) Gecko/4688-10-29 14:57:39 Firefox/10.0",
"session_id": "c55c336c-0c6e-4a95-8eb7-c2f2ff33df43",
"risk_score": 63.28,
"confidence": 0... | nathancarson | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by nathancarson No additional info | null | null | null | null | null | null | null | null | null | null | null | model-096bee9d | c4c5407216d9bc86f7b4d325d56730a4f4b7a34e | 1efd128160cf16850758448a59027333 | null | null | null | null | null | null | null |
c7023839-594f-4a65-bd38-9741e50acc60 | 2025-02-28T03:30:18 | iot | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|high| desc=IoT device HVAC sensor_spoofing Associated Threat Actor: Mustang Panda | {
"geo_location": "Latvia",
"device_hash": "4a98ab5d2f5194f9f724eceec113e461a82702d1aa45a021dc1314c8b96885da",
"user_agent": "Mozilla/5.0 (Windows 98; Win 9x 4.90) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/20.0.892.0 Safari/532.1",
"session_id": "b7be058a-3da6-4e05-8ec7-f2a79a265005",
"risk_score": 34.27,
... | null | sensor_spoofing | null | null | null | Associated Threat Actor: Mustang Panda | IoT device HVAC sensor_spoofing Associated Threat Actor: Mustang Panda | null | HVAC | iot-33dffb14 | 8.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3976dc3f-4269-4a22-ba9c-b432521e1628 | 2025-03-01T03:10:39 | auth | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|low| desc=Auth failed for victorbailey via OAuth from 199.201.68.99 No additional info | {
"geo_location": "Sudan",
"device_hash": "735fdbaee5cdb3ca71c3d635fd5c63a3374987129380e8fa26b7cbe7ead3cfda",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; nl-BE) AppleWebKit/533.42.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B118 Safari/6533.42.2",
"session_id": "1202dbc3-8317-46b6-9c49... | victorbailey | failed | null | null | null | No additional info | Auth failed for victorbailey via OAuth from 199.201.68.99 No additional info | null | null | null | null | 199.201.68.99 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | c0:08:40:1a:b1:20 |
b14f2c65-3135-4ede-b790-271f374d46cb | 2025-01-29T02:21:32 | firewall | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|low| desc=Firewall quarantine UDP traffic from 223.108.22.139:880 to 121.138.52.154:192 No additional info | {
"geo_location": "French Guiana",
"device_hash": "17c12432815a515fcb82bc80f5034440",
"user_agent": "Mozilla/5.0 (Windows NT 6.2) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/62.0.873.0 Safari/533.1",
"session_id": "f4546ebd-7d3f-4991-9196-36f6186cca7b",
"risk_score": 42.34,
"confidence": 0.44
} | null | quarantine | null | null | null | No additional info | Firewall quarantine UDP traffic from 223.108.22.139:880 to 121.138.52.154:192 No additional info | null | null | null | null | 223.108.22.139 | 121.138.52.154 | null | null | null | null | null | null | null | null | 880 | 192 | UDP | 481,917 | 3,064 | null | null |
f48582d9-f981-42f3-bfbf-c4db9eaf8eda | 2025-07-06T03:34:59 | network | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|low| desc=Network disconnection from 103.255.215.10 to 83.160.181.151 MITRE Technique: T1547.001 | {
"geo_location": "Cuba",
"device_hash": "ab53139492f0e35f04e00fa0965d2414",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.1) AppleWebKit/532.24.5 (KHTML, like Gecko) Version/4.0.1 Safari/532.24.5",
"session_id": "b01a5d95-dd07-4dd5-9ce9-3e9edbed425b",
"risk_score": 52.49,
"confidence": 0.45
} | null | disconnection | null | null | null | MITRE Technique: T1547.001 | Network disconnection from 103.255.215.10 to 83.160.181.151 MITRE Technique: T1547.001 | null | null | null | null | 103.255.215.10 | 83.160.181.151 | null | null | null | null | null | null | null | null | null | null | TCP | 769,231 | null | null | null |
3a59871c-668c-4a4e-865d-665e731b0085 | 2025-03-10T04:42:40 | network | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|critical| desc=Network connection from 147.201.81.244 to 10.252.202.7 MITRE Technique: T1134.001 noise=1ADC0BAA | {
"geo_location": "India",
"device_hash": "5b3ae85e38484048f2b5157baa2f4fb4ee525dfa0c2a7f1e3e3b2a4ebc70670a",
"user_agent": "Mozilla/5.0 (Windows NT 5.0) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/34.0.882.0 Safari/532.1",
"session_id": "988e56ff-5422-4260-af86-3b35ea23aed6",
"risk_score": 42.47,
"confide... | null | connection | null | null | null | MITRE Technique: T1134.001 | Network connection from 147.201.81.244 to 10.252.202.7 MITRE Technique: T1134.001 | null | null | null | null | 147.201.81.244 | 10.252.202.7 | null | null | null | null | null | null | null | null | null | null | ICMP | 478,066 | null | null | null |
19414655-afcb-4ad7-9c49-ca7706ddd8fb | 2025-05-08T22:27:56 | firewall | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|info| desc=Firewall log-only SMB traffic from 163.85.26.99:980 to 152.4.225.175:546 No additional info | {
"geo_location": "Albania",
"device_hash": "eed8c3f3d8ef06ea8f5246dd93e3d0a00ee3c0cd1fb4c333da1ac314f0de998a",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 5_1_1 like Mac OS X) AppleWebKit/535.2 (KHTML, like Gecko) CriOS/40.0.880.0 Mobile/14N262 Safari/535.2",
"session_id": "46488dcc-04a2-469a-9c6b-eaa778... | null | log-only | null | null | null | No additional info | Firewall log-only SMB traffic from 163.85.26.99:980 to 152.4.225.175:546 No additional info | null | null | null | null | 163.85.26.99 | 152.4.225.175 | null | null | null | null | null | null | null | null | 980 | 546 | SMB | 97,546 | 2,082 | null | null |
b494111a-4fe0-4d26-86c3-8ff582b908d4 | 2025-03-01T16:09:39 | cloud | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|high| desc=Cloud crypto_mining in AWS by melanieclark MITRE Technique: T1110.003 | {
"geo_location": "Martinique",
"device_hash": "3e9931fd4b9a1ca6be320d9250c4b85b8b082ca9",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/531.48.6 (KHTML, like Gecko) Version/4.0.3 Safari/531.48.6",
"session_id": "d6c2665a-0d58-4cbf-9bb9-b487e8ee4eb0",
"risk_score": 22.79,
"confidence"... | melanieclark | crypto_mining | null | null | null | MITRE Technique: T1110.003 | Cloud crypto_mining in AWS by melanieclark MITRE Technique: T1110.003 | null | null | null | null | null | null | null | null | null | AWS | res-a4d20f05 | null | null | null | null | null | null | null | null | null | null |
9d07c276-5742-4b42-8650-3ff823a323b5 | 2025-03-31T18:18:00 | ids_alert | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|high| desc=LogRhythm Alert: Cloud API Abuse detected from 136.11.220.113 targeting N/A MITRE Technique: T1547.001 noise=U2l0Lg== | {
"geo_location": "Turks and Caicos Islands",
"device_hash": "d2dac8238bd1df9def50d626675f6b0b23eeab13",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.1) AppleWebKit/534.50.4 (KHTML, like Gecko) Version/4.0.2 Safari/534.50.4",
"session_id": "446cdf1d-a4a3-49a3-9a9a-d01d25c78758",
"risk_score": 60.98,
... | null | null | null | null | null | MITRE Technique: T1547.001 | LogRhythm Alert: Cloud API Abuse detected from 136.11.220.113 targeting N/A MITRE Technique: T1547.001 | null | null | null | null | 136.11.220.113 | N/A | Cloud API Abuse | SIG-8179 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
18cf472c-ba81-43d5-80ba-e00b3f0c7527 | 2025-03-08T15:14:24 | ai | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|high| desc=AI system training_data_poisoning by jennifer85 MITRE Technique: T1574.002 | {
"geo_location": "Cyprus",
"device_hash": "f2313d4e5d332ff86cc02f236820366603cdcc7f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.01; Trident/5.0)",
"session_id": "cfee44cd-9044-46a1-82a3-443d68d8ac34",
"risk_score": 32.17,
"confidence": 0.88
} | jennifer85 | training_data_poisoning | null | null | null | MITRE Technique: T1574.002 | AI system training_data_poisoning by jennifer85 MITRE Technique: T1574.002 | null | null | null | null | null | null | null | null | null | null | null | model-490517d1 | 6cf6485d7710149f803d3356e61d465da395c384149df6c9ba58828ca1a0ba9a | 35f76e972140a7eb612680c501a334fd4cb092d193c3680f1ccaf9fc5fcf00de | null | null | null | null | null | null | null |
7acd19e0-a0bb-4386-95d2-46c7333c6533 | 2025-01-30T05:54:21 | cloud | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|cloud|low| desc=Cloud permission_escalation in Azure by bmcguire Unconventional IOC: ACPI table modifications | {
"geo_location": "Cyprus",
"device_hash": "155bd7be040a8f2d243dc58130ced5531a57ab187ec1c46d1413ec7c6487dfc2",
"user_agent": "Mozilla/5.0 (Windows NT 5.2) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/16.0.871.0 Safari/534.1",
"session_id": "cd38aea5-5987-4ed0-aa0c-d317ed791c58",
"risk_score": 53.46,
"confid... | bmcguire | permission_escalation | null | null | null | Unconventional IOC: ACPI table modifications | Cloud permission_escalation in Azure by bmcguire Unconventional IOC: ACPI table modifications | null | null | null | null | null | null | null | null | null | Azure | res-c2c523ce | null | null | null | null | null | null | null | null | null | null |
682dfde0-8f16-4918-922d-a3b7c69086b6 | 2025-06-13T15:51:58 | endpoint | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|low| desc=Endpoint persistence_mechanism politics by nicole46 MITRE Technique: T1078.004 | {
"geo_location": "Mongolia",
"device_hash": "c828a1fe5918610ded30396e7c8f5818308a118a2d8a4c1c17d3c8728ca31f1b",
"user_agent": "Mozilla/5.0 (Windows CE) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/57.0.836.0 Safari/535.1",
"session_id": "a658f09e-b52a-43b4-b3ee-2645f4b6900b",
"risk_score": 48.59,
"confiden... | nicole46 | persistence_mechanism | politics | 2,847 | powershell.exe | MITRE Technique: T1078.004 | Endpoint persistence_mechanism politics by nicole46 MITRE Technique: T1078.004 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
16171da5-d48f-4479-bb34-005ce8547df9 | 2025-05-12T08:27:14 | endpoint | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint process_stop /author/structure.html by katelyn76 No additional info noise=human|yeah|team | {
"geo_location": "Lesotho",
"device_hash": "f0e1e261aa463ddf30464781ebed0399",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_2; rv:1.9.4.20) Gecko/6185-05-16 07:19:56 Firefox/10.0",
"session_id": "775a69f9-94dc-4e02-862a-547dc9d41499",
"risk_score": 25.31,
"confidence": 0.3
} | katelyn76 | process_stop | /author/structure.html | 6,804 | cmd.exe | No additional info | Endpoint process_stop /author/structure.html by katelyn76 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
74d44546-f505-4333-a068-0941d2692173 | 2025-05-29T00:23:14 | auth | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|high| desc=Auth failed for yvalenzuela via OAuth from 195.190.69.111 No additional info | {
"geo_location": "Mauritania",
"device_hash": "a63f15cd850c462c9b8b0120f79db5ab0f8d11db64015ce2ba3a280ec06dde30",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/9122-07-12 12:26:14 Firefox/7.0",
"session_id": "d03e496e-d78f-42b3-8d4d-eb1024885396",
"risk_score": 56.58,
"confidence": 0.62... | yvalenzuela | failed | null | null | null | No additional info | Auth failed for yvalenzuela via OAuth from 195.190.69.111 No additional info | null | null | null | null | 195.190.69.111 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | d3:78:14:b6:23:9a |
7d6a9088-73e6-4021-98ed-62bcd70e8724 | 2025-02-05T23:55:22 | firewall | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall quarantine DNS traffic from 149.144.197.41:987 to 136.77.14.73:360 MITRE Technique: T1053.005 | {
"geo_location": "Mauritania",
"device_hash": "c150bc60da4d8ea2d7c73659bbeefad3659004f2c2c2f8fed92aaf7c35cef46d",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.0) AppleWebKit/534.23.3 (KHTML, like Gecko) Version/4.0 Safari/534.23.3",
"session_id": "88da07b6-0a93-48c1-a1eb-acf6aa3a6b81",
"risk_score": ... | null | quarantine | null | null | null | MITRE Technique: T1053.005 | Firewall quarantine DNS traffic from 149.144.197.41:987 to 136.77.14.73:360 MITRE Technique: T1053.005 | null | null | null | null | 149.144.197.41 | 136.77.14.73 | null | null | null | null | null | null | null | null | 987 | 360 | DNS | 339,965 | 1,261 | null | null |
163198d7-91fe-4f64-ba53-244c2ca64989 | 2025-04-08T21:46:42 | firewall | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|high| desc=Firewall log-only SSH traffic from 138.36.97.80:632 to 125.157.158.6:639 No additional info | {
"geo_location": "Slovenia",
"device_hash": "7640f63dae8a3f512b3ca141a457f95c2bcdd2d1",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 95; Trident/3.1)",
"session_id": "45381d53-960f-4119-88d3-77ded6b519b4",
"risk_score": 58.68,
"confidence": 0.31
} | null | log-only | null | null | null | No additional info | Firewall log-only SSH traffic from 138.36.97.80:632 to 125.157.158.6:639 No additional info | null | null | null | null | 138.36.97.80 | 125.157.158.6 | null | null | null | null | null | null | null | null | 632 | 639 | SSH | 639,842 | 289 | null | null |
c2a0c9f5-c8a7-4046-a173-4bf3e6b2d0a4 | 2022-08-12T06:00:04 | ai | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|high| desc=AI system training_data_poisoning by kimberlywarren No additional info noise=explore | {
"geo_location": "Chile",
"device_hash": "0e427e083a3964031bf92324e30aaab0318cd8a8",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Win 9x 4.90; Trident/3.1)",
"session_id": "eb918935-4a2e-45b4-9d3a-05a9486e6e87",
"risk_score": 65.56,
"confidence": 0.1
} | kimberlywarren | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by kimberlywarren No additional info | null | null | null | null | null | null | null | null | null | null | null | model-ca9d2007 | fb7a4739c0a1e48d3c178071ac02a0e3 | ebf27b7625a18bc5ba127caf9e7eb56b8ae0ce1797a08f941c833e531f16bc8f | null | null | null | null | null | null | null |
ea66f3b7-881d-44ae-b8df-4135a5dae2fe | 2025-04-16T12:30:52 | ai | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|medium| desc=AI system model_inversion by yalexander Associated Threat Actor: APT38 | {
"geo_location": "Netherlands Antilles",
"device_hash": "21a2c3ad85b36c9271a0c35efafe418ea0e4272dffed3f01a92c5448d8f0eb9f",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_7_6; rv:1.9.2.20) Gecko/4175-07-19 20:32:46 Firefox/3.8",
"session_id": "06aa8fbe-8cf0-4502-9aae-e917570d1100",
"risk_score": 65.1... | yalexander | model_inversion | null | null | null | Associated Threat Actor: APT38 | AI system model_inversion by yalexander Associated Threat Actor: APT38 | null | null | null | null | null | null | null | null | null | null | null | model-665676e8 | 73efe726ae5e7232b8d98830cd6890e1 | 2239043414ad4040812d009329499f27 | null | null | null | null | null | null | null |
ad2fb1da-27b1-4871-aee7-85e7b99ed2bd | 2025-04-05T23:36:19 | ai | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|medium| desc=AI system adversarial_input by grahamkevin No additional info | {
"geo_location": "Ghana",
"device_hash": "086cb59ca15b2e4199cb10c176a871d0c5d99032d5b7aaa5e03cabc7ad574a97",
"user_agent": "Opera/9.77.(X11; Linux x86_64; the-NP) Presto/2.9.176 Version/12.00",
"session_id": "bd32e780-0b14-49d1-b59f-79943c50504b",
"risk_score": 58.02,
"confidence": 0.31
} | grahamkevin | adversarial_input | null | null | null | No additional info | AI system adversarial_input by grahamkevin No additional info | null | null | null | null | null | null | null | null | null | null | null | model-116ee8b0 | b1b7eedeb53573f8c9e1b1cd8d487f3160ebb4d5 | 596276a499352f4660b3b5975c6c104a274f188ce551116a78fe22c0d5dd63d5 | null | null | null | null | null | null | null |
d55cbaf0-4704-4995-9885-948f8b5d58fb | 2025-03-27T05:11:49 | iot | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|high| desc=IoT device Thermostat sensor_spoofing No additional info noise=B2034EAE | {
"geo_location": "Barbados",
"device_hash": "3c080b75a79c99e24a623ff0d9550ce4",
"user_agent": "Opera/9.48.(X11; Linux i686; kw-GB) Presto/2.9.160 Version/11.00",
"session_id": "02a1a73a-3e34-4c74-b248-d7bccf0d4b91",
"risk_score": 61.26,
"confidence": 1
} | null | sensor_spoofing | null | null | null | No additional info | IoT device Thermostat sensor_spoofing No additional info | null | Thermostat | iot-27bf1149 | 10.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
58c36a99-2835-4fc0-bc5a-00315d2d71a1 | 2025-05-25T19:19:34 | firewall | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|low| desc=Firewall quarantine DNS traffic from 28.212.117.58:33686 to 22.92.44.152:429 MITRE Technique: T1078.004 noise=explore/wp-content | {
"geo_location": "Bahrain",
"device_hash": "8d8c84c588ee752809ecbb16d952c54a",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; id-ID) AppleWebKit/534.20.7 (KHTML, like Gecko) Version/3.0.5 Mobile/8B114 Safari/6534.20.7",
"session_id": "48ffa38d-1af5-4737-bd04-2f2b4cc83c92",
"risk_score"... | null | quarantine | null | null | null | MITRE Technique: T1078.004 | Firewall quarantine DNS traffic from 28.212.117.58:33686 to 22.92.44.152:429 MITRE Technique: T1078.004 | null | null | null | null | 28.212.117.58 | 22.92.44.152 | null | null | null | null | null | null | null | null | 33,686 | 429 | DNS | 855,328 | 3,579 | null | null |
cc7078eb-e9b4-4c1b-96e2-0410af12aa95 | 2025-06-22T16:29:50 | iot | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|info| desc=IoT device Sensor firmware_update No additional info | {
"geo_location": "Iraq",
"device_hash": "3fc9c1f0c8582c4093d8710b78ad6b55d7908ef8",
"user_agent": "Mozilla/5.0 (Android 3.2.5; Mobile; rv:54.0) Gecko/54.0 Firefox/54.0",
"session_id": "7c98e0b3-321f-45d0-a3b4-0ba258413239",
"risk_score": 55.2,
"confidence": 0.76
} | null | firmware_update | null | null | null | No additional info | IoT device Sensor firmware_update No additional info | {
"baseline_deviation": 0.56,
"entropy": 7.31,
"frequency_anomaly": true,
"sequence_anomaly": false
} | Sensor | iot-6e3b2212 | 9.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a107fe15-8983-4acb-889b-208e400c75c9 | 2025-02-13T23:37:34 | network | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|high| desc=Network beaconing from 91.21.14.147 to 130.158.240.116 Associated Threat Actor: Scattered Spider | {
"geo_location": "Taiwan",
"device_hash": "519d9d5317927e9ec35a48578592dec831be9d85",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 11.0; Trident/3.0)",
"session_id": "cdf288ef-2729-479b-89ce-1f6e08e1ca1a",
"risk_score": 28.67,
"confidence": 0.7
} | null | beaconing | null | null | null | Associated Threat Actor: Scattered Spider | Network beaconing from 91.21.14.147 to 130.158.240.116 Associated Threat Actor: Scattered Spider | null | null | null | null | 91.21.14.147 | 130.158.240.116 | null | null | null | null | null | null | null | null | null | null | TCP | 767,222 | null | null | null |
093aa018-1c4f-4fb6-89ad-dd92dd2d92e1 | 2025-04-04T05:22:06 | network | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|high| desc=Network latency_spike from 10.118.186.224 to 178.164.74.20 No additional info | {
"geo_location": "British Indian Ocean Territory (Chagos Archipelago)",
"device_hash": "ec5c107591d76b790337e04877429ff99d00fa14",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_8_7; rv:1.9.3.20) Gecko/7787-07-05 23:08:24 Firefox/3.8",
"session_id": "069e265e-bf8e-49e8-887d-3aef00df05bc",
"risk_sco... | null | latency_spike | null | null | null | No additional info | Network latency_spike from 10.118.186.224 to 178.164.74.20 No additional info | {
"baseline_deviation": 2.74,
"entropy": 5.64,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 10.118.186.224 | 178.164.74.20 | null | null | null | null | null | null | null | null | null | null | UDP | 453,308 | null | null | null |
f8a03616-9901-4eb7-9daf-aec0dc66c7d8 | 2025-05-28T03:06:29 | iot | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|critical| desc=IoT device HVAC unusual_activity MITRE Technique: T1190 noise=blog | {
"geo_location": "Myanmar",
"device_hash": "205adf2e3d04b3c58939dfdf892ea1014838699e",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_10_2) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/17.0.841.0 Safari/533.2",
"session_id": "e505cf9c-1d40-4858-baaf-fe91aa0bf411",
"risk_score": 69.19,
"confidenc... | null | unusual_activity | null | null | null | MITRE Technique: T1190 | IoT device HVAC unusual_activity MITRE Technique: T1190 | {
"baseline_deviation": 0.52,
"entropy": 3,
"frequency_anomaly": false,
"sequence_anomaly": false
} | HVAC | iot-82d024e9 | 9.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7aa09997-60d4-4825-b7f8-d39d65adfb56 | 2025-02-27T06:10:59 | auth | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|high| desc=Auth locked for rodriguezlauren via passwordless from 178.103.97.133 MITRE Technique: T1547.001 | {
"geo_location": "Afghanistan",
"device_hash": "c0254ce99e47b65ed33046d6dd39bf90",
"user_agent": "Mozilla/5.0 (Linux; Android 4.1.1) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/62.0.884.0 Safari/536.2",
"session_id": "b440c5ee-52c8-4748-9d52-8ccc2fbedc94",
"risk_score": 37.77,
"confidence": 0.01
} | rodriguezlauren | locked | null | null | null | MITRE Technique: T1547.001 | Auth locked for rodriguezlauren via passwordless from 178.103.97.133 MITRE Technique: T1547.001 | null | null | null | null | 178.103.97.133 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 07:e1:92:eb:0f:b3 |
8488a009-da39-427f-833f-eab2ffb8d13f | 2025-02-06T06:40:51 | endpoint | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint scheduled_task ask by joel37 MITRE Technique: T1110.003 noise=although|business|early | {
"geo_location": "Saint Lucia",
"device_hash": "10923fdd8fd4667585625967e87775d5",
"user_agent": "Mozilla/5.0 (Linux; Android 4.2) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/35.0.888.0 Safari/536.1",
"session_id": "7ed6fc3c-61e7-41e5-bdb5-26c57085deba",
"risk_score": 56.74,
"confidence": 0.79
} | joel37 | scheduled_task | ask | 2,747 | explorer.exe | MITRE Technique: T1110.003 | Endpoint scheduled_task ask by joel37 MITRE Technique: T1110.003 | {
"baseline_deviation": 2.12,
"entropy": 2.61,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9090215e-70c7-4fa6-90da-61fa6382fad9 | 2025-04-03T13:30:19 | firewall | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|critical| desc=Firewall allow TCP traffic from 122.165.207.148:85 to 219.188.17.169:144 MITRE Technique: T1190 noise=TWlzc2lvbi4= | {
"geo_location": "North Korea",
"device_hash": "2550e27023d4eb37df7edc72b435a1c1df56cb19",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_5_8 rv:3.0; sd-IN) AppleWebKit/533.34.3 (KHTML, like Gecko) Version/4.1 Safari/533.34.3",
"session_id": "402bfb12-40fe-4cc8-b03f-ee3d258bfb5e",
"risk_score": 42.89... | null | allow | null | null | null | MITRE Technique: T1190 | Firewall allow TCP traffic from 122.165.207.148:85 to 219.188.17.169:144 MITRE Technique: T1190 | null | null | null | null | 122.165.207.148 | 219.188.17.169 | null | null | null | null | null | null | null | null | 85 | 144 | TCP | 2,632 | 3,174 | null | null |
fd232b75-af1b-46e7-82bc-f835aa805bef | 2025-05-12T10:04:50 | auth | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|info| desc=Auth failed for pfoster via key from 57.89.128.155 No additional info | {
"geo_location": "Saudi Arabia",
"device_hash": "11c9e128707e4fc9b7e249b0ee0103cd",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_3_1 like Mac OS X) AppleWebKit/532.2 (KHTML, like Gecko) CriOS/24.0.896.0 Mobile/60K787 Safari/532.2",
"session_id": "82fac838-1483-4a11-a3cd-50bc32119d4a",
"risk_score": 32.22... | pfoster | failed | null | null | null | No additional info | Auth failed for pfoster via key from 57.89.128.155 No additional info | null | null | null | null | 57.89.128.155 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 05:b4:bb:6c:75:03 |
7b633758-23dd-4b41-9903-2effec4ec16b | 2025-02-03T06:30:09 | endpoint | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|endpoint|high| desc=Endpoint scheduled_task /challenge/miss.csv by delgadomarissa No additional info | {
"geo_location": "Monaco",
"device_hash": "eda0d31a38397b68811c7a9616f56809",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; dz-BT) AppleWebKit/534.11.5 (KHTML, like Gecko) Version/3.0.5 Mobile/8B116 Safari/6534.11.5",
"session_id": "c3527bd3-2e9f-4ed8-a582-026b1348f782",
"risk_score":... | delgadomarissa | scheduled_task | /challenge/miss.csv | 1,828 | powershell.exe | No additional info | Endpoint scheduled_task /challenge/miss.csv by delgadomarissa No additional info | {
"baseline_deviation": 1.69,
"entropy": 4.49,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
22dc0d84-e7f1-41be-9873-86ebe94fbbcd | 2025-01-14T05:55:36 | iot | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|info| desc=IoT device Camera command_injection No additional info | {
"geo_location": "Bahrain",
"device_hash": "beb5bfb70e536fcafa493430b174b9c7",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_4_1 like Mac OS X) AppleWebKit/534.1 (KHTML, like Gecko) CriOS/54.0.892.0 Mobile/91Z872 Safari/534.1",
"session_id": "958319e5-d2a6-497c-9915-5a38babd5af0",
"risk_score": 65.83,
"... | null | command_injection | null | null | null | No additional info | IoT device Camera command_injection No additional info | null | Camera | iot-6fdb2028 | 5.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b2e997a0-ee74-42b0-a3bd-cc247c2ccc58 | 2025-01-19T06:17:22 | endpoint | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint process_start /song/answer.txt by stricklandmichael No additional info | {
"geo_location": "Ecuador",
"device_hash": "5214d4bed0523b7678217ed7eec442d085cf53eb8b355bcc3e6409be6b53b562",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.0; Trident/5.1)",
"session_id": "f0738f38-d6e7-4171-9858-a8205a03a2ad",
"risk_score": 76.16,
"confidence": 0.96
} | stricklandmichael | process_start | /song/answer.txt | 6,685 | powershell.exe | No additional info | Endpoint process_start /song/answer.txt by stricklandmichael No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
24441a3e-fc54-47ca-9de6-7ba428a13732 | 2025-04-28T09:24:46 | endpoint | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|high| desc=Endpoint file_access /buy/toward.flac by baileyashley Associated Threat Actor: TA505 | {
"geo_location": "Somalia",
"device_hash": "69e5ea85a9a809e0c325b380892d013d",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 12_5_7 like Mac OS X) AppleWebKit/534.2 (KHTML, like Gecko) CriOS/44.0.855.0 Mobile/80X985 Safari/534.2",
"session_id": "713cf135-8a08-4156-901e-13eec5ba0713",
"risk_score": 44.7,
... | baileyashley | file_access | /buy/toward.flac | 383 | svchost.exe | Associated Threat Actor: TA505 | Endpoint file_access /buy/toward.flac by baileyashley Associated Threat Actor: TA505 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c6f1fe91-9eb8-4678-b49d-1005846e1a70 | 2025-06-28T10:22:13 | cloud | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|critical| desc=Cloud shadow_it in Alibaba by elizabeth40 No additional info noise=officer|cover|you | {
"geo_location": "India",
"device_hash": "936eaac2a3ac95d101c296b7c0fce38ead1cd752",
"user_agent": "Mozilla/5.0 (Windows CE; fa-IR; rv:1.9.0.20) Gecko/2733-06-07 19:53:58 Firefox/3.6.12",
"session_id": "c81c1f62-5c15-428c-afc2-54a583c1a854",
"risk_score": 16.55,
"confidence": 0.44
} | elizabeth40 | shadow_it | null | null | null | No additional info | Cloud shadow_it in Alibaba by elizabeth40 No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-94960362 | null | null | null | null | null | null | null | null | null | null |
81f32601-fce8-4c0a-a4b6-2b0d6a5e0274 | 2025-06-03T12:21:42 | endpoint | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|low| desc=Endpoint powershell_exec experience by yfletcher MITRE Technique: T1204.002 noise=fight|allow|Democrat | {
"geo_location": "Guatemala",
"device_hash": "895d401e60d74c83de24515b6b82f9c0",
"user_agent": "Opera/8.16.(Windows NT 11.0; yue-HK) Presto/2.9.175 Version/10.00",
"session_id": "6882fac2-9c29-4f69-b57e-afa5728883c8",
"risk_score": 52.13,
"confidence": 0.28
} | yfletcher | powershell_exec | experience | 7,747 | svchost.exe | MITRE Technique: T1204.002 | Endpoint powershell_exec experience by yfletcher MITRE Technique: T1204.002 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
89852005-41dd-4168-9877-f9bfb8d5e0a0 | 2025-03-28T03:31:58 | auth | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|low| desc=Auth bypass for brandonwilson via SAML from 189.184.212.83 No additional info | {
"geo_location": "Guatemala",
"device_hash": "df99494754210e0d664337e0a69adac3",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.6.20) Gecko/2146-05-11 16:32:33 Firefox/3.6.18",
"session_id": "4938c5b4-eba4-4913-8122-d7668e0b806d",
"risk_score": 61.64,
"confidence": 0.86
} | brandonwilson | bypass | null | null | null | No additional info | Auth bypass for brandonwilson via SAML from 189.184.212.83 No additional info | null | null | null | null | 189.184.212.83 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | ae:66:9d:7d:7b:6c |
f0f70107-8395-4de5-88be-cf90aef6a83a | 2025-05-09T06:44:36 | ids_alert | Snort v2.9.20 | emergency | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|emergency| desc=Snort Alert: Living-off-the-Land detected from 76.170.224.139 targeting 212.106.253.37 MITRE Technique: T1078.004 | Zero-day exploit pattern detected | Obfuscated payload detected | {
"geo_location": "Georgia",
"device_hash": "f6ad3a170acfff67c69d8d6476ce8a3ffe145723524abb8664c34b3f9e31cb35",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98; Win 9x 4.90) AppleWebKit/535.10.4 (KHTML, like Gecko) Version/4.0.4 Safari/535.10.4",
"session_id": "3de49c3c-3f8c-42f9-a4e1-545dd67db5af",
"risk_... | null | null | null | null | null | MITRE Technique: T1078.004 | Zero-day exploit pattern detected | Obfuscated payload detected | Snort Alert: Living-off-the-Land detected from 76.170.224.139 targeting 212.106.253.37 MITRE Technique: T1078.004 | Zero-day exploit pattern detected | Obfuscated payload detected | null | null | null | null | 76.170.224.139 | 212.106.253.37 | Living-off-the-Land | SIG-4304 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
4a3235d9-81b1-4b33-9cee-3a38152bd419 | 2025-06-12T05:34:37 | firewall | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|info| desc=Firewall drop DNS traffic from 104.155.70.26:552 to 218.137.20.64:495 No additional info | {
"geo_location": "Taiwan",
"device_hash": "9f3bb2600b8082180c4143801a1e2562",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_10_8; rv:1.9.2.20) Gecko/6996-06-03 10:33:06 Firefox/3.8",
"session_id": "133a1878-389d-4287-8811-3d2d211c0d08",
"risk_score": 66.44,
"confidence": 0.04
} | null | drop | null | null | null | No additional info | Firewall drop DNS traffic from 104.155.70.26:552 to 218.137.20.64:495 No additional info | null | null | null | null | 104.155.70.26 | 218.137.20.64 | null | null | null | null | null | null | null | null | 552 | 495 | DNS | 630,110 | 213 | null | null |
f4448861-182f-48b9-95e2-b30643c6d0aa | 2025-05-29T11:07:21 | ai | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|high| desc=AI system fine_tuning by bvalentine MITRE Technique: T1204.002 noise=13A3A513 | {
"geo_location": "Isle of Man",
"device_hash": "6a92da9d17fc591717c6837129a1ad40",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/531.39.2 (KHTML, like Gecko) Version/4.1 Safari/531.39.2",
"session_id": "1bd930da-be09-49c1-8919-94ac9c3edaaf",
"risk_score": 49.41,
"confidence": 0.93
} | bvalentine | fine_tuning | null | null | null | MITRE Technique: T1204.002 | AI system fine_tuning by bvalentine MITRE Technique: T1204.002 | null | null | null | null | null | null | null | null | null | null | null | model-628562ce | f5d4129fef8b527ddc618409458e82ff | 50ef7a578b5c933f541e217db6e588cb | null | null | null | null | null | null | null |
e5644763-7001-4eb1-915a-1dd3ea3c61a5 | 2025-05-23T16:04:57 | network | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|medium| desc=Network disconnection from 10.7.59.90 to 186.59.92.208 MITRE Technique: T1566.001 | {
"geo_location": "Latvia",
"device_hash": "bd0f0508e051e8fcd416bc97491198c80a1a6263381c8289b844967876574e3d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.0; Trident/5.1)",
"session_id": "e2fca498-815a-40a1-bac4-97ecd640200a",
"risk_score": 69.25,
"confidence": 0.64
} | null | disconnection | null | null | null | MITRE Technique: T1566.001 | Network disconnection from 10.7.59.90 to 186.59.92.208 MITRE Technique: T1566.001 | null | null | null | null | 10.7.59.90 | 186.59.92.208 | null | null | null | null | null | null | null | null | null | null | TCP | 428,637 | null | null | null |
9e78e402-0752-426e-9a30-b38c2320ab4b | 2025-06-21T23:23:25 | ai | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|low| desc=AI system fine_tuning by lewiskevin MITRE Technique: T1071.001 | {
"geo_location": "Jamaica",
"device_hash": "f1c4f6b857922ea008412bcfa4a12ffe696067c10ce832412113aff3211b8cc9",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_10_4; rv:1.9.6.20) Gecko/6602-09-02 01:02:57 Firefox/3.6.6",
"session_id": "c8fb58b0-bf00-4482-a13c-e43338857ad9",
"risk_score": 51.05,
"c... | lewiskevin | fine_tuning | null | null | null | MITRE Technique: T1071.001 | AI system fine_tuning by lewiskevin MITRE Technique: T1071.001 | null | null | null | null | null | null | null | null | null | null | null | model-8a6c0017 | 569e5e5bebe7ec2c93fbeb9b3d247868c67724c61258e02aafa8fd885dcd09b2 | a67f70da9075bc86949767ee8a84d14f | null | null | null | null | null | null | null |
d08cd0fc-e830-4514-b81e-5a869d840bd0 | 2025-05-02T18:01:28 | auth | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|low| desc=Auth locked for meganlee via passwordless from 112.114.202.188 No additional info | {
"geo_location": "China",
"device_hash": "dc79a05bfd9fd6a653121d87a9f6b737",
"user_agent": "Mozilla/5.0 (Android 4.0; Mobile; rv:54.0) Gecko/54.0 Firefox/54.0",
"session_id": "edea281f-aacb-478f-ae44-dad45a4716c4",
"risk_score": 81.74,
"confidence": 0.34
} | meganlee | locked | null | null | null | No additional info | Auth locked for meganlee via passwordless from 112.114.202.188 No additional info | {
"baseline_deviation": 2.71,
"entropy": 2.33,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 112.114.202.188 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | cf:1a:3a:a8:70:63 |
5a5411e1-ffdf-4f21-b580-3c042ae39035 | 2025-02-09T00:04:52 | endpoint | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|medium| desc=Endpoint process_start affect by myersdiana MITRE Technique: T1110.003 | {
"geo_location": "Equatorial Guinea",
"device_hash": "ec1be122270a059b9064f242db6763dc0e9683a4",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_9_3; rv:1.9.6.20) Gecko/3802-08-01 09:45:42 Firefox/3.6.8",
"session_id": "52e38351-9a64-47b2-91ea-8314fc010d31",
"risk_score": 37.03,
"confidence": 0.1
} | myersdiana | process_start | affect | 6,094 | explorer.exe | MITRE Technique: T1110.003 | Endpoint process_start affect by myersdiana MITRE Technique: T1110.003 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ff39050f-e673-4342-9e24-301b29a4d1b9 | 2025-01-21T10:40:02 | iot | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|critical| desc=IoT device Medical firmware_update No additional info | {
"geo_location": "Trinidad and Tobago",
"device_hash": "07b85f31bb7488c68c212a1ffcca3b0c2f8a42954d60de168005c833f6abf777",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 95; Trident/5.1)",
"session_id": "88732646-0ffd-452c-969e-4245999d71ce",
"risk_score": 49.75,
"confidence": 0.48
} | null | firmware_update | null | null | null | No additional info | IoT device Medical firmware_update No additional info | null | Medical | iot-16c5be18 | 10.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5875ba9d-0bc4-491d-9cf6-dee4f69bfe35 | 2025-05-09T07:26:59 | network | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|low| desc=Network protocol_anomaly from 188.20.64.209 to 63.41.124.116 No additional info | {
"geo_location": "Monaco",
"device_hash": "cfbb0e53ac0c5275db03ad8ffc5c64480ff7e846dcd71605b02c6d9013218726",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; da-DK) AppleWebKit/531.40.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B118 Safari/6531.40.6",
"session_id": "cc003a01-9090-477d-9fa... | null | protocol_anomaly | null | null | null | No additional info | Network protocol_anomaly from 188.20.64.209 to 63.41.124.116 No additional info | null | null | null | null | 188.20.64.209 | 63.41.124.116 | null | null | null | null | null | null | null | null | null | null | TCP | 147,764 | null | null | null |
567d5d93-0641-4d7d-87f7-bce1de127357 | 2025-07-01T19:09:18 | network | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|network|high| desc=Network connection from 125.162.44.11 to 11.96.188.197 Unconventional IOC: Unusual DNS TXT records | {
"geo_location": "Chad",
"device_hash": "13f8527d1ba609a586738a34d87e84e44766a4475235071ccbced7c11cae632e",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; ln-CD) AppleWebKit/533.8.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B117 Safari/6533.8.2",
"session_id": "c8c8df93-11b9-4cf0-825a-af... | null | connection | null | null | null | Unconventional IOC: Unusual DNS TXT records | Network connection from 125.162.44.11 to 11.96.188.197 Unconventional IOC: Unusual DNS TXT records | {
"baseline_deviation": 2.84,
"entropy": 2.45,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 125.162.44.11 | 11.96.188.197 | null | null | null | null | null | null | null | null | null | null | HTTPS | 15,825 | null | null | null |
2adb93fd-469b-4c18-becd-74f1507833e1 | 2025-03-24T20:32:47 | iot | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC battery_drain MITRE Technique: T1566.001 | {
"geo_location": "Namibia",
"device_hash": "af5705ddc653aa4d1334aab8c6f8fde9b74e6896",
"user_agent": "Mozilla/5.0 (Linux; Android 8.1.0) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/52.0.875.0 Safari/536.1",
"session_id": "baa46409-15ea-4428-8ad6-199df7dd8bb9",
"risk_score": 40.79,
"confidence": 0.5
} | null | battery_drain | null | null | null | MITRE Technique: T1566.001 | IoT device HVAC battery_drain MITRE Technique: T1566.001 | null | HVAC | iot-e4057f21 | 10.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9bce9e1d-979b-42fd-b524-54946e11b43c | 2025-05-22T18:24:28 | network | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|info| desc=Network latency_spike from 24.75.216.14 to 174.233.36.140 No additional info | {
"geo_location": "Sao Tome and Principe",
"device_hash": "22ae1afcef26e4e75ba92b6b34c5999ce258d3f2582f01f84444c2afdf165c83",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; nan-TW) AppleWebKit/534.38.5 (KHTML, like Gecko) Version/3.0.5 Mobile/8B113 Safari/6534.38.5",
"session_id": "3da2cf... | null | latency_spike | null | null | null | No additional info | Network latency_spike from 24.75.216.14 to 174.233.36.140 No additional info | {
"baseline_deviation": 2.09,
"entropy": 5.32,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 24.75.216.14 | 174.233.36.140 | null | null | null | null | null | null | null | null | null | null | UDP | 465,294 | null | null | null |
b8e6961b-5d94-4a5b-96c0-14f145350745 | 2025-03-25T13:06:55 | ids_alert | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ids_alert|critical| desc=Elastic SIEM Alert: Brute Force detected from 33.79.212.113 targeting N/A No additional info | {
"geo_location": "Algeria",
"device_hash": "c262a8bc248e343f0f6ce2d2b229d134",
"user_agent": "Mozilla/5.0 (Linux; Android 7.0) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/56.0.822.0 Safari/535.0",
"session_id": "0f8743fe-b274-4ebc-97b7-a734dcdab034",
"risk_score": 59.17,
"confidence": 0.1
} | null | null | null | null | null | No additional info | Elastic SIEM Alert: Brute Force detected from 33.79.212.113 targeting N/A No additional info | null | null | null | null | 33.79.212.113 | N/A | Brute Force | SIG-3188 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
32baf370-2361-4d3c-9690-4babbfe31335 | 2025-01-26T14:27:46 | endpoint | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint service_install industry by vjohnston No additional info | {
"geo_location": "Liechtenstein",
"device_hash": "407a04303045246683463d4ad577e62d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.1; Trident/3.1)",
"session_id": "1e8f16e6-2666-4804-b8eb-c1f8d248de33",
"risk_score": 47.46,
"confidence": 0.52
} | vjohnston | service_install | industry | 2,985 | powershell.exe | No additional info | Endpoint service_install industry by vjohnston No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1cf5a9c0-f65a-48ef-94ee-16e07b5520da | 2025-04-08T10:51:01 | network | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|info| desc=Network covert_channel from 41.238.196.230 to 110.177.123.118 No additional info noise=open|seek|current | {
"geo_location": "Croatia",
"device_hash": "439bb86a683aaf85af7ae6cd7cecbba8e5eca7af660aa716bf353de732864ce3",
"user_agent": "Mozilla/5.0 (Windows; U; Windows CE) AppleWebKit/532.19.1 (KHTML, like Gecko) Version/4.1 Safari/532.19.1",
"session_id": "27057d4b-2ba4-4b20-be84-df7ce2354257",
"risk_score": 34.96,
... | null | covert_channel | null | null | null | No additional info | Network covert_channel from 41.238.196.230 to 110.177.123.118 No additional info | null | null | null | null | 41.238.196.230 | 110.177.123.118 | null | null | null | null | null | null | null | null | null | null | UDP | 665,655 | null | null | null |
e117aa87-cbba-4cb1-b1d1-c4f6c74f1455 | 2025-06-30T21:13:27 | cloud | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|critical| desc=Cloud container_escape in OCI by bensonapril No additional info noise=wp-content/list/app | {
"geo_location": "Nepal",
"device_hash": "599aa5840372e4043273dc653c3447670cb7e623fd6585ffef36b5626bac1bae",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_7) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/44.0.887.0 Safari/536.0",
"session_id": "032cf550-b78b-4d2c-b33a-3d43e9e02e96",
"risk_score":... | bensonapril | container_escape | null | null | null | No additional info | Cloud container_escape in OCI by bensonapril No additional info | null | null | null | null | null | null | null | null | null | OCI | res-d07117d2 | null | null | null | null | null | null | null | null | null | null |
dacadea1-4edc-4fc9-800f-5c820bb1bd01 | 2025-05-12T10:04:49 | auth | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|high| desc=Auth bypass for vgibson via SAML from 12.245.128.255 No additional info | {
"geo_location": "Estonia",
"device_hash": "f65997178071252487fc478cef855c767b3e606d",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_5) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/56.0.800.0 Safari/535.0",
"session_id": "044348e4-cd87-466c-827c-bf367fab55f1",
"risk_score": 33.65,
"confidence... | vgibson | bypass | null | null | null | No additional info | Auth bypass for vgibson via SAML from 12.245.128.255 No additional info | null | null | null | null | 12.245.128.255 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | ef:91:32:35:31:8c |
2f184cdf-100a-4ea7-aa9f-8cf8ae453724 | 2025-01-16T04:55:59 | ai | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|critical| desc=AI system membership_inference by ramseyemily No additional info | {
"geo_location": "Iraq",
"device_hash": "ff4f439129a5874e0c22b4e31401ff99",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_12_4; rv:1.9.5.20) Gecko/8144-12-24 20:29:57 Firefox/3.8",
"session_id": "cc776071-71a9-4893-a6a2-102f4c1d934d",
"risk_score": 24.19,
"confidence": 0.42
} | ramseyemily | membership_inference | null | null | null | No additional info | AI system membership_inference by ramseyemily No additional info | null | null | null | null | null | null | null | null | null | null | null | model-89621bcb | 74bc3e79e086ff89cb907a920c032fad | 463af9a87eeec9e3941de8e142d2c86b | null | null | null | null | null | null | null |
d28527eb-cac7-45f5-85db-868d2567576a | 2025-02-15T19:27:55 | network | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|high| desc=Network protocol_anomaly from 121.16.5.196 to 47.41.125.13 No additional info | {
"geo_location": "Guadeloupe",
"device_hash": "6a73c4eb057524aba5f78f97688405ca",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_5_4 rv:5.0; id-ID) AppleWebKit/531.46.3 (KHTML, like Gecko) Version/4.0.4 Safari/531.46.3",
"session_id": "a3051e69-5023-4fdf-a98c-ed043d4966ef",
"risk_score": 19.07,
"... | null | protocol_anomaly | null | null | null | No additional info | Network protocol_anomaly from 121.16.5.196 to 47.41.125.13 No additional info | null | null | null | null | 121.16.5.196 | 47.41.125.13 | null | null | null | null | null | null | null | null | null | null | TCP | 724,295 | null | null | null |
b87845d8-9199-4b57-aebc-262bb6adc71d | 2025-05-13T16:00:50 | network | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|network|medium| desc=Network disconnection from 10.244.134.32 to 152.215.75.55 MITRE Technique: T1134.001 | {
"geo_location": "Saint Barthelemy",
"device_hash": "c84127f122e3acac95257eb6defe98007d541d1c",
"user_agent": "Mozilla/5.0 (Android 5.1; Mobile; rv:58.0) Gecko/58.0 Firefox/58.0",
"session_id": "1fc0b453-8d10-4079-9175-c45dbac2d066",
"risk_score": 40.3,
"confidence": 0.5
} | null | disconnection | null | null | null | MITRE Technique: T1134.001 | Network disconnection from 10.244.134.32 to 152.215.75.55 MITRE Technique: T1134.001 | null | null | null | null | 10.244.134.32 | 152.215.75.55 | null | null | null | null | null | null | null | null | null | null | HTTP | 957,518 | null | null | null |
f5a3a8ab-df11-4899-aaa1-4c3339aeed9b | 2025-03-27T12:12:15 | network | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|high| desc=Network covert_channel from 10.220.134.93 to 101.125.152.107 MITRE Technique: T1486 | {
"geo_location": "Uruguay",
"device_hash": "e47a5943e5568614c1feaa456e5388df35c0423d",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_12_3 rv:5.0; ro-RO) AppleWebKit/535.45.2 (KHTML, like Gecko) Version/4.0.1 Safari/535.45.2",
"session_id": "1b2fd34b-eba5-44bf-bfdf-382996f267b7",
"risk_score": 46.8... | null | covert_channel | null | null | null | MITRE Technique: T1486 | Network covert_channel from 10.220.134.93 to 101.125.152.107 MITRE Technique: T1486 | null | null | null | null | 10.220.134.93 | 101.125.152.107 | null | null | null | null | null | null | null | null | null | null | TCP | 427,717 | null | null | null |
f456e44b-9b5e-4c02-becf-8d402742674d | 2025-03-25T17:28:42 | endpoint | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|low| desc=Endpoint powershell_exec take by josephmiles MITRE Technique: T1543.003 | {
"geo_location": "Malta",
"device_hash": "2cef223c192735507056904c907691ff958afb5e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.2; Trident/5.1)",
"session_id": "62b877ea-cfdd-43bf-997c-0af8c18cff1f",
"risk_score": 24.21,
"confidence": 0.83
} | josephmiles | powershell_exec | take | 3,522 | explorer.exe | MITRE Technique: T1543.003 | Endpoint powershell_exec take by josephmiles MITRE Technique: T1543.003 | {
"baseline_deviation": 1.07,
"entropy": 2.12,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0389ece6-8fdc-4afe-8b06-e9d1f2b61990 | 2025-06-27T03:46:20 | endpoint | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint process_start free by xclay No additional info | {
"geo_location": "Vietnam",
"device_hash": "7da270afe4ae0cc9b56f5030e3fb96f3c85618f0",
"user_agent": "Mozilla/5.0 (Windows NT 4.0) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/36.0.843.0 Safari/531.2",
"session_id": "e3d466d7-579a-4b53-981e-16af15e797c0",
"risk_score": 70.98,
"confidence": 0
} | xclay | process_start | free | 1,474 | cmd.exe | No additional info | Endpoint process_start free by xclay No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ae169439-d704-4116-a826-a9ddebad65b4 | 2025-01-27T20:48:28 | ai | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|medium| desc=AI system membership_inference by sarahking No additional info | {
"geo_location": "Libyan Arab Jamahiriya",
"device_hash": "d79ef6241088a0c299b26e5acf15f263",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; ak-GH) AppleWebKit/533.29.3 (KHTML, like Gecko) Version/4.0.5 Mobile/8B114 Safari/6533.29.3",
"session_id": "e8516160-9d7d-4d49-ac5d-f68e1038e45e",... | sarahking | membership_inference | null | null | null | No additional info | AI system membership_inference by sarahking No additional info | null | null | null | null | null | null | null | null | null | null | null | model-7af98e62 | c7165907580d5ab12b1cb9af75fafce2 | 13f792a89bd5a00c0e50d9ee782e1cef96d3ee9f | null | null | null | null | null | null | null |
3a536372-b665-4d71-9507-3c05ed018da8 | 2025-05-02T01:35:09 | cloud | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|medium| desc=Cloud config_change in Azure by wrogers No additional info | {
"geo_location": "Reunion",
"device_hash": "7ee7e29f38c7a6bc77dbee6e6e197527d7a53473",
"user_agent": "Opera/8.68.(X11; Linux x86_64; kk-KZ) Presto/2.9.170 Version/11.00",
"session_id": "ec7cf009-8124-4fab-bde7-543d17a5624b",
"risk_score": 36.25,
"confidence": 0.45
} | wrogers | config_change | null | null | null | No additional info | Cloud config_change in Azure by wrogers No additional info | null | null | null | null | null | null | null | null | null | Azure | res-2d8d52bc | null | null | null | null | null | null | null | null | null | null |
626e11e3-bf58-4b8e-b31a-953389ade39f | 2025-03-13T12:31:15 | ids_alert | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|high| desc=Wazuh Alert: Living-off-the-Land detected from 13.118.96.7 targeting 167.52.185.80 MITRE Technique: T1059.005 | {
"geo_location": "Zimbabwe",
"device_hash": "40436b19f22f68e9c1e836c603a64630fdf8c218",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.0; Trident/3.1)",
"session_id": "8f4be64f-f18b-492e-80bc-af2bdfee4768",
"risk_score": 57.51,
"confidence": 0.01
} | null | null | null | null | null | MITRE Technique: T1059.005 | Wazuh Alert: Living-off-the-Land detected from 13.118.96.7 targeting 167.52.185.80 MITRE Technique: T1059.005 | null | null | null | null | 13.118.96.7 | 167.52.185.80 | Living-off-the-Land | SIG-3237 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
69074d01-68cc-471e-a22c-4313a4e7d6d8 | 2025-04-26T17:30:17 | network | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|low| desc=Network covert_channel from 106.44.112.128 to 121.173.205.31 No additional info | {
"geo_location": "North Korea",
"device_hash": "004e0fd3b352a2470e20ef4eac3aa644",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.2) AppleWebKit/533.43.1 (KHTML, like Gecko) Version/5.0 Safari/533.43.1",
"session_id": "5be06b37-e1bd-4039-898b-71ed89254805",
"risk_score": 38.65,
"confidence": 0.09
} | null | covert_channel | null | null | null | No additional info | Network covert_channel from 106.44.112.128 to 121.173.205.31 No additional info | null | null | null | null | 106.44.112.128 | 121.173.205.31 | null | null | null | null | null | null | null | null | null | null | HTTP | 686,547 | null | null | null |
cc09745f-d90c-4a04-9e41-ebf7727a5b85 | 2025-03-21T18:20:18 | ids_alert | OSSEC v3.7.0 | emergency | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ids_alert|emergency| desc=OSSEC Alert: MFA Bypass detected from 10.243.249.147 targeting 104.167.212.9 MITRE Technique: T1059.005 | {
"geo_location": "United States of America",
"device_hash": "d4c341f006f141ab5a76915055613b24edaf2c7a",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/7409-03-14 01:09:55 Firefox/3.8",
"session_id": "6919bc75-ffae-453f-b13f-57982eabe43c",
"risk_score": 42.01,
"confidence": 0.83
} | null | null | null | null | null | MITRE Technique: T1059.005 | OSSEC Alert: MFA Bypass detected from 10.243.249.147 targeting 104.167.212.9 MITRE Technique: T1059.005 | null | null | null | null | 10.243.249.147 | 104.167.212.9 | MFA Bypass | SIG-2542 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
03ad54dc-dd41-4d62-ad57-c9786440f5ef | 2025-02-23T03:29:09 | auth | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|high| desc=Auth success for lmendoza via biometric from 183.91.242.179 No additional info | {
"geo_location": "Eritrea",
"device_hash": "8f6a8e7d891c02b6232ab055912a604f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.0; Trident/5.0)",
"session_id": "3b9132eb-1d27-4bad-8bcc-930d4a404d20",
"risk_score": 46.45,
"confidence": 0.63
} | lmendoza | success | null | null | null | No additional info | Auth success for lmendoza via biometric from 183.91.242.179 No additional info | null | null | null | null | 183.91.242.179 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | c5:83:57:1f:f5:dc |
8840e13c-c9db-44f7-ba04-23f39aff5a33 | 2025-02-27T14:41:01 | auth | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|info| desc=Auth locked for stephenlee via passwordless from 3.27.124.93 No additional info noise=CDC64962 | {
"geo_location": "Montenegro",
"device_hash": "08951ddfd97982af657c08d71cf2e48f7044cb9f",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_8_1; rv:1.9.5.20) Gecko/4339-08-18 02:40:52 Firefox/3.6.7",
"session_id": "e9bc1491-daa1-41c2-b041-a630526f53ea",
"risk_score": 43.87,
"confidence": 0.46
} | stephenlee | locked | null | null | null | No additional info | Auth locked for stephenlee via passwordless from 3.27.124.93 No additional info | {
"baseline_deviation": 0.52,
"entropy": 4.76,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 3.27.124.93 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 53:b4:0b:e8:35:b9 |
b2fc32f3-f21a-49f5-be6b-e73b32974067 | 2025-03-30T15:58:38 | endpoint | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint driver_load /discover/role.jpeg by willismichael No additional info | {
"geo_location": "Monaco",
"device_hash": "a2d5143ed02645c143138316d9e89fe314d43eae",
"user_agent": "Opera/8.34.(Windows 98; Win 9x 4.90; tg-TJ) Presto/2.9.190 Version/10.00",
"session_id": "820a0911-19a0-4261-9c23-d14de1f7945e",
"risk_score": 59.53,
"confidence": 0.43
} | willismichael | driver_load | /discover/role.jpeg | 3,505 | cmd.exe | No additional info | Endpoint driver_load /discover/role.jpeg by willismichael No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
cb1607a0-c125-400d-8687-46c1aaa21e5d | 2025-02-16T11:56:07 | cloud | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|high| desc=Cloud permission_escalation in OCI by jasonsalazar MITRE Technique: T1543.003 | {
"geo_location": "Guam",
"device_hash": "05c072f3bc1fcf7add8320ed3a410c53c548d36f",
"user_agent": "Opera/9.15.(X11; Linux i686; wo-SN) Presto/2.9.182 Version/12.00",
"session_id": "16e05daf-646a-46ca-bbf8-dbb79b183a52",
"risk_score": 86.05,
"confidence": 0.48
} | jasonsalazar | permission_escalation | null | null | null | MITRE Technique: T1543.003 | Cloud permission_escalation in OCI by jasonsalazar MITRE Technique: T1543.003 | null | null | null | null | null | null | null | null | null | OCI | res-f23fe60d | null | null | null | null | null | null | null | null | null | null |
9dbaa632-42be-43ce-a331-a510ecec0ce8 | 2030-03-18T18:47:54 | network | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|info| desc=Network data_exfiltration from 41.37.195.136 to 187.55.243.16 MITRE Technique: T1574.002 | {
"geo_location": "Timor-Leste",
"device_hash": "ec0845164627822cdafb0c4577d75e2f303e2beb475affff6d57d00c9228142a",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_6_3) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/51.0.881.0 Safari/536.2",
"session_id": "045a25b3-90ef-4eb4-bf8c-a43bba159b9f",
"risk_sco... | null | data_exfiltration | null | null | null | MITRE Technique: T1574.002 | Network data_exfiltration from 41.37.195.136 to 187.55.243.16 MITRE Technique: T1574.002 | null | null | null | null | 41.37.195.136 | 187.55.243.16 | null | null | null | null | null | null | null | null | null | null | ICMP | 989,145 | null | null | null |
97beb8f4-1eb6-4044-bf52-e704ef6dc4f0 | 2025-06-02T22:15:15 | ids_alert | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|medium| desc=Wazuh Alert: Living-off-the-Land detected from 54.66.247.144 targeting 210.31.75.215 Zero-day exploit pattern detected | {
"geo_location": "Honduras",
"device_hash": "cbdc369a189bfae4dbc021c7c7bb3929b64558c9ead66c9220bd017393b69dbf",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_10_8 rv:2.0; bho-IN) AppleWebKit/533.13.3 (KHTML, like Gecko) Version/4.0 Safari/533.13.3",
"session_id": "4729a9af-b6c8-45f6-ab53-74ab32eb53b1"... | null | null | null | null | null | Zero-day exploit pattern detected | Wazuh Alert: Living-off-the-Land detected from 54.66.247.144 targeting 210.31.75.215 Zero-day exploit pattern detected | null | null | null | null | 54.66.247.144 | 210.31.75.215 | Living-off-the-Land | SIG-8305 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
4868e7d2-8e85-4329-948f-748214836ec1 | 2025-06-30T11:55:16 | ids_alert | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|low| desc=Snort Alert: Zero-Day Exploit detected from 209.15.205.244 targeting 188.207.26.26 Obfuscated payload detected | {
"geo_location": "Brazil",
"device_hash": "4c8987bc4cd6ad015a105591a4e6c80126857138",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_2; rv:1.9.4.20) Gecko/8032-08-22 15:39:55 Firefox/3.6.18",
"session_id": "f4f4811c-db72-4513-8a43-ec14b4ccebc0",
"risk_score": 27.65,
"confidence": 0.47
} | null | null | null | null | null | Obfuscated payload detected | Snort Alert: Zero-Day Exploit detected from 209.15.205.244 targeting 188.207.26.26 Obfuscated payload detected | null | null | null | null | 209.15.205.244 | 188.207.26.26 | Zero-Day Exploit | SIG-6863 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
cb2c86ee-d7bd-4a78-a061-e3082ec74cbf | 2025-06-06T16:46:28 | ai | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|info| desc=AI system model_access by fandrews No additional info noise=VG9vLg== | {
"geo_location": "Malawi",
"device_hash": "0186854dc800ebbd145f96bd9b48a2fc",
"user_agent": "Opera/9.80.(Windows NT 10.0; ca-ES) Presto/2.9.184 Version/10.00",
"session_id": "3aa1e9b2-079a-411a-b913-5ae750de1a26",
"risk_score": 63.87,
"confidence": 0.48
} | fandrews | model_access | null | null | null | No additional info | AI system model_access by fandrews No additional info | null | null | null | null | null | null | null | null | null | null | null | model-2be23b88 | 6dcbe2ebbb8ff226b2283912dcd40285e49ac1f3 | f71e91e28089a26913563011d05f4ac8 | null | null | null | null | null | null | null |
79511cfd-4c41-4808-93bb-ec1e2fd4770c | 2025-03-05T18:34:27 | endpoint | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint registry_change but by teresa27 MITRE Technique: T1547.001 | {
"geo_location": "Bermuda",
"device_hash": "fce62bcca411ae66a9225be18f015a83e75d69bb175fe6accda30bf21c541a64",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; or-IN) AppleWebKit/535.28.5 (KHTML, like Gecko) Version/4.0.5 Mobile/8B111 Safari/6535.28.5",
"session_id": "7e783895-bc32-4e8e-90... | teresa27 | registry_change | but | 1,032 | svchost.exe | MITRE Technique: T1547.001 | Endpoint registry_change but by teresa27 MITRE Technique: T1547.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
52c3d26b-0204-4151-8d88-baeded79cddb | 2025-03-21T10:15:37 | auth | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|high| desc=Auth challenge for seth92 via MFA from 53.83.242.125 Associated Threat Actor: Kimsuky noise=325A0EA1 | {
"geo_location": "Poland",
"device_hash": "9237317a6a04def4c9cd85e565e1ec2d1b0140f6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.01; Trident/4.1)",
"session_id": "49c08bde-d817-4fd3-b323-38095709449b",
"risk_score": 54.21,
"confidence": 0.6
} | seth92 | challenge | null | null | null | Associated Threat Actor: Kimsuky | Auth challenge for seth92 via MFA from 53.83.242.125 Associated Threat Actor: Kimsuky | {
"baseline_deviation": 1.84,
"entropy": 5.91,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 53.83.242.125 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 19:94:80:61:cd:c5 |
fa084c32-fb51-448d-a351-28e284ab8396 | 2025-01-29T23:47:50 | network | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|medium| desc=Network data_exfiltration from 69.146.107.177 to 10.11.25.49 No additional info | {
"geo_location": "Guatemala",
"device_hash": "a9f25f05ab82b1bbafee5f7bef02df66783928e5",
"user_agent": "Opera/8.19.(Windows NT 10.0; tk-TM) Presto/2.9.172 Version/11.00",
"session_id": "89bdf72e-3134-4e7e-8d10-e2c726ad47b2",
"risk_score": 37.97,
"confidence": 0.61
} | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 69.146.107.177 to 10.11.25.49 No additional info | null | null | null | null | 69.146.107.177 | 10.11.25.49 | null | null | null | null | null | null | null | null | null | null | TCP | 63,376 | null | null | null |
a7b84836-9cba-493e-9de5-0f904a9936c4 | 2025-01-29T05:16:37 | auth | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|high| desc=Auth timeout for qjohnson via passwordless from 60.200.221.194 No additional info | {
"geo_location": "Netherlands Antilles",
"device_hash": "19f54ca68666761e6fa4fad37c1abcf6b3182892bc74e3a764bf7d9504a9817c",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; bem-ZM) AppleWebKit/532.25.3 (KHTML, like Gecko) Version/4.0.5 Mobile/8B112 Safari/6532.25.3",
"session_id": "edd58c5... | qjohnson | timeout | null | null | null | No additional info | Auth timeout for qjohnson via passwordless from 60.200.221.194 No additional info | null | null | null | null | 60.200.221.194 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | d2:af:0f:c4:9c:39 |
77961b14-7c85-4e2f-8d1c-b850470d66a6 | 2025-05-04T23:49:43 | iot | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|medium| desc=IoT device Sensor physical_tamper MITRE Technique: T1204.002 | Associated Threat Actor: APT38 | {
"geo_location": "New Caledonia",
"device_hash": "3ddfe44f1b27d63375fa6b4a3c507a985d6898d420df6174921218863ed38495",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.2) AppleWebKit/533.42.1 (KHTML, like Gecko) Version/5.0 Safari/533.42.1",
"session_id": "6391d309-8ea8-4989-9e1e-61efa8db190a",
"risk_score... | null | physical_tamper | null | null | null | MITRE Technique: T1204.002 | Associated Threat Actor: APT38 | IoT device Sensor physical_tamper MITRE Technique: T1204.002 | Associated Threat Actor: APT38 | null | Sensor | iot-4304b23c | 2.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
14e34efc-2c98-4459-ae5d-89d451594cd8 | 2025-04-25T17:13:45 | ai | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|critical| desc=AI system api_abuse by patriciaroberts No additional info | {
"geo_location": "Isle of Man",
"device_hash": "e701f3b6c8e3c76e55affbcc11a5e1df20517b3740ede96420bd51fb78a1ed21",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_5_3) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/30.0.835.0 Safari/531.1",
"session_id": "821e5e5e-9a26-4ea3-962e-f56fb48f5e99",
"ris... | patriciaroberts | api_abuse | null | null | null | No additional info | AI system api_abuse by patriciaroberts No additional info | null | null | null | null | null | null | null | null | null | null | null | model-b4ba2421 | 52101a776f4f6b3c9ea701681afc90c2 | 3fc2a5df9dd7f98f9f053d9c4004dec6 | null | null | null | null | null | null | null |
acf6d1d3-4a5c-47b5-8320-596594ee4ab3 | 2025-05-02T18:19:57 | endpoint | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|high| desc=Endpoint process_start /herself/leg.gif by ryanbrown No additional info | {
"geo_location": "Nepal",
"device_hash": "11270af923d48020ec454dfe99f0ebbae80577d704b9b5ff0ea24429451df893",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_11_2 rv:6.0; mhr-RU) AppleWebKit/534.30.6 (KHTML, like Gecko) Version/5.0.5 Safari/534.30.6",
"session_id": "55728d3d-d9e3-4a8e-beee-b385fef230e... | ryanbrown | process_start | /herself/leg.gif | 2,766 | cmd.exe | No additional info | Endpoint process_start /herself/leg.gif by ryanbrown No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
44d08ec0-bed5-4e5b-87dd-523bcb42b564 | 2025-06-16T23:26:37 | iot | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|info| desc=IoT device HVAC battery_drain MITRE Technique: T1218.011 | {
"geo_location": "Bahamas",
"device_hash": "1cefc91a07da7eb4538af590bacbafa3d303d835",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.0) AppleWebKit/534.39.4 (KHTML, like Gecko) Version/5.1 Safari/534.39.4",
"session_id": "e47f7f65-c3b2-4f99-a945-4abde5410391",
"risk_score": 30.04,
"confidence": 0.59... | null | battery_drain | null | null | null | MITRE Technique: T1218.011 | IoT device HVAC battery_drain MITRE Technique: T1218.011 | null | HVAC | iot-8e2467be | 1.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d9ea7638-a528-4655-affc-0883ef4a859d | 2025-01-27T11:38:38 | ids_alert | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ids_alert|low| desc=Carbon Black Alert: SQL Injection detected from 66.192.209.180 targeting 34.31.17.146 No additional info | {
"geo_location": "Yemen",
"device_hash": "236a94c1f8c54c6f4208684f0ff35bb9",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_12_6) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/19.0.869.0 Safari/536.1",
"session_id": "699fd111-ab0b-4f7c-a1cb-ec26a9eb8748",
"risk_score": 29.71,
"confidence": 0.48
} | null | null | null | null | null | No additional info | Carbon Black Alert: SQL Injection detected from 66.192.209.180 targeting 34.31.17.146 No additional info | null | null | null | null | 66.192.209.180 | 34.31.17.146 | SQL Injection | SIG-4212 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
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