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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
85ce6dcd-a628-43cc-8e54-8cd63a70552d | 2025-05-16T03:38:31 | ai | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|critical| desc=AI system model_inversion by jonathanchandler No additional info | {
"geo_location": "Mongolia",
"device_hash": "931ce30a69cd5ebbe3f5914005f4dde8f41bb8bad427bce0bfd957320074d6d2",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 4_2_1 like Mac OS X) AppleWebKit/536.0 (KHTML, like Gecko) FxiOS/16.4c7644.0 Mobile/17Z994 Safari/536.0",
"session_id": "56a13b3a-b356-492f-a655-ae36... | jonathanchandler | model_inversion | null | null | null | No additional info | AI system model_inversion by jonathanchandler No additional info | null | null | null | null | null | null | null | null | null | null | null | model-e9f723f1 | 85937368f9fcbbc7f9ca25d4e988f43d3758c145 | 75e4209119587dc21fa1244379ae1f495be38259a684373daa5a3bcd91c16970 | null | null | null | null | null | null | null |
603ee488-ba45-4161-942e-4b184f1bae6c | 2025-06-30T12:22:15 | ai | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|low| desc=AI system prompt_injection by hwilliams MITRE Technique: T1059.001 | {
"geo_location": "Libyan Arab Jamahiriya",
"device_hash": "e8fc9e130a7e1d4664c181dd645ce088",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/3327-12-26 07:33:23 Firefox/3.6.1",
"session_id": "94262e95-f6db-45af-927a-6044f30d4d4b",
"risk_score": 67.75,
"confidence": 0.03
} | hwilliams | prompt_injection | null | null | null | MITRE Technique: T1059.001 | AI system prompt_injection by hwilliams MITRE Technique: T1059.001 | null | null | null | null | null | null | null | null | null | null | null | model-b5671189 | 8279338f22e6ca8ba250d1ecf46af160 | cd4d0caea516ae308e879b9539d7ffce | null | null | null | null | null | null | null |
ce0fb5b1-596f-46d1-b209-6397d060ab29 | 2025-02-16T07:07:05 | cloud | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud shadow_it in GCP by michaelstone Unconventional IOC: Unusual DNS TXT records | {
"geo_location": "Bermuda",
"device_hash": "42f3c2577b239d45177eb350e99454bf41d80e5fded5707a7a1f6ef9910b7458",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows CE; Trident/5.1)",
"session_id": "2a31f95e-2fcd-46cb-802a-e767db437df9",
"risk_score": 36.39,
"confidence": 0
} | michaelstone | shadow_it | null | null | null | Unconventional IOC: Unusual DNS TXT records | Cloud shadow_it in GCP by michaelstone Unconventional IOC: Unusual DNS TXT records | {
"baseline_deviation": 1.51,
"entropy": 7.74,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | GCP | res-b3e1771c | null | null | null | null | null | null | null | null | null | null |
9350b2de-f3cc-4b01-a2a4-86faa26dc5c2 | 2025-01-22T15:34:24 | endpoint | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint process_start matter by saraodonnell No additional info | {
"geo_location": "Libyan Arab Jamahiriya",
"device_hash": "31a104e55050f2e43ec461d21436b196",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.1) AppleWebKit/532.3.3 (KHTML, like Gecko) Version/5.0 Safari/532.3.3",
"session_id": "8694d277-2b1d-49ba-85c3-d1b529a9c548",
"risk_score": 55.04,
"confidence":... | saraodonnell | process_start | matter | 6,811 | explorer.exe | No additional info | Endpoint process_start matter by saraodonnell No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2d5f18ae-9cf4-4a74-baf1-c2ae9fa87462 | 2025-06-24T10:32:12 | ids_alert | Carbon Black v7.8.0 | emergency | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ids_alert|emergency| desc=Carbon Black Alert: XSS detected from 99.89.241.64 targeting 195.67.168.27 MITRE Technique: T1059.005 | {
"geo_location": "Tokelau",
"device_hash": "249363635dcb2b18472b58b49468f07c",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; os-RU) AppleWebKit/535.16.3 (KHTML, like Gecko) Version/4.0.5 Mobile/8B115 Safari/6535.16.3",
"session_id": "28e245e4-c23a-4dde-a56e-442309b16d0e",
"risk_score"... | null | null | null | null | null | MITRE Technique: T1059.005 | Carbon Black Alert: XSS detected from 99.89.241.64 targeting 195.67.168.27 MITRE Technique: T1059.005 | null | null | null | null | 99.89.241.64 | 195.67.168.27 | XSS | SIG-9471 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
46cc9192-3a04-40fb-8788-564fd94fe115 | 2025-02-20T11:23:47 | cloud | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|critical| desc=Cloud api_abuse in Azure by racheljackson No additional info | {
"geo_location": "Senegal",
"device_hash": "ac4ff2104c1ceda7fa0454f5dd183eff2b870a3501a9221151f947a10f77d54f",
"user_agent": "Opera/8.84.(X11; Linux x86_64; fil-PH) Presto/2.9.178 Version/12.00",
"session_id": "526a6295-6744-481e-b374-33071f752fd5",
"risk_score": 67.86,
"confidence": 0.71
} | racheljackson | api_abuse | null | null | null | No additional info | Cloud api_abuse in Azure by racheljackson No additional info | null | null | null | null | null | null | null | null | null | Azure | res-270eeba0 | null | null | null | null | null | null | null | null | null | null |
7c005788-eab9-4613-b723-2498221d37db | 2025-05-05T18:14:31 | network | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|high| desc=Network latency_spike from 95.50.187.210 to 41.90.23.49 No additional info | {
"geo_location": "Uruguay",
"device_hash": "92bdfbb9145085825f0c870b7ccb7045314916fad27bf5d3fce4f2c78118bb46",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 14_8_1 like Mac OS X) AppleWebKit/536.2 (KHTML, like Gecko) CriOS/31.0.866.0 Mobile/40D693 Safari/536.2",
"session_id": "8cceb45f-16b3-43a0-ab0e-c46d33d71... | null | latency_spike | null | null | null | No additional info | Network latency_spike from 95.50.187.210 to 41.90.23.49 No additional info | null | null | null | null | 95.50.187.210 | 41.90.23.49 | null | null | null | null | null | null | null | null | null | null | HTTP | 831,337 | null | null | null |
f1547d87-68e8-429b-8e6c-60c2df3a7d83 | 2025-02-17T04:52:37 | cloud | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|info| desc=Cloud container_escape in Azure by stewartangela MITRE Technique: T1547.001 | {
"geo_location": "Czech Republic",
"device_hash": "0fa16fe99a901f3469429ed39556db0c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.0; Trident/5.0)",
"session_id": "3294d9b4-ad10-4ae4-9c91-a46262a4c2e8",
"risk_score": 31.75,
"confidence": 0.13
} | stewartangela | container_escape | null | null | null | MITRE Technique: T1547.001 | Cloud container_escape in Azure by stewartangela MITRE Technique: T1547.001 | null | null | null | null | null | null | null | null | null | Azure | res-6ec64b49 | null | null | null | null | null | null | null | null | null | null |
a02839ea-a715-4597-bbb1-7bc11dffbf58 | 2025-06-01T02:15:37 | network | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|low| desc=Network protocol_anomaly from 145.66.69.20 to 4.162.14.243 No additional info | {
"geo_location": "Peru",
"device_hash": "c6bf2e16123bc4c1437309fd4f821668c95967f94403f0bc621109b32f517ea2",
"user_agent": "Mozilla/5.0 (Linux; Android 3.0) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/49.0.886.0 Safari/534.0",
"session_id": "838305e2-283d-49eb-8ef8-d616100b70aa",
"risk_score": 59.91,
"conf... | null | protocol_anomaly | null | null | null | No additional info | Network protocol_anomaly from 145.66.69.20 to 4.162.14.243 No additional info | null | null | null | null | 145.66.69.20 | 4.162.14.243 | null | null | null | null | null | null | null | null | null | null | UDP | 621,703 | null | null | null |
2a03f423-b0a6-4930-8cd1-d5dcb3783a2c | 2027-03-04T16:45:46 | network | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|network|medium| desc=Network data_exfiltration from 109.38.239.24 to 27.107.205.81 No additional info noise=wp-content/blog/tags | {
"geo_location": "Panama",
"device_hash": "f6324a6f5032d9b7ae382da4d2d8e32c",
"user_agent": "Opera/8.20.(Windows NT 11.0; ro-RO) Presto/2.9.185 Version/11.00",
"session_id": "d7344a3a-4f84-4d44-9151-a6a81e58fc43",
"risk_score": 0,
"confidence": 0.28
} | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 109.38.239.24 to 27.107.205.81 No additional info | null | null | null | null | 109.38.239.24 | 27.107.205.81 | null | null | null | null | null | null | null | null | null | null | HTTP | 532,574 | null | null | null |
86e8cbc4-9b89-468c-85aa-b512efe33344 | 2025-05-01T12:47:36 | auth | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|info| desc=Auth timeout for dgillespie via SAML from 120.107.72.162 No additional info | {
"geo_location": "Wallis and Futuna",
"device_hash": "30e7f7c7dab9c6082a83fe1a57a030f540db8534",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/26.0.893.0 Safari/536.0",
"session_id": "168cbe83-fffd-421c-8122-1fd0f9ea9693",
"risk_score": 27.73,
"confidence": 0.51
... | dgillespie | timeout | null | null | null | No additional info | Auth timeout for dgillespie via SAML from 120.107.72.162 No additional info | null | null | null | null | 120.107.72.162 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | 86:25:53:59:5a:f6 |
da47e094-ddbb-4325-9c2e-0ef6bc32ec54 | 2025-04-16T02:45:11 | ai | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|info| desc=AI system prompt_injection by dustin75 MITRE Technique: T1218.011 noise=search | {
"geo_location": "Uganda",
"device_hash": "84ab7d13a52f1adcc85b71755476da82264b1986",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/56.0.862.0 Safari/533.2",
"session_id": "91d01d9a-33df-471a-bebf-f059c3b58c29",
"risk_score": 27.35,
"confidence": 0.29
} | dustin75 | prompt_injection | null | null | null | MITRE Technique: T1218.011 | AI system prompt_injection by dustin75 MITRE Technique: T1218.011 | null | null | null | null | null | null | null | null | null | null | null | model-acba07e1 | 3d5ef3e9ba1ce030da6283a1913641774de3628a823bc161ed2b1ba1b1a73da3 | 19e55d60676ef4f764b90434f94a8ae89587fd84 | null | null | null | null | null | null | null |
fa57e308-c443-4738-a3a0-f17e44c34dd9 | 2025-03-28T16:38:21 | ids_alert | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ids_alert|critical| desc=FireEye HX Alert: AI Model Poisoning detected from 171.224.225.14 targeting 132.50.50.235 MITRE Technique: T1218.011 | {
"geo_location": "Hong Kong",
"device_hash": "a367d31a685411c454378a5046db2b167288e3e44e3218c759aa36225ab60c53",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_6_1) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/53.0.827.0 Safari/536.0",
"session_id": "050d2317-3c6e-47ca-bf47-e0e797991911",
"risk_sco... | null | null | null | null | null | MITRE Technique: T1218.011 | FireEye HX Alert: AI Model Poisoning detected from 171.224.225.14 targeting 132.50.50.235 MITRE Technique: T1218.011 | null | null | null | null | 171.224.225.14 | 132.50.50.235 | AI Model Poisoning | SIG-4212 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
7d03f55b-4541-4a8d-8d6a-4a277447ca5a | 2025-05-18T01:16:22 | ai | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|medium| desc=AI system membership_inference by fernando71 No additional info | {
"geo_location": "Angola",
"device_hash": "ba6b066e98b060028e09f0ed131bf6fecae33dd6e7b2412dc58a81291d56bc51",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 11.0) AppleWebKit/534.17.3 (KHTML, like Gecko) Version/5.0 Safari/534.17.3",
"session_id": "a1f11a40-79d9-47d6-9824-19f017bb1992",
"risk_score": 69.... | fernando71 | membership_inference | null | null | null | No additional info | AI system membership_inference by fernando71 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-90ce980e | 77919b973f972f13bce0bb8e9e06157d | 8402155de85f7af8b20d726d181e8414 | null | null | null | null | null | null | null |
df7d5ac7-4422-4c2f-b2ee-7907efb5fda5 | 2025-05-29T09:12:33 | endpoint | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|high| desc=Endpoint scheduled_task pay by thompsonjacob No additional info | {
"geo_location": "Macao",
"device_hash": "f437fa44ab9fdc1ddbbdbf7b660af456c1cf3dd5745274803d12bda697b3bba2",
"user_agent": "Opera/8.57.(X11; Linux x86_64; lzh-TW) Presto/2.9.188 Version/11.00",
"session_id": "dd9a3e22-58a9-4daf-bb95-30bc0b85a86b",
"risk_score": 26.47,
"confidence": 0.74
} | thompsonjacob | scheduled_task | pay | 3,518 | cmd.exe | No additional info | Endpoint scheduled_task pay by thompsonjacob No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
30b814b8-3ad7-4ff1-8ae7-ea747fd4ffce | 2025-04-11T11:14:09 | network | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|low| desc=Network bandwidth_usage from 10.209.22.199 to 31.193.115.90 No additional info | {
"geo_location": "San Marino",
"device_hash": "dd611a0f68a4ff59585b908098d0c8f4c93c19a3",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_7_0 rv:3.0; as-IN) AppleWebKit/535.38.4 (KHTML, like Gecko) Version/5.0 Safari/535.38.4",
"session_id": "cdec9d19-e329-43e7-aa20-4429cd8f1dd7",
"risk_score": 6... | null | bandwidth_usage | null | null | null | No additional info | Network bandwidth_usage from 10.209.22.199 to 31.193.115.90 No additional info | null | null | null | null | 10.209.22.199 | 31.193.115.90 | null | null | null | null | null | null | null | null | null | null | UDP | 454,938 | null | null | null |
1bb6e8aa-e69e-4ab1-916f-cd2f9e30206d | 2029-09-21T06:28:10 | ids_alert | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ids_alert|critical| desc=Splunk Alert: Fileless Attack detected from 206.18.59.171 targeting 87.79.219.111 No additional info noise=tag/main | {
"geo_location": "North Macedonia",
"device_hash": "57678643132fac0ba1a7f0de9a10c2da42beb8dbf824ff6c83bbdf8e491a536a",
"user_agent": "Opera/9.64.(Windows NT 5.01; ckb-IQ) Presto/2.9.180 Version/12.00",
"session_id": "5c71d9d8-187c-4a91-acd3-6d0aa0a0b6af",
"risk_score": 78.61,
"confidence": 0.7
} | null | null | null | null | null | No additional info | Splunk Alert: Fileless Attack detected from 206.18.59.171 targeting 87.79.219.111 No additional info | null | null | null | null | 206.18.59.171 | 87.79.219.111 | Fileless Attack | SIG-9042 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
f1b4800d-3501-476b-9be5-f0535c391e9d | 2025-01-30T05:15:02 | iot | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|info| desc=IoT device Medical firmware_update No additional info noise=app | {
"geo_location": "Turkmenistan",
"device_hash": "6ca9c0a35f1735239148fcd57920100780973b8a",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_9; rv:1.9.6.20) Gecko/3470-10-09 18:04:33 Firefox/13.0",
"session_id": "ef4e4284-49ac-40a0-a158-55b378261d79",
"risk_score": 62.51,
"confidence": 0.85
} | null | firmware_update | null | null | null | No additional info | IoT device Medical firmware_update No additional info | null | Medical | iot-ae21c9ae | 9.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
69254ede-5579-450b-951a-3697cc2a60aa | 2025-03-06T20:02:33 | network | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|high| desc=Network disconnection from 216.51.57.74 to 164.245.60.37 No additional info | {
"geo_location": "Italy",
"device_hash": "493b335bb74f7ed47ac3371780f1a19f58d72ae4",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_5_7) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/52.0.849.0 Safari/533.2",
"session_id": "c179ebd9-e972-4468-962e-bfff9f943db7",
"risk_score": 23.04,
"confidence... | null | disconnection | null | null | null | No additional info | Network disconnection from 216.51.57.74 to 164.245.60.37 No additional info | null | null | null | null | 216.51.57.74 | 164.245.60.37 | null | null | null | null | null | null | null | null | null | null | UDP | 43,935 | null | null | null |
6a22ca3c-0d10-4052-a7fb-1c90b8df8ba3 | 2025-03-06T18:37:51 | ai | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|medium| desc=AI system model_access by andrea70 No additional info | {
"geo_location": "France",
"device_hash": "3cdfd0c0f584e03b13cd6e68f8bbad23",
"user_agent": "Opera/9.96.(X11; Linux x86_64; apn-IN) Presto/2.9.169 Version/12.00",
"session_id": "55da82eb-5a10-4d0e-96b7-976e9a8d8cf0",
"risk_score": 87.25,
"confidence": 0.58
} | andrea70 | model_access | null | null | null | No additional info | AI system model_access by andrea70 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-4003072d | 36b165bb5b83c9c31f38475040e8e576c3b623ef57df4527c54b436f1965ccc1 | 9084f659a7e3e3d17c8f537d79715c9e | null | null | null | null | null | null | null |
d99f0af8-8b46-4d5d-af8f-30e98b2d65e8 | 2025-03-04T00:46:42 | network | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|info| desc=Network protocol_anomaly from 171.88.194.143 to 1.15.135.12 No additional info | {
"geo_location": "Yemen",
"device_hash": "8103df3c78d31dfc771f00a76d49f2f7",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.2) AppleWebKit/531.4.6 (KHTML, like Gecko) Version/4.0.1 Safari/531.4.6",
"session_id": "86470017-cbb8-4f5b-a3bd-d79f572ec5b5",
"risk_score": 45.27,
"confidence": 0.17
} | null | protocol_anomaly | null | null | null | No additional info | Network protocol_anomaly from 171.88.194.143 to 1.15.135.12 No additional info | null | null | null | null | 171.88.194.143 | 1.15.135.12 | null | null | null | null | null | null | null | null | null | null | HTTPS | 534,465 | null | null | null |
95e68757-c595-4bf0-878b-4d7ac4def15d | 2025-06-18T20:14:34 | auth | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|medium| desc=Auth challenge for hernandezdustin via MFA from 145.48.160.31 No additional info | {
"geo_location": "Romania",
"device_hash": "b33e73044de5cc8e783bcfcd6c63e389",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows CE; Trident/3.0)",
"session_id": "3c9ae930-85b0-4dcf-bb42-a2390ea10857",
"risk_score": 25.74,
"confidence": 0.94
} | hernandezdustin | challenge | null | null | null | No additional info | Auth challenge for hernandezdustin via MFA from 145.48.160.31 No additional info | null | null | null | null | 145.48.160.31 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | de:9d:4e:39:5f:b7 |
78ad1cbb-ba35-4090-9ff4-222ffe0593d6 | 2025-02-19T10:51:35 | ai | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|info| desc=AI system model_inversion by dannymorgan No additional info | {
"geo_location": "Faroe Islands",
"device_hash": "4bcc11a850eb284aaf17ad058a793dd41e737c64",
"user_agent": "Mozilla/5.0 (Windows NT 6.2; as-IN; rv:1.9.0.20) Gecko/7867-01-30 04:39:00 Firefox/4.0",
"session_id": "b025b494-04e9-468a-a202-35e79fa32670",
"risk_score": 43.15,
"confidence": 0.45
} | dannymorgan | model_inversion | null | null | null | No additional info | AI system model_inversion by dannymorgan No additional info | null | null | null | null | null | null | null | null | null | null | null | model-51c3df37 | 979598293476da9a8073ae97d100b99381e071baf46384241567461e34ca4984 | 3416893eae95770d4f4737218f9cf80c3a8dbf84fc96cf3f226238c39021cdf2 | null | null | null | null | null | null | null |
f8ccca5d-2788-47e4-92ec-4be66d3c2efa | 2025-06-30T21:39:04 | network | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|info| desc=Network latency_spike from 54.133.122.233 to 41.19.127.26 No additional info | {
"geo_location": "Korea",
"device_hash": "b51ef1468c5471527091c21ce052d09c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 95; Trident/3.1)",
"session_id": "dc7a0d89-252b-4ad9-bdbc-3f23713cf83d",
"risk_score": 37.89,
"confidence": 0.66
} | null | latency_spike | null | null | null | No additional info | Network latency_spike from 54.133.122.233 to 41.19.127.26 No additional info | null | null | null | null | 54.133.122.233 | 41.19.127.26 | null | null | null | null | null | null | null | null | null | null | TCP | 34,098 | null | null | null |
fc6e07b8-225e-47e4-87b1-b12bfb974543 | 2025-02-26T03:39:18 | auth | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|low| desc=Auth timeout for zmiller via key from 187.152.63.53 MITRE Technique: T1547.001 | {
"geo_location": "Portugal",
"device_hash": "948000eb820cef93ded115cb42cdfc829c2f3631705dedd0b5ff4f2d7757410c",
"user_agent": "Mozilla/5.0 (Windows 98; yi-US; rv:1.9.2.20) Gecko/8749-12-24 01:49:06 Firefox/3.6.14",
"session_id": "3a0994c5-5623-492d-85bf-3c0bd79eb3b3",
"risk_score": 22.52,
"confidence": 0.4... | zmiller | timeout | null | null | null | MITRE Technique: T1547.001 | Auth timeout for zmiller via key from 187.152.63.53 MITRE Technique: T1547.001 | null | null | null | null | 187.152.63.53 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 03:24:10:7b:ce:69 |
f74869ae-9a3f-439d-a262-8129f0254f2e | 2025-05-17T01:26:07 | ai | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ai|critical| desc=AI system training_data_poisoning by udavis MITRE Technique: T1204.002 | {
"geo_location": "Mongolia",
"device_hash": "7bf166178310aea673b2ae065a6a93c6",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; unm-US) AppleWebKit/535.44.3 (KHTML, like Gecko) Version/4.0.5 Mobile/8B115 Safari/6535.44.3",
"session_id": "620f6f36-4a94-458d-81f4-77d0d5f3619e",
"risk_scor... | udavis | training_data_poisoning | null | null | null | MITRE Technique: T1204.002 | AI system training_data_poisoning by udavis MITRE Technique: T1204.002 | null | null | null | null | null | null | null | null | null | null | null | model-245fc283 | ee432405690e1d647155abe5280afba4526c2da53b824ffeb4535c1e3128b454 | b9235184de3ec6fb5fcec22394bda7cd85ba209d89270f2da6cbad26a76ac85e | null | null | null | null | null | null | null |
d12e4f20-0d82-4627-b7cb-7f03efbc7f81 | 2025-03-21T03:25:58 | ai | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ai|critical| desc=AI system api_abuse by chad41 Associated Threat Actor: Inception Framework | {
"geo_location": "Iran",
"device_hash": "f4e060f0c7d5a10acde3939a559a3e83",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.2; Trident/5.1)",
"session_id": "a70cc117-b23a-43a4-b46c-b64e1fb830e0",
"risk_score": 41.11,
"confidence": 0.04
} | chad41 | api_abuse | null | null | null | Associated Threat Actor: Inception Framework | AI system api_abuse by chad41 Associated Threat Actor: Inception Framework | {
"baseline_deviation": 2.03,
"entropy": 5.3,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | model-02b251d5 | 2da270f39aa464b66c11dabbcf088d7a | ef4d366a0545ffe5818d0d62857dd3f8706c58bc | null | null | null | null | null | null | null |
9c4654db-14d8-4040-9a07-235e386e8ff3 | 2025-06-10T16:14:00 | ids_alert | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|low| desc=Tanium Alert: Credential Stuffing detected from 126.170.171.231 targeting 187.84.229.220 MITRE Technique: T1053.005 | {
"geo_location": "China",
"device_hash": "9f21ce18663676f859ced0f5beb9acffd45803d1",
"user_agent": "Opera/8.67.(Windows NT 5.2; hi-IN) Presto/2.9.161 Version/10.00",
"session_id": "9214f5f4-74d8-47db-befd-bd4557ac5018",
"risk_score": 72.17,
"confidence": 0.5
} | null | null | null | null | null | MITRE Technique: T1053.005 | Tanium Alert: Credential Stuffing detected from 126.170.171.231 targeting 187.84.229.220 MITRE Technique: T1053.005 | null | null | null | null | 126.170.171.231 | 187.84.229.220 | Credential Stuffing | SIG-8077 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
aed0e5e9-5125-4c0d-baf5-72dc6192d591 | 2025-05-11T10:34:14 | firewall | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall inspect ICMP traffic from 66.233.237.136:327 to 67.34.196.122:267 No additional info noise=this|base|as | {
"geo_location": "Qatar",
"device_hash": "e9385c2dc38597b1e0de57da3c3e6d5f36f1e9c4",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/8279-04-15 17:05:49 Firefox/14.0",
"session_id": "2597593b-b6cb-493a-9c0a-a2fc298b6474",
"risk_score": 2.75,
"confidence": 0.5
} | null | inspect | null | null | null | No additional info | Firewall inspect ICMP traffic from 66.233.237.136:327 to 67.34.196.122:267 No additional info | null | null | null | null | 66.233.237.136 | 67.34.196.122 | null | null | null | null | null | null | null | null | 327 | 267 | ICMP | 255,579 | 1,546 | null | null |
eb68c71e-1218-4421-86b4-74da915f2bc0 | 2025-04-16T03:32:09 | cloud | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|critical| desc=Cloud lambda_execution in Alibaba by ybrennan No additional info noise=RHJ1Zy4= | {
"geo_location": "Dominican Republic",
"device_hash": "a7073470303e78cc37fe3651468dbd3dced52c3b",
"user_agent": "Mozilla/5.0 (Linux; Android 4.1) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/48.0.859.0 Safari/533.2",
"session_id": "1833a23b-4f3e-4586-90c0-0f90a2ecf02a",
"risk_score": 25.51,
"confidence": 0... | ybrennan | lambda_execution | null | null | null | No additional info | Cloud lambda_execution in Alibaba by ybrennan No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-e4581e4c | null | null | null | null | null | null | null | null | null | null |
8137b36a-3897-4580-b0bc-8bad361179e2 | 2025-05-18T16:00:38 | firewall | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|critical| desc=Firewall quarantine HTTPS traffic from 212.70.7.163:950 to 195.207.131.74:762 No additional info | {
"geo_location": "Bulgaria",
"device_hash": "e3f981784e25294b1826cf4a4dca81fbce25a976",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/3445-11-27 12:51:39 Firefox/14.0",
"session_id": "a55432b5-b79c-4ee6-bf31-945578254035",
"risk_score": 20.89,
"confidence": 0.77
} | null | quarantine | null | null | null | No additional info | Firewall quarantine HTTPS traffic from 212.70.7.163:950 to 195.207.131.74:762 No additional info | {
"baseline_deviation": 2.48,
"entropy": 4.73,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 212.70.7.163 | 195.207.131.74 | null | null | null | null | null | null | null | null | 950 | 762 | HTTPS | 731,184 | 2,284 | null | null |
e467d57c-70ff-47fb-90f1-55c2c36c2525 | 2025-01-30T02:35:10 | network | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|medium| desc=Network disconnection from 142.251.154.255 to 123.157.164.169 MITRE Technique: T1566.001 | {
"geo_location": "United Kingdom",
"device_hash": "bc36acb7843afa412732efe3b9d6dc79",
"user_agent": "Opera/9.72.(Windows NT 5.0; tcy-IN) Presto/2.9.184 Version/11.00",
"session_id": "2b53f911-fc00-4221-a232-2f65eb9e8eeb",
"risk_score": 22.96,
"confidence": 0.67
} | null | disconnection | null | null | null | MITRE Technique: T1566.001 | Network disconnection from 142.251.154.255 to 123.157.164.169 MITRE Technique: T1566.001 | null | null | null | null | 142.251.154.255 | 123.157.164.169 | null | null | null | null | null | null | null | null | null | null | ICMP | 954,850 | null | null | null |
a576d969-074c-474c-9bed-c2312f7cb64a | 2025-02-21T21:38:34 | network | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|low| desc=Network disconnection from 150.17.200.90 to 61.152.126.121 No additional info noise=category | {
"geo_location": "China",
"device_hash": "23ab281a9d70be280a132c8268532fb2573ddcdf",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/62.0.878.0 Safari/536.2",
"session_id": "7115772e-f1de-4d79-bc6d-fedd624a0a95",
"risk_score": 21.55,
"confidence": 0.32
} | null | disconnection | null | null | null | No additional info | Network disconnection from 150.17.200.90 to 61.152.126.121 No additional info | null | null | null | null | 150.17.200.90 | 61.152.126.121 | null | null | null | null | null | null | null | null | null | null | TCP | 267,445 | null | null | null |
6eea2cdf-7bdc-45c1-b320-aa1e638b0784 | 2025-06-25T14:12:36 | network | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|critical| desc=Network protocol_anomaly from 10.55.137.42 to 77.245.12.252 No additional info noise=scientist|exist|improve | {
"geo_location": "Brunei Darussalam",
"device_hash": "1d948ef25c74e374c08728f1afe51fbb98ce45e1dd393ab86e8b1b9643ba3577",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.0) AppleWebKit/531.40.3 (KHTML, like Gecko) Version/5.0 Safari/531.40.3",
"session_id": "d7cd6be3-4535-4b3d-be48-e65890a11e84",
"risk_s... | null | protocol_anomaly | null | null | null | No additional info | Network protocol_anomaly from 10.55.137.42 to 77.245.12.252 No additional info | null | null | null | null | 10.55.137.42 | 77.245.12.252 | null | null | null | null | null | null | null | null | null | null | ICMP | 464,717 | null | null | null |
6d89af6d-e4fb-45ad-b334-49f32a602439 | 2025-02-21T22:08:16 | auth | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|info| desc=Auth challenge for raymondanne via biometric from 20.15.197.204 No additional info | {
"geo_location": "Northern Mariana Islands",
"device_hash": "e69c82f5bb67b1b7a125cb0ff2c08cbc75aed436",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_9_9 rv:3.0; as-IN) AppleWebKit/532.25.5 (KHTML, like Gecko) Version/5.0 Safari/532.25.5",
"session_id": "d40adfc5-0041-41c3-9c4b-0e66fa6aea38",
"risk_... | raymondanne | challenge | null | null | null | No additional info | Auth challenge for raymondanne via biometric from 20.15.197.204 No additional info | null | null | null | null | 20.15.197.204 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 72:50:00:1f:44:b4 |
68ddf77e-12b6-4fe6-9ed7-2ca4e92516c2 | 2025-07-05T07:12:58 | auth | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|low| desc=Auth bypass for umiller via passwordless from 175.25.158.195 No additional info | {
"geo_location": "Guinea-Bissau",
"device_hash": "5bb690ed5761ac652742fbacf7dba4ec63db451b",
"user_agent": "Mozilla/5.0 (Windows 95; szl-PL; rv:1.9.2.20) Gecko/7807-12-25 14:58:46 Firefox/11.0",
"session_id": "157ec9df-1471-4b83-b736-8020d31eaa3c",
"risk_score": 25.67,
"confidence": 0.36
} | umiller | bypass | null | null | null | No additional info | Auth bypass for umiller via passwordless from 175.25.158.195 No additional info | null | null | null | null | 175.25.158.195 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 98:48:15:03:cd:13 |
7e51ed0a-650c-48a3-bd3d-5547b650502e | 2025-02-15T20:08:14 | ids_alert | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ids_alert|medium| desc=Elastic SIEM Alert: XSS detected from 123.34.55.251 targeting 90.55.84.170 MITRE Technique: T1059.005 noise=V2VzdGVybi4= | {
"geo_location": "Comoros",
"device_hash": "d23f2c9b75141509c54098cacc16774f6b3447b5",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.2; Trident/5.1)",
"session_id": "cdd4259a-492c-4a35-be5a-e7b7203251a4",
"risk_score": 62.61,
"confidence": 0.42
} | null | null | null | null | null | MITRE Technique: T1059.005 | Elastic SIEM Alert: XSS detected from 123.34.55.251 targeting 90.55.84.170 MITRE Technique: T1059.005 | null | null | null | null | 123.34.55.251 | 90.55.84.170 | XSS | SIG-6379 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
609a677c-19b2-4c09-817d-14a8342670ee | 2025-06-21T12:40:03 | ids_alert | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ids_alert|medium| desc=FireEye HX Alert: Domain Fronting detected from 8.21.24.94 targeting N/A No additional info | {
"geo_location": "Haiti",
"device_hash": "b604b232ba61708a576ebb01bb4025c88acb396120444da6ee6cbb492c07bae2",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 10.0; Trident/5.0)",
"session_id": "03d4f367-0d57-4920-885c-b6144e57f34f",
"risk_score": 48.36,
"confidence": 0.59
} | null | null | null | null | null | No additional info | FireEye HX Alert: Domain Fronting detected from 8.21.24.94 targeting N/A No additional info | null | null | null | null | 8.21.24.94 | N/A | Domain Fronting | SIG-7149 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
25afe8a9-ebeb-4eb5-a657-f45136f24e6b | 2025-04-14T03:07:49 | iot | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|critical| desc=IoT device Camera command_injection MITRE Technique: T1566.001 | {
"geo_location": "Myanmar",
"device_hash": "74f7ec87733c69e663d93883bfc1e0c87a57c709",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 7_1_2 like Mac OS X) AppleWebKit/535.1 (KHTML, like Gecko) FxiOS/16.9u6038.0 Mobile/55A081 Safari/535.1",
"session_id": "de99caac-86ec-4aa8-9119-995606f75205",
"risk_score": 20... | null | command_injection | null | null | null | MITRE Technique: T1566.001 | IoT device Camera command_injection MITRE Technique: T1566.001 | null | Camera | iot-9d453f0d | 6.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
bd91e423-ac58-4202-b822-95cbfe04035e | 2025-05-26T18:50:47 | network | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|critical| desc=Network protocol_anomaly from 106.90.45.22 to 165.2.199.158 Possible protocol tunneling | {
"geo_location": "Belarus",
"device_hash": "df8ce8fe49ee8cc198caf857bbd7047236c162fcc1f558913656146f8cdd5378",
"user_agent": "Mozilla/5.0 (Android 4.1.1; Mobile; rv:51.0) Gecko/51.0 Firefox/51.0",
"session_id": "ea74b51f-8c4c-47ec-906c-552eade45f09",
"risk_score": 52.33,
"confidence": 0.26
} | null | protocol_anomaly | null | null | null | Possible protocol tunneling | Network protocol_anomaly from 106.90.45.22 to 165.2.199.158 Possible protocol tunneling | null | null | null | null | 106.90.45.22 | 165.2.199.158 | null | null | null | null | null | null | null | null | null | null | ICMP | 107,811 | null | null | null |
6b0e2417-57eb-4fe5-ba5a-d0b857acf670 | 2025-04-15T17:03:55 | ids_alert | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|critical| desc=Snort Alert: MFA Bypass detected from 94.241.74.116 targeting 61.226.109.73 MITRE Technique: T1190 | {
"geo_location": "Suriname",
"device_hash": "8825f887823fca6291a4bac0f5d69a6c15dba08b",
"user_agent": "Mozilla/5.0 (Windows NT 6.0) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/16.0.836.0 Safari/534.2",
"session_id": "b97cd908-c4dd-44ee-9dcd-922516c6b363",
"risk_score": 38.32,
"confidence": 0.3
} | null | null | null | null | null | MITRE Technique: T1190 | Snort Alert: MFA Bypass detected from 94.241.74.116 targeting 61.226.109.73 MITRE Technique: T1190 | null | null | null | null | 94.241.74.116 | 61.226.109.73 | MFA Bypass | SIG-8809 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
794b8ca9-cd88-474a-9d19-6b418f70ef68 | 2025-04-23T18:03:13 | ai | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|medium| desc=AI system prompt_injection by benjamin21 No additional info | {
"geo_location": "Syrian Arab Republic",
"device_hash": "993630f512fd32d843977d680084cf1e",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 95) AppleWebKit/531.32.2 (KHTML, like Gecko) Version/4.0 Safari/531.32.2",
"session_id": "8c7937c2-59a0-47f6-85ae-277f6ba90d7e",
"risk_score": 31.27,
"confidence": 0.4... | benjamin21 | prompt_injection | null | null | null | No additional info | AI system prompt_injection by benjamin21 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-e2b05526 | d233bed428d97d75d23012be1a4ef0f9 | 3b75cba55bbd8014639b1ddbddfc9898 | null | null | null | null | null | null | null |
0bd13cf0-9669-4a57-b08f-710cfd95a926 | 2025-01-26T08:45:07 | ids_alert | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|high| desc=LogRhythm Alert: DDoS detected from 59.194.9.169 targeting 215.232.112.238 MITRE Technique: T1071.001 noise=Q29udGFpbi4= | {
"geo_location": "Martinique",
"device_hash": "f8b666b05edf170dfb24bdf20ba73038f341f68bff59a2a9333d85728b0295e5",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_8_4) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/47.0.873.0 Safari/535.0",
"session_id": "4d748070-b475-4d89-baf2-c5788b1dd36d",
"risk_scor... | null | null | null | null | null | MITRE Technique: T1071.001 | LogRhythm Alert: DDoS detected from 59.194.9.169 targeting 215.232.112.238 MITRE Technique: T1071.001 | null | null | null | null | 59.194.9.169 | 215.232.112.238 | DDoS | SIG-9666 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
4a6a2248-61fc-4561-8445-c664fd70098f | 2025-05-03T12:40:42 | auth | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|info| desc=Auth challenge for nrodgers via key from 154.175.111.16 MITRE Technique: T1204.002 noise=V2hldGhlci4= | {
"geo_location": "Lithuania",
"device_hash": "d826deea6d5f80f02060a3e74fdd7aa2",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 11.0; Trident/5.1)",
"session_id": "db1d6c7c-ff8e-4aba-a186-ed90d25c53c7",
"risk_score": 39.46,
"confidence": 0.65
} | nrodgers | challenge | null | null | null | MITRE Technique: T1204.002 | Auth challenge for nrodgers via key from 154.175.111.16 MITRE Technique: T1204.002 | null | null | null | null | 154.175.111.16 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | b9:1a:70:01:fc:0f |
33af950f-34af-4165-8d17-0c62d65791aa | 2025-02-25T06:40:43 | auth | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|info| desc=Auth challenge for adiaz via passwordless from 10.114.244.227 No additional info | {
"geo_location": "Guadeloupe",
"device_hash": "6b4536837171849d642fcffb6da164f10c54652a",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_8 rv:2.0; nr-ZA) AppleWebKit/535.18.7 (KHTML, like Gecko) Version/4.0.2 Safari/535.18.7",
"session_id": "96944726-cb44-4467-8589-c85830fd9f2a",
"risk_score": 52... | adiaz | challenge | null | null | null | No additional info | Auth challenge for adiaz via passwordless from 10.114.244.227 No additional info | null | null | null | null | 10.114.244.227 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 6b:a5:4d:74:ad:e5 |
4dd0d0dc-510b-40f8-b6e3-8b3a73531650 | 2025-03-20T19:23:58 | iot | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|critical| desc=IoT device Camera physical_tamper No additional info | {
"geo_location": "Grenada",
"device_hash": "0c50149b7672c7fbb177d83d625c61c4",
"user_agent": "Mozilla/5.0 (Windows NT 6.1) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/18.0.836.0 Safari/532.0",
"session_id": "8f6aa745-5f6b-4e42-9d1e-680e41080e0c",
"risk_score": 28.38,
"confidence": 0.64
} | null | physical_tamper | null | null | null | No additional info | IoT device Camera physical_tamper No additional info | null | Camera | iot-1fa1a757 | 1.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9b37c672-c2ec-4f5e-8aab-dc484aac2d0b | 2025-04-30T09:53:30 | auth | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|low| desc=Auth failed for harold38 via biometric from 145.132.112.14 No additional info | {
"geo_location": "Kenya",
"device_hash": "3800f6f4dfc59e17e1ab7082dca9f1b3467fe406c49331fa5f49233b52c9dc41",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_4_1 like Mac OS X) AppleWebKit/536.2 (KHTML, like Gecko) FxiOS/16.0i8008.0 Mobile/54C641 Safari/536.2",
"session_id": "ca32b1b1-8aeb-4e4a-968f-ae09cc... | harold38 | failed | null | null | null | No additional info | Auth failed for harold38 via biometric from 145.132.112.14 No additional info | null | null | null | null | 145.132.112.14 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | a9:f9:dc:5a:91:e9 |
f7a2be9f-7b3e-494a-8fc3-a1867da1b566 | 2025-03-07T04:00:32 | endpoint | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|low| desc=Endpoint registry_change assume by lamkristi No additional info | {
"geo_location": "Bermuda",
"device_hash": "c0f6193ede7802c5ce5a67725f8cdfe4793a069695804768e4b9d036c3e2c7c2",
"user_agent": "Mozilla/5.0 (Windows 98; quz-PE; rv:1.9.2.20) Gecko/6897-08-10 17:48:48 Firefox/10.0",
"session_id": "fb4045ff-180b-4671-9df2-77d1114f2d6e",
"risk_score": 100,
"confidence": 0.54
} | lamkristi | registry_change | assume | 4,253 | powershell.exe | No additional info | Endpoint registry_change assume by lamkristi No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f20056b5-ca77-49c3-95b9-8bd95e6a366d | 2025-02-08T01:32:37 | endpoint | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|info| desc=Endpoint process_start /past/responsibility.pages by amy95 No additional info | {
"geo_location": "Zimbabwe",
"device_hash": "b2fc17d27fe205dc04c8f1a3ff34e1036cef2e3afcffc8d102bfb8f3ba99f438",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 3_2_2 like Mac OS X) AppleWebKit/535.1 (KHTML, like Gecko) FxiOS/15.2j4733.0 Mobile/73D438 Safari/535.1",
"session_id": "7c5a4dca-91b8-4b1c-a44d-b10f... | amy95 | process_start | /past/responsibility.pages | 3,863 | cmd.exe | No additional info | Endpoint process_start /past/responsibility.pages by amy95 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9d066cb5-9ba7-4306-9b78-3cf1e8c49adf | 2025-01-19T11:02:16 | endpoint | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|high| desc=Endpoint driver_load woman by jenna73 No additional info | {
"geo_location": "Germany",
"device_hash": "14822fe3e82a3d26760bbf5a3f1a99b03c66bc7d",
"user_agent": "Opera/8.85.(Windows 98; wo-SN) Presto/2.9.163 Version/10.00",
"session_id": "001f0b75-2764-4d1b-9ade-54fd91de9a03",
"risk_score": 65.55,
"confidence": 0.27
} | jenna73 | driver_load | woman | 251 | svchost.exe | No additional info | Endpoint driver_load woman by jenna73 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
85442735-df8f-40ee-8eb7-07c1ccff274c | 2025-01-15T14:41:50 | ids_alert | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|medium| desc=Darktrace Alert: SQL Injection detected from 55.81.98.177 targeting N/A No additional info | {
"geo_location": "Iran",
"device_hash": "d8d19e18b7d27b06197a56d8d4838880cf749b84be172dbb32e8a580c04872f0",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.1) AppleWebKit/533.18.5 (KHTML, like Gecko) Version/4.0 Safari/533.18.5",
"session_id": "23a9d764-8842-4cf5-9060-d27f1655f895",
"risk_score": 38.38,... | null | null | null | null | null | No additional info | Darktrace Alert: SQL Injection detected from 55.81.98.177 targeting N/A No additional info | null | null | null | null | 55.81.98.177 | N/A | SQL Injection | SIG-6303 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
0cd0684a-5c5f-4dbb-9ef1-d02bd45a5cfa | 2025-02-15T18:49:42 | firewall | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|low| desc=Firewall deny SSH traffic from 185.208.87.146:905 to 157.105.206.104:900 Unconventional IOC: Bios timestamp anomalies | {
"geo_location": "Fiji",
"device_hash": "423649fc5b91415e9256fbebc0dceea6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows CE; Trident/3.0)",
"session_id": "7dc89352-2dc4-494c-bfa1-fd1cb785141d",
"risk_score": 15.02,
"confidence": 0.09
} | null | deny | null | null | null | Unconventional IOC: Bios timestamp anomalies | Firewall deny SSH traffic from 185.208.87.146:905 to 157.105.206.104:900 Unconventional IOC: Bios timestamp anomalies | null | null | null | null | 185.208.87.146 | 157.105.206.104 | null | null | null | null | null | null | null | null | 905 | 900 | SSH | 369,082 | 751 | null | null |
58dabdc9-9e69-44a1-ad4b-3727e005b174 | 2025-05-07T19:57:24 | ai | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|critical| desc=AI system membership_inference by amyphillips No additional info | {
"geo_location": "Libyan Arab Jamahiriya",
"device_hash": "fa4047a1286c432d220ff55ce4ecc89abfd264d7c5f2dc5b81e306e533b98a95",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/535.17.2 (KHTML, like Gecko) Version/5.0 Safari/535.17.2",
"session_id": "883ba248-36ac-49c5-8bd9-6e2c5b5ee526",
"... | amyphillips | membership_inference | null | null | null | No additional info | AI system membership_inference by amyphillips No additional info | null | null | null | null | null | null | null | null | null | null | null | model-b40762ab | 3e18df208429e0d1d6f2436e3c67fc56 | f06d7b31ab0ef2b163070ec2d6e23825d8689837 | null | null | null | null | null | null | null |
b129713e-04b0-4979-985a-11eba9461f81 | 2025-02-18T02:05:43 | auth | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|high| desc=Auth bypass for brian67 via biometric from 155.35.175.137 No additional info noise=app | {
"geo_location": "Saint Pierre and Miquelon",
"device_hash": "e5227ec824882b6471bea98db0ccbcc4",
"user_agent": "Opera/9.25.(Windows NT 10.0; kk-KZ) Presto/2.9.164 Version/10.00",
"session_id": "e0db05cc-0458-409c-be3c-2e7019f2cb9d",
"risk_score": 36.88,
"confidence": 0.98
} | brian67 | bypass | null | null | null | No additional info | Auth bypass for brian67 via biometric from 155.35.175.137 No additional info | null | null | null | null | 155.35.175.137 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | a7:60:01:92:d6:4b |
f5c67a71-e25a-4748-ae2e-a22e148c1f11 | 2025-02-26T07:13:54 | ids_alert | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|high| desc=AlienVault Alert: Supply Chain Compromise detected from 3.35.56.63 targeting N/A Zero-day exploit pattern detected | {
"geo_location": "Iran",
"device_hash": "24a3cd5c1361c45e74529e16833b34c5",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 4.0; Trident/4.1)",
"session_id": "5431c237-d011-4ebf-9bf8-45a5dc256392",
"risk_score": 52.52,
"confidence": 0.95
} | null | null | null | null | null | Zero-day exploit pattern detected | AlienVault Alert: Supply Chain Compromise detected from 3.35.56.63 targeting N/A Zero-day exploit pattern detected | null | null | null | null | 3.35.56.63 | N/A | Supply Chain Compromise | SIG-6964 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
33230c8d-abfd-47ad-9b6a-ddcacea06ad2 | 2025-05-11T13:04:23 | endpoint | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint scheduled_task begin by ochoamichael No additional info | {
"geo_location": "Timor-Leste",
"device_hash": "b46c8550913f85ce1678f6d9046863f3d2ce95e23d6c21af408221eac4f75a25",
"user_agent": "Opera/8.37.(X11; Linux x86_64; cmn-TW) Presto/2.9.186 Version/10.00",
"session_id": "6dcc6ffe-2ad1-40b2-9e4c-794591b6450c",
"risk_score": 100,
"confidence": 0.27
} | ochoamichael | scheduled_task | begin | 4,081 | svchost.exe | No additional info | Endpoint scheduled_task begin by ochoamichael No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
99f1b64e-b209-4a78-bf80-a2bd9fd3631a | 2025-01-12T22:12:46 | cloud | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud lambda_execution in Alibaba by velasquezlisa Unconventional IOC: CPU microcode changes | {
"geo_location": "Netherlands Antilles",
"device_hash": "f3dd49de8f72e51f16e444c9a3f80056",
"user_agent": "Mozilla/5.0 (Linux; Android 3.2.6) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/14.0.884.0 Safari/531.2",
"session_id": "f7908e7c-cfa1-4549-a59f-05fb73c143ae",
"risk_score": 0,
"confidence": 0.08
} | velasquezlisa | lambda_execution | null | null | null | Unconventional IOC: CPU microcode changes | Cloud lambda_execution in Alibaba by velasquezlisa Unconventional IOC: CPU microcode changes | null | null | null | null | null | null | null | null | null | Alibaba | res-393a492f | null | null | null | null | null | null | null | null | null | null |
c2b4f7f3-059b-41dc-b59c-1af2889df7e4 | 2025-06-09T10:14:32 | ids_alert | ArcSight v7.4.0 | emergency | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|emergency| desc=ArcSight Alert: XSS detected from 10.200.206.5 targeting N/A No additional info | {
"geo_location": "Liechtenstein",
"device_hash": "91d2d393fd9bd82439541f54be16860b",
"user_agent": "Opera/9.17.(Windows NT 4.0; ka-GE) Presto/2.9.184 Version/10.00",
"session_id": "31131554-4408-4611-84ed-277efe546db8",
"risk_score": 66.68,
"confidence": 0.44
} | null | null | null | null | null | No additional info | ArcSight Alert: XSS detected from 10.200.206.5 targeting N/A No additional info | null | null | null | null | 10.200.206.5 | N/A | XSS | SIG-4465 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
8ed2bf45-c4b3-417f-8fbd-d12742eb02c7 | 2025-06-08T06:36:31 | auth | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|low| desc=Auth bypass for jonesmelissa via password from 60.11.117.240 Associated Threat Actor: Kimsuky | {
"geo_location": "Iran",
"device_hash": "b1e29ad061b0c64286982c7aefecc7b9eb11d98a6ea948120213279a8693fd28",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/3.1)",
"session_id": "8b55660d-0aae-4c07-bd00-afd0497b2af8",
"risk_score": 50.04,
"confidence": 0.24
} | jonesmelissa | bypass | null | null | null | Associated Threat Actor: Kimsuky | Auth bypass for jonesmelissa via password from 60.11.117.240 Associated Threat Actor: Kimsuky | null | null | null | null | 60.11.117.240 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 33:99:24:34:5c:3f |
e9d3f003-c50c-41e0-b168-8d6ce06f7d5b | 2025-03-03T03:57:17 | endpoint | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|medium| desc=Endpoint wmi_exec /try/little.avi by elizabethlewis MITRE Technique: T1059.005 | {
"geo_location": "Romania",
"device_hash": "9cb8964ff5169fc6428dd813a8f20275cba500e7",
"user_agent": "Mozilla/5.0 (Windows NT 5.0; ckb-IQ; rv:1.9.0.20) Gecko/5650-08-12 04:48:31 Firefox/13.0",
"session_id": "6899fa0b-8e88-489c-ad9a-58497384d240",
"risk_score": 50.77,
"confidence": 0.22
} | elizabethlewis | wmi_exec | /try/little.avi | 7,785 | explorer.exe | MITRE Technique: T1059.005 | Endpoint wmi_exec /try/little.avi by elizabethlewis MITRE Technique: T1059.005 | {
"baseline_deviation": 1.09,
"entropy": 4.59,
"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 |
739a0693-c00e-478a-a82c-89127dde0a56 | 2025-05-07T11:28:12 | ai | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|critical| desc=AI system api_abuse by gfitzgerald No additional info | {
"geo_location": "Lao People's Democratic Republic",
"device_hash": "83b7efac6b709de3d3af60cc9d88bd23641c79bbd331dde7a8a0a849f63146f3",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_10_0; rv:1.9.3.20) Gecko/7392-03-29 02:18:15 Firefox/10.0",
"session_id": "7693ab0e-60e0-4efb-94fb-4e64993f9a50",
"ris... | gfitzgerald | api_abuse | null | null | null | No additional info | AI system api_abuse by gfitzgerald No additional info | null | null | null | null | null | null | null | null | null | null | null | model-15da5589 | 3c8ec0b4519405aaa306811b7543c52d | c00528cc94664bf08363397f74614614 | null | null | null | null | null | null | null |
422ecd43-afb0-47cc-9532-42d3b25bd7e4 | 2025-07-07T12:14:50 | ids_alert | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|medium| desc=Suricata Alert: XSS detected from 2.53.71.83 targeting 217.20.88.86 MITRE Technique: T1486 noise=over|certain|teach | {
"geo_location": "Greece",
"device_hash": "a86b8455ecaa316180a385b737ab7250",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows CE; Trident/3.0)",
"session_id": "62b7984f-67e7-4bb2-820b-a3192eba7914",
"risk_score": 16.76,
"confidence": 0.9
} | null | null | null | null | null | MITRE Technique: T1486 | Suricata Alert: XSS detected from 2.53.71.83 targeting 217.20.88.86 MITRE Technique: T1486 | {
"baseline_deviation": 2.57,
"entropy": 2.59,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 2.53.71.83 | 217.20.88.86 | XSS | SIG-1854 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
b59bf39d-402e-4284-b9a7-bc94c080a02d | 2025-03-01T05:06:49 | cloud | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|low| desc=Cloud shadow_it in AWS by alexandrajohnson Associated Threat Actor: APT34 | {
"geo_location": "Guyana",
"device_hash": "2d69c6c657f692370635bcc4a9192025",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; ks-IN) AppleWebKit/532.12.1 (KHTML, like Gecko) Version/4.0.5 Mobile/8B119 Safari/6532.12.1",
"session_id": "7613f9d8-5f49-41ae-81c3-1e4240471621",
"risk_score":... | alexandrajohnson | shadow_it | null | null | null | Associated Threat Actor: APT34 | Cloud shadow_it in AWS by alexandrajohnson Associated Threat Actor: APT34 | null | null | null | null | null | null | null | null | null | AWS | res-292df45a | null | null | null | null | null | null | null | null | null | null |
cfdd36b9-fced-4f59-8382-7702c8a907c2 | 2025-05-19T05:46:37 | iot | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|info| desc=IoT device Medical sensor_spoofing MITRE Technique: T1218.011 | {
"geo_location": "Jersey",
"device_hash": "1ec9adc85c3d621074b5d22d523178ee3571aca2",
"user_agent": "Opera/8.57.(Windows NT 4.0; ga-IE) Presto/2.9.169 Version/11.00",
"session_id": "19344ec8-8e01-41d3-bf5d-5527c697eb17",
"risk_score": 34.47,
"confidence": 0.82
} | null | sensor_spoofing | null | null | null | MITRE Technique: T1218.011 | IoT device Medical sensor_spoofing MITRE Technique: T1218.011 | null | Medical | iot-094aef38 | 2.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6fffe767-ac60-46e8-89a3-4a161de96445 | 2025-02-08T20:54:07 | ai | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ai|info| desc=AI system membership_inference by bbuchanan Associated Threat Actor: Leafminer noise=wp-content/tags | {
"geo_location": "Swaziland",
"device_hash": "388be76c6904e8b90753019810e6c411",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_12_1 rv:3.0; et-EE) AppleWebKit/534.48.3 (KHTML, like Gecko) Version/5.0.3 Safari/534.48.3",
"session_id": "01685816-48cf-4ddf-ab9f-d6da4abe4d76",
"risk_score": 20.28,
"... | bbuchanan | membership_inference | null | null | null | Associated Threat Actor: Leafminer | AI system membership_inference by bbuchanan Associated Threat Actor: Leafminer | null | null | null | null | null | null | null | null | null | null | null | model-999c6d89 | 10a3251a491a02254381ebd091d5391f47daa3f6 | ed547dab8b321d049d09e572104e556fcb5278c1 | null | null | null | null | null | null | null |
85d12a2e-3633-4db0-911a-befc1e4801b4 | 2025-02-08T14:18:19 | firewall | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|medium| desc=Firewall allow HTTP traffic from 122.132.131.93:402 to 61.221.185.107:514 No additional info | {
"geo_location": "Nepal",
"device_hash": "08eaf93a1f6ecd67627ab44a588bf22d9a992ad2",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 14_2 like Mac OS X) AppleWebKit/532.1 (KHTML, like Gecko) FxiOS/9.8z0713.0 Mobile/57V444 Safari/532.1",
"session_id": "f53ace48-6630-4cd1-8768-15dea6c165a3",
"risk_score": 56... | null | allow | null | null | null | No additional info | Firewall allow HTTP traffic from 122.132.131.93:402 to 61.221.185.107:514 No additional info | null | null | null | null | 122.132.131.93 | 61.221.185.107 | null | null | null | null | null | null | null | null | 402 | 514 | HTTP | 630,229 | 3,180 | null | null |
7924e084-c789-48f8-ab84-52ef991eae9a | 2025-05-25T08:13:02 | ids_alert | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ids_alert|low| desc=Vectra AI Alert: Living-off-the-Land detected from 10.193.217.5 targeting N/A No additional info | {
"geo_location": "China",
"device_hash": "e8911c1bfa4e7ea489560a6d9ccc8ebe",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/38.0.844.0 Safari/531.0",
"session_id": "2ea61f6d-9c3e-4dfd-80de-a171c9cc8d35",
"risk_score": 52.7,
"confidence": 0.48
} | null | null | null | null | null | No additional info | Vectra AI Alert: Living-off-the-Land detected from 10.193.217.5 targeting N/A No additional info | {
"baseline_deviation": 2.95,
"entropy": 3.36,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 10.193.217.5 | N/A | Living-off-the-Land | SIG-2442 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
7ac256ce-e2d2-46ea-b7ac-70013b150b1c | 2025-04-30T12:21:32 | auth | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|medium| desc=Auth failed for david88 via biometric from 106.31.187.122 No additional info noise=search/categories | {
"geo_location": "Burundi",
"device_hash": "88f8b9c939aa131ef0347c803db57a09",
"user_agent": "Mozilla/5.0 (Android 2.1; Mobile; rv:9.0) Gecko/9.0 Firefox/9.0",
"session_id": "4be26c61-caa9-4527-a546-487ebd7cf114",
"risk_score": 29.21,
"confidence": 0.83
} | david88 | failed | null | null | null | No additional info | Auth failed for david88 via biometric from 106.31.187.122 No additional info | null | null | null | null | 106.31.187.122 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 40:ea:f0:cc:8e:04 |
73de92cd-71e4-4411-b1ed-91d63fa4705e | 2025-06-27T13:01:48 | ai | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|medium| desc=AI system model_inversion by steven34 No additional info | {
"geo_location": "Guernsey",
"device_hash": "e3540973442d470c163c5d568bbba1f1d095e719",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 14_2_1 like Mac OS X) AppleWebKit/533.0 (KHTML, like Gecko) FxiOS/18.8r8789.0 Mobile/64B117 Safari/533.0",
"session_id": "1bc3976d-6f62-4688-a3e1-441b6e24da32",
"risk_score": ... | steven34 | model_inversion | null | null | null | No additional info | AI system model_inversion by steven34 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-694c400c | fecf33fe1bf0b42392201651e59c29ce | 4de7f030716464f376ed28a75b5c5298a915e3ca143103f13e2b3d2f136844a2 | null | null | null | null | null | null | null |
4c43542b-e1b8-4891-b10b-fb389ed29fc9 | 2025-03-10T03:29:53 | endpoint | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|high| desc=Endpoint process_start ok by francocole No additional info | {
"geo_location": "Malaysia",
"device_hash": "4004ed055f20cc42c50701f060bbb60e",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/58.0.853.0 Safari/532.0",
"session_id": "e5de1557-1532-425c-90e3-60b6b5c1c009",
"risk_score": 25.33,
"confidence": 0.39
} | francocole | process_start | ok | 8,386 | explorer.exe | No additional info | Endpoint process_start ok by francocole No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4dbac486-4ff3-4694-986e-c5fb65a40dd0 | 2025-05-01T22:30:16 | ids_alert | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|low| desc=Snort Alert: Living-off-the-Land detected from 62.6.55.219 targeting N/A MITRE Technique: T1218.011 | {
"geo_location": "Jordan",
"device_hash": "a2698dbb6029672f1d283f6ae52e21f0",
"user_agent": "Mozilla/5.0 (Linux; Android 11) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/43.0.896.0 Safari/532.2",
"session_id": "47b13ea3-769a-4677-b91e-bd8fca447d28",
"risk_score": 58.65,
"confidence": 0.17
} | null | null | null | null | null | MITRE Technique: T1218.011 | Snort Alert: Living-off-the-Land detected from 62.6.55.219 targeting N/A MITRE Technique: T1218.011 | null | null | null | null | 62.6.55.219 | N/A | Living-off-the-Land | SIG-5077 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
00f6b8d2-c8bd-474a-9ae8-15ecc5be7396 | 2025-02-06T00:23:37 | ai | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|medium| desc=AI system model_inversion by nicole77 No additional info | {
"geo_location": "Armenia",
"device_hash": "d14f7b70aeb25342cbddb9ad8f707ccc9df5a553",
"user_agent": "Mozilla/5.0 (Android 4.0.1; Mobile; rv:55.0) Gecko/55.0 Firefox/55.0",
"session_id": "ea1b22b4-ae27-4e97-8fef-1228a46723d6",
"risk_score": 53.42,
"confidence": 0.33
} | nicole77 | model_inversion | null | null | null | No additional info | AI system model_inversion by nicole77 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-7f188192 | afdcf805f0a805676b640b60d457904e062a00c5 | a5f8968a233a63d00632242356b5d2d8a17dbbcd | null | null | null | null | null | null | null |
40a3fcea-bf6b-4093-a5c0-4233f22ed704 | 2025-06-01T15:47:58 | cloud | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|info| desc=Cloud config_change in GCP by ufoster No additional info | {
"geo_location": "Gambia",
"device_hash": "7f98f28d4f1ca9221e1774703e982c3ef109c098",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_9_4; rv:1.9.5.20) Gecko/8444-11-07 07:08:47 Firefox/3.8",
"session_id": "94772f43-56fe-4b5c-981e-e7a0b93a17e1",
"risk_score": 66.94,
"confidence": 0.99
} | ufoster | config_change | null | null | null | No additional info | Cloud config_change in GCP by ufoster No additional info | null | null | null | null | null | null | null | null | null | GCP | res-20072e10 | null | null | null | null | null | null | null | null | null | null |
e7a2d0fd-f95b-4619-a493-389f5ee75e87 | 2030-05-19T03:24:49 | network | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|critical| desc=Network bandwidth_usage from 91.36.121.191 to 145.58.117.73 No additional info | {
"geo_location": "Guinea-Bissau",
"device_hash": "c1a8e68f42739da2b1f4f085765f8cc9e1a3dbd117d4cee016b5efc4f2354138",
"user_agent": "Opera/8.47.(X11; Linux i686; te-IN) Presto/2.9.185 Version/11.00",
"session_id": "5407ad72-732f-46c4-b7a8-aa7f60ffb81f",
"risk_score": 6.57,
"confidence": 0.12
} | null | bandwidth_usage | null | null | null | No additional info | Network bandwidth_usage from 91.36.121.191 to 145.58.117.73 No additional info | null | null | null | null | 91.36.121.191 | 145.58.117.73 | null | null | null | null | null | null | null | null | null | null | HTTPS | 358,961 | null | null | null |
88444650-6352-46cd-b519-464de75fa58d | 2025-06-01T16:18:39 | iot | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|low| desc=IoT device Sensor protocol_violation Associated Threat Actor: REvil | {
"geo_location": "Tonga",
"device_hash": "b6170b1885b6aaa8de794926c05f2784",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.0; Trident/5.1)",
"session_id": "7ea8d74f-0cca-48e1-89bc-64c4744a5856",
"risk_score": 43.35,
"confidence": 0.22
} | null | protocol_violation | null | null | null | Associated Threat Actor: REvil | IoT device Sensor protocol_violation Associated Threat Actor: REvil | null | Sensor | iot-a3492a0d | 1.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6e3d9b3e-02d4-49ef-8bec-6d37f658a0c3 | 2025-04-10T17:48:07 | auth | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|low| desc=Auth failed for jacob19 via MFA from 139.210.51.80 No additional info | {
"geo_location": "Christmas Island",
"device_hash": "c39afcf0a8a01649cad009994f38053efc81bb03ce5a9e2a6d387f5e694092c7",
"user_agent": "Mozilla/5.0 (Linux; Android 4.3.1) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/26.0.827.0 Safari/536.2",
"session_id": "b3596f9c-d464-4223-a940-7a4e23b46a40",
"risk_score": ... | jacob19 | failed | null | null | null | No additional info | Auth failed for jacob19 via MFA from 139.210.51.80 No additional info | null | null | null | null | 139.210.51.80 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 38:75:ad:a6:61:97 |
512a003e-7b30-47d0-8250-d780394fa7a4 | 2025-03-20T19:15:10 | ai | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|low| desc=AI system prompt_injection by normanpatricia No additional info | {
"geo_location": "India",
"device_hash": "8b4f83acc76c38b7910f42535d524609",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 10_3_3 like Mac OS X) AppleWebKit/536.2 (KHTML, like Gecko) FxiOS/18.8j6069.0 Mobile/28K766 Safari/536.2",
"session_id": "78855e2c-6903-4544-9493-d70282afa052",
"risk_score": 47.7,
"co... | normanpatricia | prompt_injection | null | null | null | No additional info | AI system prompt_injection by normanpatricia No additional info | {
"baseline_deviation": 2.8,
"entropy": 7.89,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | model-93a2bf50 | 53a3fa800b8d98249d90b9fd74763406 | 66f3c1ea53ca66d66f16ad5314850b94 | null | null | null | null | null | null | null |
bd6dd413-73a9-4224-820e-8b654940a450 | 2025-02-02T08:06:10 | cloud | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|info| desc=Cloud instance_creation in GCP by coxdarren No additional info | {
"geo_location": "Angola",
"device_hash": "44e3705435c0abc6c533f2abf8bddb7ba3564a98",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; so-DJ) AppleWebKit/535.8.4 (KHTML, like Gecko) Version/4.0.5 Mobile/8B114 Safari/6535.8.4",
"session_id": "7e3b6fdd-6d1a-40c2-bd3d-3efd03cedd02",
"risk_s... | coxdarren | instance_creation | null | null | null | No additional info | Cloud instance_creation in GCP by coxdarren No additional info | null | null | null | null | null | null | null | null | null | GCP | res-5e88c2a3 | null | null | null | null | null | null | null | null | null | null |
c48f4cca-2887-460a-9352-1e786de21ef1 | 2025-05-17T13:47:13 | iot | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|high| desc=IoT device HVAC side_channel MITRE Technique: T1204.002 | {
"geo_location": "Northern Mariana Islands",
"device_hash": "a55abd0427fc1dc3aec4cc837578e81d",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 10.0) AppleWebKit/531.18.6 (KHTML, like Gecko) Version/5.0.1 Safari/531.18.6",
"session_id": "fc660c84-e7fe-4110-8ccd-948debeb96c3",
"risk_score": 85.1,
"confid... | null | side_channel | null | null | null | MITRE Technique: T1204.002 | IoT device HVAC side_channel MITRE Technique: T1204.002 | null | HVAC | iot-1ae3280a | 1.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f0b421e5-f58d-4f2a-a921-b5b179305fff | 2025-04-09T02:22:10 | endpoint | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint scheduled_task /executive/red.bmp by hsullivan No additional info | {
"geo_location": "Mali",
"device_hash": "99b9fd977d278f9d7b66f732fa7db4c7c581deb0",
"user_agent": "Opera/9.75.(X11; Linux x86_64; uz-UZ) Presto/2.9.162 Version/12.00",
"session_id": "4ecba288-c897-4f7d-8f10-644ae2cfc02d",
"risk_score": 25.1,
"confidence": 0.59
} | hsullivan | scheduled_task | /executive/red.bmp | 6,572 | cmd.exe | No additional info | Endpoint scheduled_task /executive/red.bmp by hsullivan No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8dedaae3-88c6-4abd-a92e-81bda2026854 | 2025-03-11T12:23:00 | endpoint | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|low| desc=Endpoint wmi_exec /brother/moment.webm by gardnermakayla No additional info | {
"geo_location": "Kuwait",
"device_hash": "48856b38f509b193cda450003774f6a1d9b639d6",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_7_1) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/60.0.840.0 Safari/535.2",
"session_id": "29dc5f07-ab71-4b0d-af3d-81f10788c47c",
"risk_score": 42.84,
"confidence": 0... | gardnermakayla | wmi_exec | /brother/moment.webm | 5,212 | svchost.exe | No additional info | Endpoint wmi_exec /brother/moment.webm by gardnermakayla No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
da4a7c05-4a02-4c5f-aa6d-816f32cb605f | 2025-06-07T00:44:40 | firewall | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|firewall|info| desc=Firewall quarantine RDP traffic from 143.103.250.225:69 to 25.195.22.85:115 No additional info | {
"geo_location": "Iran",
"device_hash": "011539c6dd166ce997c743d29e3a184111257182bb018e976553c44c1178203b",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_12_5) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/18.0.870.0 Safari/534.2",
"session_id": "ccd8bdf7-e766-4e98-8053-71de2e6340e4",
"risk_score"... | null | quarantine | null | null | null | No additional info | Firewall quarantine RDP traffic from 143.103.250.225:69 to 25.195.22.85:115 No additional info | null | null | null | null | 143.103.250.225 | 25.195.22.85 | null | null | null | null | null | null | null | null | 69 | 115 | RDP | 847,066 | 1,491 | null | null |
c7a3881d-4f51-45ac-8b86-b6508718b2dc | 2025-01-13T09:51:17 | ai | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|high| desc=AI system training_data_poisoning by bmitchell No additional info | {
"geo_location": "Portugal",
"device_hash": "2975a49f9715ebd2d4846d9d49c2bdaa",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 4.0; Trident/3.0)",
"session_id": "e9f4b615-c248-4c0c-adda-be4fbad635a1",
"risk_score": 42.66,
"confidence": 0.62
} | bmitchell | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by bmitchell No additional info | null | null | null | null | null | null | null | null | null | null | null | model-40297cae | 55686bd06bfce08dc536819d23f3e452cf9f181f87372afae746baf24ba8bbb8 | edc292963a864304dbebaa65ba9d0a11b9caa72d | null | null | null | null | null | null | null |
db555cc6-bf31-4da8-904a-3682da590305 | 2025-07-09T11:53:08 | network | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|low| desc=Network protocol_anomaly from 85.199.50.240 to 177.173.197.237 No additional info | {
"geo_location": "Uruguay",
"device_hash": "583db411bc3136f8d361be16d7c004c6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.0; Trident/3.0)",
"session_id": "96ca641b-1aab-461e-8541-ef78f4d97f6a",
"risk_score": 54.12,
"confidence": 0.01
} | null | protocol_anomaly | null | null | null | No additional info | Network protocol_anomaly from 85.199.50.240 to 177.173.197.237 No additional info | null | null | null | null | 85.199.50.240 | 177.173.197.237 | null | null | null | null | null | null | null | null | null | null | HTTPS | 876,611 | null | null | null |
a44254de-5b7c-42f1-8f05-7331b1d349b1 | 2025-05-24T20:08:31 | network | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|medium| desc=Network data_exfiltration from 92.159.171.255 to 96.252.69.238 MITRE Technique: T1486 | Unconventional IOC: Quantum random number deviations | {
"geo_location": "Malawi",
"device_hash": "4a5f4ae56d3e99d26607d04097e193f1",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_7_6) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/17.0.806.0 Safari/533.1",
"session_id": "f356b96f-7d44-4214-8aec-109b86f9c9d2",
"risk_score": 50.92,
"confidence": 0.79... | null | data_exfiltration | null | null | null | MITRE Technique: T1486 | Unconventional IOC: Quantum random number deviations | Network data_exfiltration from 92.159.171.255 to 96.252.69.238 MITRE Technique: T1486 | Unconventional IOC: Quantum random number deviations | null | null | null | null | 92.159.171.255 | 96.252.69.238 | null | null | null | null | null | null | null | null | null | null | HTTP | 561,228 | null | null | null |
7cb7bdf1-c3e1-4add-8a71-24787a7b4dba | 2025-01-19T19:18:56 | cloud | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|info| desc=Cloud lambda_execution in Azure by berghaley No additional info | {
"geo_location": "Comoros",
"device_hash": "ad7764619bfb55c4669d1709b1ff6c9b5da7dd6e2ffda33da4f21a3b31f8b1e0",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; nl-NL) AppleWebKit/534.42.5 (KHTML, like Gecko) Version/3.0.5 Mobile/8B112 Safari/6534.42.5",
"session_id": "5174d272-6c69-4a89-bb... | berghaley | lambda_execution | null | null | null | No additional info | Cloud lambda_execution in Azure by berghaley No additional info | null | null | null | null | null | null | null | null | null | Azure | res-d4620e7e | null | null | null | null | null | null | null | null | null | null |
446d21d1-b928-424e-a95e-080e90a11851 | 2025-05-29T16:00:07 | endpoint | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint driver_load /field/war.jpg by joycejohnson Unconventional IOC: TPM attestation failures | {
"geo_location": "Oman",
"device_hash": "675e97e771a8f197c90903b12450d1e432f44d7d",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.0) AppleWebKit/533.10.3 (KHTML, like Gecko) Version/5.1 Safari/533.10.3",
"session_id": "5dfe3bd0-e253-4e84-872b-8b89009dffbf",
"risk_score": 37.43,
"confidence": 0.46
} | joycejohnson | driver_load | /field/war.jpg | 9,690 | svchost.exe | Unconventional IOC: TPM attestation failures | Endpoint driver_load /field/war.jpg by joycejohnson Unconventional IOC: TPM attestation failures | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
30875c5d-69fb-4148-bad6-c8ba62ba7ab2 | 2025-03-02T09:45:13 | firewall | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|low| desc=Firewall inspect SMB traffic from 38.75.250.155:81 to 164.20.219.243:586 No additional info noise=V2hhdC4= | {
"geo_location": "Vanuatu",
"device_hash": "3b3036b9a654496c604e355202460b1fafe807dc75567d5a157796955364871e",
"user_agent": "Opera/9.16.(X11; Linux i686; shs-CA) Presto/2.9.184 Version/11.00",
"session_id": "20a6d313-d251-4897-a9f1-76103c791d5d",
"risk_score": 22.54,
"confidence": 0.32
} | null | inspect | null | null | null | No additional info | Firewall inspect SMB traffic from 38.75.250.155:81 to 164.20.219.243:586 No additional info | null | null | null | null | 38.75.250.155 | 164.20.219.243 | null | null | null | null | null | null | null | null | 81 | 586 | SMB | 227,196 | 2,129 | null | null |
d90acb83-5ec7-49a1-814f-8c627a9284a9 | 2025-05-06T20:15:37 | endpoint | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint memory_injection /instead/say.wav by alan93 No additional info noise=QmUgbG9jYWwu | {
"geo_location": "Martinique",
"device_hash": "bd6751037b731335ea6ed8cc7de6c616",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_8_2 rv:3.0; nb-NO) AppleWebKit/533.35.5 (KHTML, like Gecko) Version/4.0.5 Safari/533.35.5",
"session_id": "15a58707-c206-4b37-9188-99360ff8487e",
"risk_score": 51.61,
... | alan93 | memory_injection | /instead/say.wav | 8,574 | cmd.exe | No additional info | Endpoint memory_injection /instead/say.wav by alan93 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
414158ad-650b-47bc-a8ad-682db2ab9670 | 2025-06-20T15:57:59 | endpoint | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint process_stop suddenly by xcontreras No additional info noise=B6DEEF58 | {
"geo_location": "Cote d'Ivoire",
"device_hash": "496083f11044d7010b06643fbeeaba77d9356898bd18acea123a279c34562940",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/4534-10-02 06:31:41 Firefox/3.6.19",
"session_id": "c9c31e41-3889-4ea2-994b-1383aed52a2a",
"risk_score": 26.57,
"confidence": ... | xcontreras | process_stop | suddenly | 7,220 | explorer.exe | No additional info | Endpoint process_stop suddenly by xcontreras No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
13e2dce5-0288-4205-b7e5-fbaf788ffe59 | 2025-07-09T21:34:33 | cloud | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|info| desc=Cloud shadow_it in Alibaba by jennifermassey No additional info | {
"geo_location": "Poland",
"device_hash": "588d3835e852e4f5a371dd2c2fea0b5b62616149",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_7_1; rv:1.9.2.20) Gecko/9507-07-03 07:13:27 Firefox/3.6.11",
"session_id": "35e5451c-eeaf-4c19-a05f-bc86f2c59136",
"risk_score": 40.17,
"confidence": 0.37
} | jennifermassey | shadow_it | null | null | null | No additional info | Cloud shadow_it in Alibaba by jennifermassey No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-7da038b6 | null | null | null | null | null | null | null | null | null | null |
6e9f81a5-adbd-4784-a4ba-c07f94a98a3a | 2025-05-04T02:37:41 | ids_alert | Splunk v9.0.2 | emergency | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ids_alert|emergency| desc=Splunk Alert: Cloud API Abuse detected from 58.191.242.119 targeting 133.196.225.96 MITRE Technique: T1574.002 | {
"geo_location": "Solomon Islands",
"device_hash": "bf6dc34c7914dd3525247e40df69e72ac930c6fdb4476a0f143a50eecaf2a69f",
"user_agent": "Mozilla/5.0 (Windows 98; bn-IN; rv:1.9.1.20) Gecko/7106-03-31 13:40:44 Firefox/3.6.3",
"session_id": "95999205-dd64-44e6-b671-fbffd44614bc",
"risk_score": 61.96,
"confidence... | null | null | null | null | null | MITRE Technique: T1574.002 | Splunk Alert: Cloud API Abuse detected from 58.191.242.119 targeting 133.196.225.96 MITRE Technique: T1574.002 | null | null | null | null | 58.191.242.119 | 133.196.225.96 | Cloud API Abuse | SIG-6503 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
88620fb3-5fd7-4bfd-94be-3fdebb775f07 | 2025-04-30T19:26:23 | ids_alert | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|critical| desc=Darktrace Alert: Credential Stuffing detected from 74.220.130.153 targeting 79.102.180.85 No additional info | {
"geo_location": "Togo",
"device_hash": "51f32fdfc88daee4a3c9bb73dd165240",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/51.0.840.0 Safari/535.0",
"session_id": "942d2982-890b-41fd-9105-b957a8e31884",
"risk_score": 46.09,
"confidence": 0.89
} | null | null | null | null | null | No additional info | Darktrace Alert: Credential Stuffing detected from 74.220.130.153 targeting 79.102.180.85 No additional info | {
"baseline_deviation": 2.9,
"entropy": 4.44,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 74.220.130.153 | 79.102.180.85 | Credential Stuffing | SIG-6722 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
4dac9562-81a1-4db8-9465-2827a2fe954c | 2025-06-01T08:17:15 | cloud | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud crypto_mining in AWS by jonathan28 Cross-tenant access detected | {
"geo_location": "Moldova",
"device_hash": "bd69c283910967990a0c50d3f675a35d74eb4dee",
"user_agent": "Mozilla/5.0 (Android 2.3; Mobile; rv:51.0) Gecko/51.0 Firefox/51.0",
"session_id": "f28503c9-b438-464c-8982-4cce6f20a819",
"risk_score": 49.48,
"confidence": 0.49
} | jonathan28 | crypto_mining | null | null | null | Cross-tenant access detected | Cloud crypto_mining in AWS by jonathan28 Cross-tenant access detected | null | null | null | null | null | null | null | null | null | AWS | res-9d7e7a1b | null | null | null | null | null | null | null | null | null | null |
17d6a331-2ca4-4d45-9e4c-5c843a7fc610 | 2025-04-29T05:39:10 | cloud | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|critical| desc=Cloud config_change in GCP by sheaallison No additional info | {
"geo_location": "Ukraine",
"device_hash": "01a7c77dd534d95fae0b5127e7755d7c249c294f2267877df51b91327f5da6b9",
"user_agent": "Opera/8.70.(X11; Linux x86_64; ln-CD) Presto/2.9.184 Version/10.00",
"session_id": "0244a421-ece3-4517-9155-a9ff227aa892",
"risk_score": 51.36,
"confidence": 0.43
} | sheaallison | config_change | null | null | null | No additional info | Cloud config_change in GCP by sheaallison No additional info | null | null | null | null | null | null | null | null | null | GCP | res-4d580051 | null | null | null | null | null | null | null | null | null | null |
3a56a6d1-01e7-4b95-b673-066cb8d9e5f9 | 2025-05-23T08:48:26 | firewall | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|high| desc=Firewall drop UDP traffic from 16.107.222.84:198 to 46.187.202.207:62424 No additional info | {
"geo_location": "British Indian Ocean Territory (Chagos Archipelago)",
"device_hash": "36daf5cefd9ba5cd97ad7f6a598a452f",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/36.0.878.0 Safari/533.1",
"session_id": "5fc19ba6-25d2-4373-a46d-934b0eb51894",
"risk_score": ... | null | drop | null | null | null | No additional info | Firewall drop UDP traffic from 16.107.222.84:198 to 46.187.202.207:62424 No additional info | null | null | null | null | 16.107.222.84 | 46.187.202.207 | null | null | null | null | null | null | null | null | 198 | 62,424 | UDP | 5,026 | 1,942 | null | null |
94708354-556f-49f8-a388-1042be6f00f7 | 2025-05-23T09:33:31 | ids_alert | Snort v2.9.20 | emergency | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|emergency| desc=Snort Alert: ICS Attack detected from 167.76.187.65 targeting N/A MITRE Technique: T1053.005 | {
"geo_location": "Uruguay",
"device_hash": "d367b02ff246b5d89d8e0cc52f942d86b71d267ee585a4e5f0871f1d495b2904",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 10_3_4 like Mac OS X) AppleWebKit/535.0 (KHTML, like Gecko) FxiOS/15.8j3994.0 Mobile/06B931 Safari/535.0",
"session_id": "824683e5-02ef-4690-92a3-32f8... | null | null | null | null | null | MITRE Technique: T1053.005 | Snort Alert: ICS Attack detected from 167.76.187.65 targeting N/A MITRE Technique: T1053.005 | null | null | null | null | 167.76.187.65 | N/A | ICS Attack | SIG-4978 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
68513a1d-cf63-45a5-bdf1-2ee56b70e2c4 | 2025-05-30T14:46:10 | iot | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|info| desc=IoT device HVAC protocol_violation No additional info | {
"geo_location": "Jersey",
"device_hash": "a6a1ecf0f9eb7a8ea27f103165a0e23b36db3499a1c193501f88039740ab7355",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/2017-05-26 11:08:27 Firefox/4.0",
"session_id": "7958cea9-f4da-4dc8-8c38-bd398434d938",
"risk_score": 69.18,
"confidence": 0.85
} | null | protocol_violation | null | null | null | No additional info | IoT device HVAC protocol_violation No additional info | null | HVAC | iot-1d1fd910 | 3.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
25f2a363-8b1a-4829-9f28-d9ac05ee8289 | 2025-05-13T03:38:28 | network | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|medium| desc=Network connection from 139.103.37.25 to 10.87.95.137 Unconventional IOC: Bios timestamp anomalies | {
"geo_location": "India",
"device_hash": "ed6ec759bfcfd43eca9702146088932f",
"user_agent": "Opera/9.93.(Windows NT 6.1; ar-KW) Presto/2.9.176 Version/11.00",
"session_id": "513da5c4-e766-44e0-aa86-66d5577bb0eb",
"risk_score": 38.5,
"confidence": 0.94
} | null | connection | null | null | null | Unconventional IOC: Bios timestamp anomalies | Network connection from 139.103.37.25 to 10.87.95.137 Unconventional IOC: Bios timestamp anomalies | null | null | null | null | 139.103.37.25 | 10.87.95.137 | null | null | null | null | null | null | null | null | null | null | UDP | 112,295 | null | null | null |
20a0a8f5-f89a-45b8-b1d9-0b59c938b955 | 2025-02-09T10:02:43 | cloud | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|cloud|critical| desc=Cloud api_abuse in GCP by zstanton No additional info | {
"geo_location": "Denmark",
"device_hash": "c867e23c12557289de26dd699a31f70af6ada7d9c76e037af44c66bc3b2b698f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.1; Trident/3.1)",
"session_id": "88b36291-49cc-48ad-9d8a-b1e8066e076a",
"risk_score": 34.86,
"confidence": 0.85
} | zstanton | api_abuse | null | null | null | No additional info | Cloud api_abuse in GCP by zstanton No additional info | null | null | null | null | null | null | null | null | null | GCP | res-b6785177 | null | null | null | null | null | null | null | null | null | null |
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