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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
b3190c87-35c4-4e74-a33c-da378b793377 | 2025-03-05T23:53:59 | iot | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|critical| desc=IoT device Camera physical_tamper No additional info noise=U2tpbGwu | {
"geo_location": "Andorra",
"device_hash": "8ab80849d6ff24c54ca4085f608de3113fa0e177",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_10_4) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/59.0.827.0 Safari/531.0",
"session_id": "1cf7e3f8-b928-45aa-9330-051fef0d112b",
"risk_score": 75.93,
"confide... | null | physical_tamper | null | null | null | No additional info | IoT device Camera physical_tamper No additional info | {
"baseline_deviation": 2.26,
"entropy": 7.51,
"frequency_anomaly": true,
"sequence_anomaly": false
} | Camera | iot-19dd1e15 | 1.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
90e3f2de-e320-47d6-8a87-bfdd45faf55f | 2025-02-01T06:07:50 | firewall | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|critical| desc=Firewall allow DNS traffic from 23.171.21.88:903 to 163.22.19.92:208 No additional info noise=paper|skill|career | {
"geo_location": "Serbia",
"device_hash": "b1ae555354a36fc683889b9325589686938562e8",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/8929-12-26 17:48:56 Firefox/3.8",
"session_id": "f73fd9ce-54fa-4a64-bdf8-b705bd03ae2b",
"risk_score": 40.9,
"confidence": 0.27
} | null | allow | null | null | null | No additional info | Firewall allow DNS traffic from 23.171.21.88:903 to 163.22.19.92:208 No additional info | null | null | null | null | 23.171.21.88 | 163.22.19.92 | null | null | null | null | null | null | null | null | 903 | 208 | DNS | 730,654 | 1,525 | null | null |
c86f6b2c-ac11-42a0-9afc-3b2873b6fafc | 2025-04-22T12:26:15 | auth | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|low| desc=Auth bypass for yatesjeremy via passwordless from 171.246.63.65 No additional info | {
"geo_location": "Guam",
"device_hash": "e3afba1ffbdb0d3c632a51eaa255ca05e8c37fcecd4442358853cc7b64818f82",
"user_agent": "Mozilla/5.0 (Android 2.2.2; Mobile; rv:25.0) Gecko/25.0 Firefox/25.0",
"session_id": "a2c16f63-2a24-4db8-8dc2-56a3c535c3a1",
"risk_score": 67.5,
"confidence": 0.79
} | yatesjeremy | bypass | null | null | null | No additional info | Auth bypass for yatesjeremy via passwordless from 171.246.63.65 No additional info | null | null | null | null | 171.246.63.65 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | bf:2b:3f:9c:72:32 |
2093f14e-75f7-43ee-b31a-1abaa9a7a2b6 | 2025-06-06T14:41:49 | network | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|info| desc=Network data_exfiltration from 69.134.181.64 to 130.106.188.51 Associated Threat Actor: TA505 | DGA domain detected | {
"geo_location": "Northern Mariana Islands",
"device_hash": "26bb5a8ebc14c36a6009273081362c48",
"user_agent": "Opera/9.21.(X11; Linux x86_64; unm-US) Presto/2.9.176 Version/12.00",
"session_id": "b92a9fc9-f228-47c1-b879-4ea0cfe57b40",
"risk_score": 31.84,
"confidence": 0.97
} | null | data_exfiltration | null | null | null | Associated Threat Actor: TA505 | DGA domain detected | Network data_exfiltration from 69.134.181.64 to 130.106.188.51 Associated Threat Actor: TA505 | DGA domain detected | null | null | null | null | 69.134.181.64 | 130.106.188.51 | null | null | null | null | null | null | null | null | null | null | UDP | 553,113 | null | null | null |
d7250834-f0e4-4e42-98e5-d19d4ac703b4 | 2025-04-16T03:12:42 | ai | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|info| desc=AI system adversarial_input by kelly28 No additional info noise=116714B9 | {
"geo_location": "Guinea",
"device_hash": "ac26cd63373fa2c3c4a033bcc0353ea8f518fe955197208b88dae5f88ac1b617",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows CE; Trident/4.0)",
"session_id": "13353335-946f-412b-9677-2055503e1983",
"risk_score": 52.74,
"confidence": 0.96
} | kelly28 | adversarial_input | null | null | null | No additional info | AI system adversarial_input by kelly28 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-62c17c13 | 575d1056d062693029da788e00d1159b | 335a40c888e62adbea823064bfd968b7688f5561ef4edc5e1c4770ae56eb2077 | null | null | null | null | null | null | null |
1326b320-452a-4857-94b5-4053bdf3a8d2 | 2023-11-27T15:37:49 | iot | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Camera battery_drain No additional info | {
"geo_location": "Guinea",
"device_hash": "16106c59a0f97c88282f4ee60261e64e29f8a3220a104d09b12dafc9fd28d724",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 10.0) AppleWebKit/535.3.1 (KHTML, like Gecko) Version/4.0 Safari/535.3.1",
"session_id": "4614b2cd-9c73-45f9-b3e3-ff343043542a",
"risk_score": 22.77... | null | battery_drain | null | null | null | No additional info | IoT device Camera battery_drain No additional info | {
"baseline_deviation": 2.67,
"entropy": 5.41,
"frequency_anomaly": true,
"sequence_anomaly": false
} | Camera | iot-cfa1c126 | 2.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9c2f74d8-8723-48d5-8b6c-75a2a828c101 | 2025-04-24T11:02:35 | ids_alert | AlienVault v5.7.0 | emergency | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|emergency| desc=AlienVault Alert: Cloud API Abuse detected from 73.57.136.56 targeting N/A MITRE Technique: T1053.005 | {
"geo_location": "Yemen",
"device_hash": "891dc3b0167daf6b403c4036ba02196b31da3b4f",
"user_agent": "Mozilla/5.0 (Android 8.0.0; Mobile; rv:42.0) Gecko/42.0 Firefox/42.0",
"session_id": "4972fdc7-39eb-4441-99b2-5daaa1beb1df",
"risk_score": 50.14,
"confidence": 0.08
} | null | null | null | null | null | MITRE Technique: T1053.005 | AlienVault Alert: Cloud API Abuse detected from 73.57.136.56 targeting N/A MITRE Technique: T1053.005 | null | null | null | null | 73.57.136.56 | N/A | Cloud API Abuse | SIG-5175 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
680767d2-c712-4b72-8370-bf1f368ea499 | 2025-06-24T06:09:03 | cloud | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud container_escape in GCP by lsmith MITRE Technique: T1574.002 | Cross-tenant access detected | {
"geo_location": "Saint Vincent and the Grenadines",
"device_hash": "bea59222a1687d87c8b539b7212e8399",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows CE; Trident/3.1)",
"session_id": "e19731e3-53d1-4ac9-a0f4-0d87b1bf5475",
"risk_score": 32,
"confidence": 0.74
} | lsmith | container_escape | null | null | null | MITRE Technique: T1574.002 | Cross-tenant access detected | Cloud container_escape in GCP by lsmith MITRE Technique: T1574.002 | Cross-tenant access detected | null | null | null | null | null | null | null | null | null | GCP | res-099cd97b | null | null | null | null | null | null | null | null | null | null |
95a09876-7e51-4583-8582-9289d10826a2 | 2025-02-10T05:40:34 | cloud | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|info| desc=Cloud config_change in Alibaba by copelandtodd No additional info noise=explore/category | {
"geo_location": "Monaco",
"device_hash": "ddf657fa6c737f727c514283e9ea7e2207f6134eb75e1a22fabe32ce2a571f52",
"user_agent": "Opera/8.15.(Windows NT 5.2; ml-IN) Presto/2.9.163 Version/12.00",
"session_id": "c158e558-48fd-4337-b8c1-b845c30b0be4",
"risk_score": 35.52,
"confidence": 0.57
} | copelandtodd | config_change | null | null | null | No additional info | Cloud config_change in Alibaba by copelandtodd No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-d96577a7 | null | null | null | null | null | null | null | null | null | null |
b8d597fd-0236-4a39-aa9c-1d0f61958638 | 2025-03-05T21:46:19 | network | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|critical| desc=Network data_exfiltration from 77.16.186.152 to 113.217.111.252 No additional info | {
"geo_location": "Niue",
"device_hash": "d22ee7382d8786f57718f883869e40058bbb08e5ab7616e32f80cbe446b7912d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/5.1)",
"session_id": "b38811b4-ec56-4444-a08a-d4523ebc2c65",
"risk_score": 20.65,
"confidence": 0.18
} | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 77.16.186.152 to 113.217.111.252 No additional info | null | null | null | null | 77.16.186.152 | 113.217.111.252 | null | null | null | null | null | null | null | null | null | null | UDP | 268,044 | null | null | null |
19b9d117-16d6-42ce-b11a-208508ff988b | 2025-05-13T12:14:24 | auth | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|low| desc=Auth timeout for crystallara via MFA from 10.191.227.125 Possible golden ticket usage | {
"geo_location": "Isle of Man",
"device_hash": "bb4ac1dbc9cc78eccf094c020d791c6248dac46c",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.0) AppleWebKit/533.48.1 (KHTML, like Gecko) Version/4.0.3 Safari/533.48.1",
"session_id": "d5f92425-efc7-4e53-888a-d070c5c5ee28",
"risk_score": 37.07,
"confidence"... | crystallara | timeout | null | null | null | Possible golden ticket usage | Auth timeout for crystallara via MFA from 10.191.227.125 Possible golden ticket usage | null | null | null | null | 10.191.227.125 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 93:61:66:ee:9d:9c |
cd8d967e-522a-4c5f-b84f-7c579c878075 | 2025-03-06T11:31:54 | ids_alert | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|high| desc=Tanium Alert: Cloud API Abuse detected from 194.168.228.4 targeting N/A MITRE Technique: T1204.002 | {
"geo_location": "Western Sahara",
"device_hash": "61fa0961882b39126726117f71031b957248f411",
"user_agent": "Opera/8.23.(X11; Linux i686; eo-US) Presto/2.9.170 Version/10.00",
"session_id": "5c449ae3-46c8-4b58-b447-afce8318ba0b",
"risk_score": 46.56,
"confidence": 0.54
} | null | null | null | null | null | MITRE Technique: T1204.002 | Tanium Alert: Cloud API Abuse detected from 194.168.228.4 targeting N/A MITRE Technique: T1204.002 | null | null | null | null | 194.168.228.4 | N/A | Cloud API Abuse | SIG-5156 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
19d672e0-9ec7-4c4a-8c36-155664d8403d | 2025-07-07T18:44:49 | ai | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|critical| desc=AI system membership_inference by castrosheila No additional info | {
"geo_location": "Antigua and Barbuda",
"device_hash": "269aab33788d45abd6fbe3239c55be46",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_7_4 rv:3.0; nb-NO) AppleWebKit/532.48.1 (KHTML, like Gecko) Version/5.0.2 Safari/532.48.1",
"session_id": "a8defd63-0618-4271-a216-2b0432e87a07",
"risk_score"... | castrosheila | membership_inference | null | null | null | No additional info | AI system membership_inference by castrosheila No additional info | null | null | null | null | null | null | null | null | null | null | null | model-b01b8e35 | 79cac99ca7c86de19c09a2177c05e5a2d569d303 | 08538603a2e390e4e3d61235247ff49c | null | null | null | null | null | null | null |
881c2c89-8f6a-474e-a90d-e5a213b63269 | 2025-05-13T05:23:00 | cloud | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|info| desc=Cloud api_abuse in AWS by kathrynmann No additional info | {
"geo_location": "Finland",
"device_hash": "1b65b9fcaf6e8523ca55c804c2d4a1706d152daf",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 5_1_1 like Mac OS X) AppleWebKit/534.1 (KHTML, like Gecko) FxiOS/11.1v4308.0 Mobile/20I822 Safari/534.1",
"session_id": "5b269595-82b0-4917-a301-596ccf9a1414",
"risk_score": 26... | kathrynmann | api_abuse | null | null | null | No additional info | Cloud api_abuse in AWS by kathrynmann No additional info | null | null | null | null | null | null | null | null | null | AWS | res-b62bab5e | null | null | null | null | null | null | null | null | null | null |
0d964a38-2fe5-4c8e-83fb-5b7d44448a7b | 2025-02-21T21:36:00 | iot | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|medium| desc=IoT device Sensor side_channel No additional info | {
"geo_location": "Rwanda",
"device_hash": "22bc6bdd71b81c71bfaa8b0fbda2697c",
"user_agent": "Mozilla/5.0 (Linux; Android 4.1.2) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/40.0.812.0 Safari/532.0",
"session_id": "a588e708-3f37-4a04-a2eb-e0e5bd7d93b8",
"risk_score": 68.55,
"confidence": 0.17
} | null | side_channel | null | null | null | No additional info | IoT device Sensor side_channel No additional info | null | Sensor | iot-c9b37a76 | 9.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6abd35e7-78e2-4e7e-818f-b3dca4c1a8f1 | 2025-07-07T20:24:09 | firewall | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall inspect NTP traffic from 10.193.112.146:967 to 10.6.75.160:30890 No additional info | {
"geo_location": "Morocco",
"device_hash": "fbb41cf6113be0bc053ea394eba66d6adbdcce5b",
"user_agent": "Opera/8.62.(X11; Linux x86_64; ce-RU) Presto/2.9.183 Version/11.00",
"session_id": "52b22be8-13e4-46fd-b5d3-200d264dcdb4",
"risk_score": 48.28,
"confidence": 0.66
} | null | inspect | null | null | null | No additional info | Firewall inspect NTP traffic from 10.193.112.146:967 to 10.6.75.160:30890 No additional info | null | null | null | null | 10.193.112.146 | 10.6.75.160 | null | null | null | null | null | null | null | null | 967 | 30,890 | NTP | 149,422 | 312 | null | null |
9ad61f98-3e41-413c-9fb5-10db6ac80cc8 | 2025-04-25T07:21:00 | iot | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|low| desc=IoT device Medical physical_tamper MITRE Technique: T1059.005 | {
"geo_location": "Iceland",
"device_hash": "824755a2677e0d6c53687c9a86da1421ad39811a9d9b0992e5aa8138e50524a9",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; sl-SI) AppleWebKit/533.6.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B113 Safari/6533.6.6",
"session_id": "b25e8546-e2ae-4a82-827c... | null | physical_tamper | null | null | null | MITRE Technique: T1059.005 | IoT device Medical physical_tamper MITRE Technique: T1059.005 | null | Medical | iot-d1535def | 2.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
86070383-4d4a-41bc-b69c-34d6503e4b1b | 2025-05-09T15:29:17 | firewall | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|high| desc=Firewall inspect ICMP traffic from 174.114.185.182:378 to 112.68.163.228:36 No additional info | {
"geo_location": "New Caledonia",
"device_hash": "756ef579a53423cb140649cab63d46432928dd06f1e05c635a5c2ea87a2bf044",
"user_agent": "Mozilla/5.0 (Windows 98) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/23.0.815.0 Safari/532.1",
"session_id": "d8ba4a3e-efe3-43bd-8546-deee9d6e6c06",
"risk_score": 75.29,
"con... | null | inspect | null | null | null | No additional info | Firewall inspect ICMP traffic from 174.114.185.182:378 to 112.68.163.228:36 No additional info | null | null | null | null | 174.114.185.182 | 112.68.163.228 | null | null | null | null | null | null | null | null | 378 | 36 | ICMP | 699,227 | 640 | null | null |
49e8ce14-f614-445a-a536-758dd23a1aa4 | 2023-02-09T01:39:30 | endpoint | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint memory_injection present by rortiz MITRE Technique: T1566.001 | Associated Threat Actor: Inception Framework noise=search/list | {
"geo_location": "Iran",
"device_hash": "4602c841a0e6800b1c3e7ef6a96c70e4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.0; Trident/5.0)",
"session_id": "7d15f324-a2cb-4ff3-96a0-effc8bc15275",
"risk_score": 36.38,
"confidence": 0.16
} | rortiz | memory_injection | present | 7,731 | powershell.exe | MITRE Technique: T1566.001 | Associated Threat Actor: Inception Framework | Endpoint memory_injection present by rortiz MITRE Technique: T1566.001 | Associated Threat Actor: Inception Framework | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4ba5a016-ce27-47e2-80b4-0de731ef8aac | 2025-05-19T04:32:13 | auth | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|low| desc=Auth locked for william84 via biometric from 26.36.243.140 MITRE Technique: T1190 | {
"geo_location": "French Southern Territories",
"device_hash": "17166607756ae3c664e5803fc8f9a34f15650cc2",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/52.0.813.0 Safari/534.2",
"session_id": "05a0a570-ede3-43d4-bc12-a0085570dc40",
"risk_score": 26.16,
"confiden... | william84 | locked | null | null | null | MITRE Technique: T1190 | Auth locked for william84 via biometric from 26.36.243.140 MITRE Technique: T1190 | null | null | null | null | 26.36.243.140 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | f6:ed:e7:60:81:4c |
89507a4d-499d-417b-8774-b4d0644ef624 | 2025-01-27T05:59:40 | network | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|info| desc=Network protocol_anomaly from 196.80.196.24 to 98.208.158.124 No additional info | {
"geo_location": "Algeria",
"device_hash": "f18949b1b166c1e65abaff443ec94454d177db16498a28b7ed1d4cbcf83a8174",
"user_agent": "Mozilla/5.0 (Android 13; Mobile; rv:51.0) Gecko/51.0 Firefox/51.0",
"session_id": "a1dc59b0-a029-41a3-8d72-12f8d49cfaa3",
"risk_score": 46.57,
"confidence": 0.1
} | null | protocol_anomaly | null | null | null | No additional info | Network protocol_anomaly from 196.80.196.24 to 98.208.158.124 No additional info | null | null | null | null | 196.80.196.24 | 98.208.158.124 | null | null | null | null | null | null | null | null | null | null | HTTPS | 442,872 | null | null | null |
d9c9e4bb-ea49-468c-87e1-825a3f67714d | 2025-06-23T18:28:56 | ids_alert | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|high| desc=ArcSight Alert: XSS detected from 85.4.161.128 targeting 111.11.100.63 No additional info | {
"geo_location": "Brunei Darussalam",
"device_hash": "1a82e49e36be20b44ca672d4ab9f4ab1ba83c8b10d8d6c60382318d295793c74",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_10_0) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/26.0.864.0 Safari/532.1",
"session_id": "9518892e-0028-4440-a361-2b8cb8985d8c",
... | null | null | null | null | null | No additional info | ArcSight Alert: XSS detected from 85.4.161.128 targeting 111.11.100.63 No additional info | null | null | null | null | 85.4.161.128 | 111.11.100.63 | XSS | SIG-9090 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
7e40e088-7ab1-4cfe-bf12-82170c1326ff | 2025-04-01T23:55:37 | ids_alert | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|medium| desc=Suricata Alert: MFA Bypass detected from 41.148.93.49 targeting 32.37.166.207 No additional info | {
"geo_location": "Niger",
"device_hash": "137f1538febd2fa186fcb8f5dcbc43e6",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; apn-IN) AppleWebKit/531.7.4 (KHTML, like Gecko) Version/4.0.5 Mobile/8B113 Safari/6531.7.4",
"session_id": "d2d46979-f26d-40a0-8b80-4851def0273f",
"risk_score": 7... | null | null | null | null | null | No additional info | Suricata Alert: MFA Bypass detected from 41.148.93.49 targeting 32.37.166.207 No additional info | null | null | null | null | 41.148.93.49 | 32.37.166.207 | MFA Bypass | SIG-6101 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
59c44803-f470-4d44-961c-1b070b770af8 | 2028-06-06T01:48:25 | ai | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|medium| desc=AI system model_inversion by robert72 MITRE Technique: T1566.001 | {
"geo_location": "Colombia",
"device_hash": "c361f272512b485412bc20f4cf47ca52e71f889d5f7e726eabd2b9dcbfb54098",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 10.0; Trident/5.1)",
"session_id": "93778975-0314-4a5c-ac57-37a336f658a1",
"risk_score": 31.32,
"confidence": 0.73
} | robert72 | model_inversion | null | null | null | MITRE Technique: T1566.001 | AI system model_inversion by robert72 MITRE Technique: T1566.001 | null | null | null | null | null | null | null | null | null | null | null | model-3e8ca929 | c53fedd625bafeca5f2919787fe27008c7c9d028 | ec0bb621d2b76bed665b7e0a7360241e | null | null | null | null | null | null | null |
4949b5be-8ad0-445a-b89a-e117f3c3c3ca | 2025-05-25T09:04:37 | ids_alert | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|critical| desc=QRadar Alert: Fileless Attack detected from 39.129.239.169 targeting 63.93.93.82 No additional info | {
"geo_location": "Netherlands",
"device_hash": "1d2c59bde3535de63b369eedb0f4d9f7",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 10.0; Trident/5.1)",
"session_id": "ec5aa68c-7321-4e62-9f31-c28f8c9ac9d5",
"risk_score": 70.85,
"confidence": 0.91
} | null | null | null | null | null | No additional info | QRadar Alert: Fileless Attack detected from 39.129.239.169 targeting 63.93.93.82 No additional info | null | null | null | null | 39.129.239.169 | 63.93.93.82 | Fileless Attack | SIG-7531 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
f6236908-7f94-400a-9c78-5c69b6b8f577 | 2025-03-26T06:54:39 | auth | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|low| desc=Auth bypass for scott82 via password from 209.188.101.78 No additional info | {
"geo_location": "Mozambique",
"device_hash": "72f91c5ff3b1ea13f9d68c215987475528df5e2459cb8581f895be6c400ef440",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_6_9 rv:3.0; zh-CN) AppleWebKit/534.35.2 (KHTML, like Gecko) Version/4.1 Safari/534.35.2",
"session_id": "42a250df-8e4e-41f1-a58d-091ae0b1... | scott82 | bypass | null | null | null | No additional info | Auth bypass for scott82 via password from 209.188.101.78 No additional info | null | null | null | null | 209.188.101.78 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 2e:7e:16:95:d2:4c |
8aad4810-b5bc-42cf-96b0-fdab73b99456 | 2025-03-21T02:45:26 | endpoint | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|low| desc=Endpoint process_start /experience/over.ppt by johnsoncharles MITRE Technique: T1204.002 | {
"geo_location": "Cambodia",
"device_hash": "24474ad27bb26ab8ed25587eb730ef29",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 4_2_1 like Mac OS X) AppleWebKit/535.2 (KHTML, like Gecko) CriOS/43.0.804.0 Mobile/60P528 Safari/535.2",
"session_id": "7ae5ddc0-9829-4827-b06e-2b464e737f94",
"risk_score": 41.35,
"... | johnsoncharles | process_start | /experience/over.ppt | 9,749 | svchost.exe | MITRE Technique: T1204.002 | Endpoint process_start /experience/over.ppt by johnsoncharles 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 |
a89a21fa-aaa0-4e8d-ae7f-bcc78f5a7c50 | 2025-05-27T05:16:45 | auth | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|high| desc=Auth bypass for jwalker via password from 10.49.10.58 No additional info | {
"geo_location": "Dominican Republic",
"device_hash": "f15487708cd42578ffe395451c01bf62d06e0acfdd891bb9362bc63cf621de99",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 95; Trident/3.0)",
"session_id": "16632811-492b-4579-950f-9517d7009b5e",
"risk_score": 62.69,
"confidence": 0.81
} | jwalker | bypass | null | null | null | No additional info | Auth bypass for jwalker via password from 10.49.10.58 No additional info | null | null | null | null | 10.49.10.58 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 0e:e7:27:6f:e3:40 |
95c87532-2789-4f23-9484-f45298656bad | 2025-03-30T20:27:43 | auth | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|high| desc=Auth locked for johnsmith via password from 141.164.140.23 MITRE Technique: T1110.003 | {
"geo_location": "Norfolk Island",
"device_hash": "bb705172efbd2ff9d904e685b2201f009f1f5af590222a4a39bda90a2a0422a5",
"user_agent": "Opera/9.61.(Windows 95; bho-IN) Presto/2.9.182 Version/10.00",
"session_id": "877b2b84-a054-45fc-a331-e4d1d870da51",
"risk_score": 42.53,
"confidence": 0.91
} | johnsmith | locked | null | null | null | MITRE Technique: T1110.003 | Auth locked for johnsmith via password from 141.164.140.23 MITRE Technique: T1110.003 | null | null | null | null | 141.164.140.23 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 50:6c:cb:9e:94:65 |
6978e9ed-e9de-4786-81ec-b095c6e6bfe9 | 2025-06-14T18:46:57 | network | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|high| desc=Network data_exfiltration from 10.58.67.32 to 141.170.53.29 No additional info | {
"geo_location": "Singapore",
"device_hash": "28bc0113ffa19adfceff89b18b33b6f20af21740ed7a075e290354f7683741c2",
"user_agent": "Mozilla/5.0 (Android 1.1; Mobile; rv:6.0) Gecko/6.0 Firefox/6.0",
"session_id": "0821cb71-2927-4707-919c-8508f564f837",
"risk_score": 47.86,
"confidence": 0.27
} | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 10.58.67.32 to 141.170.53.29 No additional info | null | null | null | null | 10.58.67.32 | 141.170.53.29 | null | null | null | null | null | null | null | null | null | null | ICMP | 143,008 | null | null | null |
4cf8411d-1078-430e-a4d0-c8fee9750799 | 2025-04-09T20:56:06 | ids_alert | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|critical| desc=QRadar Alert: Fileless Attack detected from 172.221.255.98 targeting 104.215.11.213 No additional info | {
"geo_location": "Pitcairn Islands",
"device_hash": "d1c81b427b5985d6bbcd8d58e8821b35230c7112",
"user_agent": "Opera/9.40.(Windows 98; sr-ME) Presto/2.9.185 Version/11.00",
"session_id": "37784dd3-b88a-4dcd-a94d-d00bdce61458",
"risk_score": 68.16,
"confidence": 0.85
} | null | null | null | null | null | No additional info | QRadar Alert: Fileless Attack detected from 172.221.255.98 targeting 104.215.11.213 No additional info | null | null | null | null | 172.221.255.98 | 104.215.11.213 | Fileless Attack | SIG-5802 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
b78eb699-c043-49b8-93bf-7f0c8915492b | 2025-06-16T12:23:54 | auth | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|high| desc=Auth locked for rmills via MFA from 168.17.183.233 MITRE Technique: T1486 | Credential stuffing pattern detected noise=E9DC213A | {
"geo_location": "Belgium",
"device_hash": "df635f82d8f07c4fe5df3fdbe5d26eaaada1c5a8db42d784aeb0288cd8f62ca7",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; mni-IN) AppleWebKit/533.50.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B116 Safari/6533.50.1",
"session_id": "8119238a-85a5-48af-8... | rmills | locked | null | null | null | MITRE Technique: T1486 | Credential stuffing pattern detected | Auth locked for rmills via MFA from 168.17.183.233 MITRE Technique: T1486 | Credential stuffing pattern detected | null | null | null | null | 168.17.183.233 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 18:09:75:a9:29:41 |
0006f8af-9d60-45b3-8cf2-50bb8f1196e2 | 2025-04-20T18:56:18 | ai | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|critical| desc=AI system model_access by dhooper No additional info | {
"geo_location": "Gabon",
"device_hash": "ce56ba70032994efc034e9f8622ebc34397e2369a076bf49aa4e724b2b944e92",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; bn-IN) AppleWebKit/531.3.5 (KHTML, like Gecko) Version/3.0.5 Mobile/8B112 Safari/6531.3.5",
"session_id": "f62dba14-f1a5-4446-a582-b... | dhooper | model_access | null | null | null | No additional info | AI system model_access by dhooper No additional info | null | null | null | null | null | null | null | null | null | null | null | model-43256826 | 6f35d08066c270197548ab99f4051711ad496f1e57197efaafa834ed01f4611c | fb8719b9e1f58c66f32d8972da6beb306c8742cd | null | null | null | null | null | null | null |
470afb64-15fb-4d2e-ac59-2cd8d5278287 | 2025-01-31T12:35:22 | ai | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ai|high| desc=AI system model_access by orozcomaria No additional info | {
"geo_location": "Iraq",
"device_hash": "e98f06d3a70ac6510e61e7d05b3ef939",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; hu-HU) AppleWebKit/533.15.1 (KHTML, like Gecko) Version/4.0.5 Mobile/8B112 Safari/6533.15.1",
"session_id": "569e80ea-faaf-4dfd-87c6-0f52300cf3c6",
"risk_score": 6... | orozcomaria | model_access | null | null | null | No additional info | AI system model_access by orozcomaria No additional info | null | null | null | null | null | null | null | null | null | null | null | model-49154cc8 | 628ed0910dd53562aa25a7947c9b6d16903a189e976ab366a84ac2275fda8345 | b161de67f567c8dbd82eac513d6804c7cfecfaf04b47f72cf7dba85fc623796e | null | null | null | null | null | null | null |
1f2808ac-aa5f-452e-b2cb-4c05ade858b0 | 2025-01-21T05:51:17 | iot | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|low| desc=IoT device Camera sensor_spoofing Associated Threat Actor: Lazarus Group | {
"geo_location": "Trinidad and Tobago",
"device_hash": "7913eb62e046843c4ccd62e2e484af8558b69ed2",
"user_agent": "Mozilla/5.0 (Windows 95) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/62.0.840.0 Safari/536.0",
"session_id": "01ad98ef-eb4b-4b4b-80c5-baa4e722673d",
"risk_score": 24.97,
"confidence": 0.39
} | null | sensor_spoofing | null | null | null | Associated Threat Actor: Lazarus Group | IoT device Camera sensor_spoofing Associated Threat Actor: Lazarus Group | null | Camera | iot-51f0f026 | 2.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
691694a6-d990-4e42-9ee4-f61bf38488e3 | 2025-04-13T23:18:21 | auth | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|high| desc=Auth bypass for kimberlyfriedman via passwordless from 188.80.226.110 MITRE Technique: T1574.002 | {
"geo_location": "New Caledonia",
"device_hash": "c4080351c8ef0e765bfd9bcf9254b430c5e92daa1c0d10ca288a4a44694f3830",
"user_agent": "Opera/9.87.(X11; Linux i686; sd-IN) Presto/2.9.175 Version/12.00",
"session_id": "cdd3885f-6924-4fa2-9f79-d8e8a3290e04",
"risk_score": 67.25,
"confidence": 0.4
} | kimberlyfriedman | bypass | null | null | null | MITRE Technique: T1574.002 | Auth bypass for kimberlyfriedman via passwordless from 188.80.226.110 MITRE Technique: T1574.002 | null | null | null | null | 188.80.226.110 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | a8:40:8f:89:4b:e1 |
564d5ee4-b35b-40a9-999e-c14f320ee915 | 2025-03-27T21:35:19 | ids_alert | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|low| desc=Wazuh Alert: DNS Tunneling detected from 94.45.163.235 targeting 162.69.130.68 No additional info | {
"geo_location": "Colombia",
"device_hash": "f3fa8dcf05d03e362772047dcd4432057136ec9bd24002fca93855337025e5e5",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_11_3 rv:3.0; kw-GB) AppleWebKit/532.49.1 (KHTML, like Gecko) Version/4.0 Safari/532.49.1",
"session_id": "42472b3e-50cd-450f-93f7-a5165f14c1c... | null | null | null | null | null | No additional info | Wazuh Alert: DNS Tunneling detected from 94.45.163.235 targeting 162.69.130.68 No additional info | null | null | null | null | 94.45.163.235 | 162.69.130.68 | DNS Tunneling | SIG-6974 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
a04be238-e93b-46ba-8dfb-5c1a5e4cf938 | 2025-03-27T14:01:34 | network | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|critical| desc=Network beaconing from 90.44.246.167 to 86.55.223.24 MITRE Technique: T1218.011 | {
"geo_location": "Liberia",
"device_hash": "f914170cb3f6829e0981af3697469ea906c3d8cf",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; Trident/5.0)",
"session_id": "bc09d6b4-42f1-485b-bccf-36897e07e38e",
"risk_score": 38.71,
"confidence": 0.15
} | null | beaconing | null | null | null | MITRE Technique: T1218.011 | Network beaconing from 90.44.246.167 to 86.55.223.24 MITRE Technique: T1218.011 | null | null | null | null | 90.44.246.167 | 86.55.223.24 | null | null | null | null | null | null | null | null | null | null | HTTP | 583,920 | null | null | null |
14684785-5d28-43f7-a7b8-198067697d7f | 2025-06-16T06:05:49 | cloud | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|high| desc=Cloud shadow_it in Alibaba by slong Associated Threat Actor: Cobalt Group noise=the|way|attorney | {
"geo_location": "Trinidad and Tobago",
"device_hash": "44b712f842d17c00c2024410d60948bb",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.2; Trident/5.1)",
"session_id": "3d995d3f-fd14-43fa-8b43-2961117d3385",
"risk_score": 0,
"confidence": 0.22
} | slong | shadow_it | null | null | null | Associated Threat Actor: Cobalt Group | Cloud shadow_it in Alibaba by slong Associated Threat Actor: Cobalt Group | null | null | null | null | null | null | null | null | null | Alibaba | res-c45bc50a | null | null | null | null | null | null | null | null | null | null |
98f43953-0502-47ad-b9c9-b5432c64b649 | 2025-05-01T01:38:30 | network | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|low| desc=Network data_exfiltration from 217.169.68.217 to 3.81.197.3 MITRE Technique: T1053.005 | {
"geo_location": "North Korea",
"device_hash": "31ccd4eb98cb9ddaf5eab5b79a336c87a076ddf823a89cd299a3ebd3464d7be2",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 9_3_5 like Mac OS X) AppleWebKit/536.2 (KHTML, like Gecko) CriOS/14.0.877.0 Mobile/29S325 Safari/536.2",
"session_id": "bbc509c1-0b19-45c8-b8ac-073c91... | null | data_exfiltration | null | null | null | MITRE Technique: T1053.005 | Network data_exfiltration from 217.169.68.217 to 3.81.197.3 MITRE Technique: T1053.005 | null | null | null | null | 217.169.68.217 | 3.81.197.3 | null | null | null | null | null | null | null | null | null | null | UDP | 993,409 | null | null | null |
29ec12c3-9490-4de9-a108-872394a96f60 | 2025-04-20T22:34:01 | endpoint | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint scheduled_task /why/eight.html by foxlisa MITRE Technique: T1543.003 | Associated Threat Actor: Wizard Spider | {
"geo_location": "Iran",
"device_hash": "f1df27d9894647295a4384bf87174174",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Trident/3.0)",
"session_id": "7bfe27cb-498b-4269-b78b-31acc3c091bc",
"risk_score": 15.49,
"confidence": 0.1
} | foxlisa | scheduled_task | /why/eight.html | 6,276 | explorer.exe | MITRE Technique: T1543.003 | Associated Threat Actor: Wizard Spider | Endpoint scheduled_task /why/eight.html by foxlisa MITRE Technique: T1543.003 | Associated Threat Actor: Wizard Spider | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
727b6fd1-592c-455d-836b-1bf76164c97d | 2025-03-27T10:42:43 | iot | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|high| desc=IoT device Medical battery_drain No additional info | {
"geo_location": "Peru",
"device_hash": "bbaf78869a44d393a9a825cde90d71d391e8097d8dcf60a3cfcf4eb803a16805",
"user_agent": "Mozilla/5.0 (Linux; Android 6.0.1) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/57.0.894.0 Safari/535.2",
"session_id": "a6bf2912-9563-4ecf-b3cc-47c9267d1e91",
"risk_score": 81.27,
"co... | null | battery_drain | null | null | null | No additional info | IoT device Medical battery_drain No additional info | null | Medical | iot-f388cdfe | 9.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
cad13e5d-df5e-400c-9d58-5155953482ab | 2025-02-28T09:01:14 | ids_alert | Vectra AI v5.0.0 | emergency | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ids_alert|emergency| desc=Vectra AI Alert: Brute Force detected from 221.154.165.92 targeting 64.158.167.166 Associated Threat Actor: APT35 | {
"geo_location": "Venezuela",
"device_hash": "2f09a645a73fba0fa4491df4c4246f14",
"user_agent": "Opera/8.44.(X11; Linux i686; sa-IN) Presto/2.9.163 Version/12.00",
"session_id": "df0fe3f2-2a45-41b7-b080-9a88aca1e8d1",
"risk_score": 79.21,
"confidence": 0.63
} | null | null | null | null | null | Associated Threat Actor: APT35 | Vectra AI Alert: Brute Force detected from 221.154.165.92 targeting 64.158.167.166 Associated Threat Actor: APT35 | null | null | null | null | 221.154.165.92 | 64.158.167.166 | Brute Force | SIG-6572 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
fea25068-6149-4aed-9810-ca6a524f9fd1 | 2025-04-26T11:27:02 | endpoint | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint process_stop gun by bellgeorge MITRE Technique: T1071.001 | Associated Threat Actor: APT34 | {
"geo_location": "Kuwait",
"device_hash": "1d6c006cddb8edb256959f82baac2f42f2a5cea3",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_12_3 rv:6.0; uz-UZ) AppleWebKit/535.3.4 (KHTML, like Gecko) Version/5.0.4 Safari/535.3.4",
"session_id": "54790e95-89ce-4c65-aca7-0d9399f9b7f3",
"risk_score": 40.51,
... | bellgeorge | process_stop | gun | 565 | cmd.exe | MITRE Technique: T1071.001 | Associated Threat Actor: APT34 | Endpoint process_stop gun by bellgeorge MITRE Technique: T1071.001 | Associated Threat Actor: APT34 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
010937fe-1c09-49b7-9ad7-355b56bf606b | 2025-03-11T15:11:00 | ids_alert | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ids_alert|high| desc=OSSEC Alert: Fileless Attack detected from 3.125.202.47 targeting 49.115.231.228 No additional info | {
"geo_location": "Bahrain",
"device_hash": "fdfd95db8644472998e6da46674acf04772aabed",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 10.0; Trident/4.1)",
"session_id": "965a0742-7abc-4d09-9f51-6a5ab3314fae",
"risk_score": 25.73,
"confidence": 0.17
} | null | null | null | null | null | No additional info | OSSEC Alert: Fileless Attack detected from 3.125.202.47 targeting 49.115.231.228 No additional info | null | null | null | null | 3.125.202.47 | 49.115.231.228 | Fileless Attack | SIG-7353 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
83195d5b-89dd-469b-9a91-e0858ba8afbb | 2025-04-05T01:37:02 | ids_alert | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|high| desc=Snort Alert: SQL Injection detected from 69.1.105.229 targeting 157.98.132.46 No additional info | {
"geo_location": "Germany",
"device_hash": "44d6022e2de44a332e54c922de5dc653b39806b6c6f409e918779d8838e7a8d3",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_6_9) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/55.0.852.0 Safari/532.2",
"session_id": "9693a61d-7329-4372-94bf-d0d965dfe46f",
"risk_sc... | null | null | null | null | null | No additional info | Snort Alert: SQL Injection detected from 69.1.105.229 targeting 157.98.132.46 No additional info | null | null | null | null | 69.1.105.229 | 157.98.132.46 | SQL Injection | SIG-8392 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
09a04b1d-affd-4800-8a12-e9df67cb7fe8 | 2025-02-16T22:16:35 | network | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|medium| desc=Network covert_channel from 93.198.49.157 to 28.244.180.31 DGA domain detected | {
"geo_location": "Argentina",
"device_hash": "be3336d19cedd721e8fe2cf9cf08d2af",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.2) AppleWebKit/532.36.1 (KHTML, like Gecko) Version/5.0.1 Safari/532.36.1",
"session_id": "a0b5025e-0d73-43cf-afc0-bfe9b5618df2",
"risk_score": 97.13,
"confidence": 0.76
} | null | covert_channel | null | null | null | DGA domain detected | Network covert_channel from 93.198.49.157 to 28.244.180.31 DGA domain detected | null | null | null | null | 93.198.49.157 | 28.244.180.31 | null | null | null | null | null | null | null | null | null | null | UDP | 112,841 | null | null | null |
69939a29-e09c-45b4-9630-b96dfd34934a | 2025-07-10T18:49:36 | network | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|info| desc=Network disconnection from 164.27.203.161 to 142.12.61.113 MITRE Technique: T1574.002 | {
"geo_location": "Uzbekistan",
"device_hash": "6a80cfa42830301f81e62cb671956a1f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.2; Trident/5.0)",
"session_id": "c69e2241-9c05-47e3-8886-ca05ef0111ab",
"risk_score": 54.3,
"confidence": 0.15
} | null | disconnection | null | null | null | MITRE Technique: T1574.002 | Network disconnection from 164.27.203.161 to 142.12.61.113 MITRE Technique: T1574.002 | null | null | null | null | 164.27.203.161 | 142.12.61.113 | null | null | null | null | null | null | null | null | null | null | TCP | 473,484 | null | null | null |
c5f4fa32-4378-4d4f-bdd8-59ecf81a087d | 2025-06-20T17:52:24 | endpoint | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint driver_load significant by smithjennifer MITRE Technique: T1543.003 | {
"geo_location": "Paraguay",
"device_hash": "d7fa104a6224a54ff19bf6dd83c6d28e",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 11.0) AppleWebKit/532.17.4 (KHTML, like Gecko) Version/4.1 Safari/532.17.4",
"session_id": "7502492a-b196-4e65-b125-68dde00d1f02",
"risk_score": 7.99,
"confidence": 0.17
} | smithjennifer | driver_load | significant | 2,390 | powershell.exe | MITRE Technique: T1543.003 | Endpoint driver_load significant by smithjennifer MITRE Technique: T1543.003 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
561f27db-1a55-4b2d-bc21-c66a4d48f526 | 2025-05-03T19:35:06 | auth | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|medium| desc=Auth locked for youngkyle via biometric from 10.34.198.210 No additional info | {
"geo_location": "Argentina",
"device_hash": "d0669d57571f18fbf6e720d63a5f1962",
"user_agent": "Mozilla/5.0 (Android 2.3; Mobile; rv:6.0) Gecko/6.0 Firefox/6.0",
"session_id": "35a36ee0-9694-44e6-a0bb-c60285e62008",
"risk_score": 48.03,
"confidence": 0.65
} | youngkyle | locked | null | null | null | No additional info | Auth locked for youngkyle via biometric from 10.34.198.210 No additional info | null | null | null | null | 10.34.198.210 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | b6:2f:37:01:c9:9d |
357c9334-80a8-4f97-8161-68b3ec214abc | 2025-05-21T10:39:27 | ai | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|medium| desc=AI system prompt_injection by emily12 Associated Threat Actor: APT34 noise=red|win|agent | {
"geo_location": "Hong Kong",
"device_hash": "063646934bd872478bf00116f5240aef",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_12_9; rv:1.9.2.20) Gecko/9208-03-26 02:50:49 Firefox/3.8",
"session_id": "b1938fde-7b93-4f28-b070-52ca3b52291e",
"risk_score": 69.96,
"confidence": 0.09
} | emily12 | prompt_injection | null | null | null | Associated Threat Actor: APT34 | AI system prompt_injection by emily12 Associated Threat Actor: APT34 | null | null | null | null | null | null | null | null | null | null | null | model-55f19306 | fa3a47d0283ce93c4277c819d40c03e19359af4c | 60481ca2793ab86319432fd6b493d5fe0099864945780b515025718ec2d9bc2a | null | null | null | null | null | null | null |
0f3d5edd-346b-41ae-8767-cf68862ce77a | 2025-02-08T00:41:56 | network | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|info| desc=Network latency_spike from 44.19.156.111 to 10.166.118.1 No additional info | {
"geo_location": "Kuwait",
"device_hash": "8b6cdb8e376e2e6dd50fd5c4899371a2aab47bb69f26e0569b458a8d8d416c03",
"user_agent": "Opera/9.90.(X11; Linux i686; eo-US) Presto/2.9.169 Version/12.00",
"session_id": "761fe761-6b4f-47a2-a80c-97f880dd3d6c",
"risk_score": 41.92,
"confidence": 0.73
} | null | latency_spike | null | null | null | No additional info | Network latency_spike from 44.19.156.111 to 10.166.118.1 No additional info | null | null | null | null | 44.19.156.111 | 10.166.118.1 | null | null | null | null | null | null | null | null | null | null | TCP | 196,614 | null | null | null |
30fcbdd8-0a50-4f85-839e-3210aa8bee7e | 2025-05-20T03:09:15 | auth | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|auth|info| desc=Auth challenge for gonzalezaaron via MFA from 7.125.23.114 No additional info | {
"geo_location": "Martinique",
"device_hash": "44e74dae3fd74a12cddd98a67c2285b7270efac8b7e0e033376d83f8ec9a4a35",
"user_agent": "Opera/8.89.(Windows 95; ps-AF) Presto/2.9.167 Version/12.00",
"session_id": "aec9b65b-9d4f-4fa3-bdc6-6b506a3562b3",
"risk_score": 41.94,
"confidence": 0.49
} | gonzalezaaron | challenge | null | null | null | No additional info | Auth challenge for gonzalezaaron via MFA from 7.125.23.114 No additional info | null | null | null | null | 7.125.23.114 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | bf:4a:7e:c9:f6:11 |
be9a5420-c3d8-477f-87c6-74b5fb928585 | 2025-03-20T14:18:35 | ids_alert | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|high| desc=Darktrace Alert: Fileless Attack detected from 21.24.163.13 targeting 10.92.30.1 Associated Threat Actor: Inception Framework | {
"geo_location": "Puerto Rico",
"device_hash": "f59213bce45405bee42744dedbaddb2f99cf787a2f10a8e23d2f2368090f0064",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.0; Trident/3.0)",
"session_id": "14415528-158a-4a7c-bb60-b3330f142890",
"risk_score": 61.62,
"confidence": 0.52
} | null | null | null | null | null | Associated Threat Actor: Inception Framework | Darktrace Alert: Fileless Attack detected from 21.24.163.13 targeting 10.92.30.1 Associated Threat Actor: Inception Framework | {
"baseline_deviation": 1.91,
"entropy": 2.07,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 21.24.163.13 | 10.92.30.1 | Fileless Attack | SIG-1567 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
7a7c4dc3-a0b7-4f10-824e-3d9b8504efe6 | 2025-06-02T19:59:31 | firewall | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|low| desc=Firewall deny TCP traffic from 51.129.35.44:833 to 70.45.115.179:211 Associated Threat Actor: Leafminer | {
"geo_location": "Svalbard & Jan Mayen Islands",
"device_hash": "a538eebede76cf7ae18ce2aecc03d46d554a623c",
"user_agent": "Opera/9.79.(Windows NT 5.01; the-NP) Presto/2.9.185 Version/10.00",
"session_id": "32ffe6d5-0e41-4879-8ae2-0b2d2c66aace",
"risk_score": 14.46,
"confidence": 0.46
} | null | deny | null | null | null | Associated Threat Actor: Leafminer | Firewall deny TCP traffic from 51.129.35.44:833 to 70.45.115.179:211 Associated Threat Actor: Leafminer | null | null | null | null | 51.129.35.44 | 70.45.115.179 | null | null | null | null | null | null | null | null | 833 | 211 | TCP | 812,254 | 286 | null | null |
32e81839-7e55-49e2-a1e0-cc391b54fa13 | 2025-03-20T15:43:29 | endpoint | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint powershell_exec /morning/example.txt by zramirez No additional info | {
"geo_location": "Thailand",
"device_hash": "2159f5e35259ed72817fe5c5211a0d75",
"user_agent": "Mozilla/5.0 (Android 4.2.2; Mobile; rv:5.0) Gecko/5.0 Firefox/5.0",
"session_id": "0960b7a0-1749-473f-93ec-550adba4ae54",
"risk_score": 5.91,
"confidence": 0.66
} | zramirez | powershell_exec | /morning/example.txt | 7,697 | svchost.exe | No additional info | Endpoint powershell_exec /morning/example.txt by zramirez No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7ea6e6d8-a04a-4460-a15e-e285b9353d3b | 2025-01-27T12:13:46 | ids_alert | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ids_alert|low| desc=Splunk Alert: Cloud API Abuse detected from 181.202.76.110 targeting 116.247.194.98 No additional info | {
"geo_location": "Mexico",
"device_hash": "afbb4b49b9f2f8dd9b21cee077529c53",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_11_1 rv:3.0; bhb-IN) AppleWebKit/535.48.5 (KHTML, like Gecko) Version/5.0.3 Safari/535.48.5",
"session_id": "bba52c5f-dfca-49e3-866b-f289f79ad4b3",
"risk_score": 52.45,
... | null | null | null | null | null | No additional info | Splunk Alert: Cloud API Abuse detected from 181.202.76.110 targeting 116.247.194.98 No additional info | null | null | null | null | 181.202.76.110 | 116.247.194.98 | Cloud API Abuse | SIG-3940 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
267d1a8d-e88c-42fe-bb8c-140d7f660cc4 | 2021-04-16T23:10:12 | endpoint | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint persistence_mechanism difference by sarahcook MITRE Technique: T1486 | Associated Threat Actor: Kimsuky | {
"geo_location": "Belgium",
"device_hash": "3ee4bd5b344fa1726cf33d00e27b70e128060ff0",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_9; rv:1.9.3.20) Gecko/3332-07-05 08:17:46 Firefox/4.0",
"session_id": "87689438-0ba6-4254-8b58-35b80befe8ef",
"risk_score": 65.1,
"confidence": 0.83
} | sarahcook | persistence_mechanism | difference | 9,775 | svchost.exe | MITRE Technique: T1486 | Associated Threat Actor: Kimsuky | Endpoint persistence_mechanism difference by sarahcook MITRE Technique: T1486 | Associated Threat Actor: Kimsuky | {
"baseline_deviation": 1.81,
"entropy": 5.85,
"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 |
de6a30e4-6933-42cc-be31-f533dca41b5d | 2025-02-10T16:20:29 | ids_alert | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|medium| desc=Suricata Alert: Container Escape detected from 10.27.89.94 targeting 41.197.16.169 MITRE Technique: T1574.002 | Associated Threat Actor: REvil | {
"geo_location": "Guernsey",
"device_hash": "2480446f1e5b3cce9fa74c8853a2996715075df3",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; fi-FI) AppleWebKit/533.29.6 (KHTML, like Gecko) Version/4.0.5 Mobile/8B114 Safari/6533.29.6",
"session_id": "c402ba09-474e-4708-a6e9-044e51f53eec",
"ri... | null | null | null | null | null | MITRE Technique: T1574.002 | Associated Threat Actor: REvil | Suricata Alert: Container Escape detected from 10.27.89.94 targeting 41.197.16.169 MITRE Technique: T1574.002 | Associated Threat Actor: REvil | null | null | null | null | 10.27.89.94 | 41.197.16.169 | Container Escape | SIG-3289 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
2c1c192c-ff3d-4b05-9a0d-b5ac6dd6c279 | 2025-04-25T20:27:40 | ids_alert | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ids_alert|critical| desc=Palo Alto Cortex Alert: Living-off-the-Land detected from 183.221.161.98 targeting N/A No additional info | {
"geo_location": "Holy See (Vatican City State)",
"device_hash": "dc544e7781fed952e7cf6beacfdd664a",
"user_agent": "Opera/9.74.(Windows NT 10.0; cv-RU) Presto/2.9.182 Version/12.00",
"session_id": "05851d9e-ff51-42a4-ae77-b99f73e0fe40",
"risk_score": 78.2,
"confidence": 0.7
} | null | null | null | null | null | No additional info | Palo Alto Cortex Alert: Living-off-the-Land detected from 183.221.161.98 targeting N/A No additional info | null | null | null | null | 183.221.161.98 | N/A | Living-off-the-Land | SIG-5871 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
edf624f6-c9f8-4bac-b4c0-4e426afaa556 | 2025-07-08T16:35:37 | auth | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|low| desc=Auth success for alexanderkatie via passwordless from 57.226.112.30 MITRE Technique: T1059.001 | {
"geo_location": "China",
"device_hash": "97542d4fe6a91a78012c916b349a4fa97ed3616a9bdae0e9c2028392e624fd21",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; ga-IE) AppleWebKit/532.37.5 (KHTML, like Gecko) Version/3.0.5 Mobile/8B115 Safari/6532.37.5",
"session_id": "639904c2-39ff-4ab1-a375... | alexanderkatie | success | null | null | null | MITRE Technique: T1059.001 | Auth success for alexanderkatie via passwordless from 57.226.112.30 MITRE Technique: T1059.001 | null | null | null | null | 57.226.112.30 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | c3:57:05:46:f1:79 |
fcb19a0c-4457-4f80-99e3-af62d873d306 | 2025-03-26T17:37:01 | network | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|info| desc=Network latency_spike from 172.44.35.244 to 102.184.191.117 MITRE Technique: T1190 | Unconventional IOC: Unusual DNS TXT records | {
"geo_location": "Antarctica (the territory South of 60 deg S)",
"device_hash": "9b5ca8f08634b57ae8fce250fc7ae32f5e9314a476afc4b1584f2b91bf676bf1",
"user_agent": "Mozilla/5.0 (Android 2.0; Mobile; rv:59.0) Gecko/59.0 Firefox/59.0",
"session_id": "ce963191-7076-4694-a733-9aae0d74233d",
"risk_score": 44.56,
... | null | latency_spike | null | null | null | MITRE Technique: T1190 | Unconventional IOC: Unusual DNS TXT records | Network latency_spike from 172.44.35.244 to 102.184.191.117 MITRE Technique: T1190 | Unconventional IOC: Unusual DNS TXT records | null | null | null | null | 172.44.35.244 | 102.184.191.117 | null | null | null | null | null | null | null | null | null | null | HTTP | 895,657 | null | null | null |
efac24cb-aa79-44a9-a41d-33e478588a89 | 2025-04-26T07:59:07 | iot | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|high| desc=IoT device Medical battery_drain No additional info | {
"geo_location": "Myanmar",
"device_hash": "10f2afcc3feaf677ed225b632f428a87bca41d01",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Trident/4.1)",
"session_id": "0b89e092-40ef-4dbd-9a39-bc23f8090cd0",
"risk_score": 63.42,
"confidence": 0.05
} | null | battery_drain | null | null | null | No additional info | IoT device Medical battery_drain No additional info | {
"baseline_deviation": 2.54,
"entropy": 6.66,
"frequency_anomaly": false,
"sequence_anomaly": true
} | Medical | iot-8b10f2b2 | 3.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
379cfdae-ea34-41a5-9d7a-617f8c7f15be | 2025-06-02T02:07:05 | firewall | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|low| desc=Firewall allow DNS traffic from 10.110.193.63:833 to 10.50.253.238:182 MITRE Technique: T1218.011 | {
"geo_location": "Saint Vincent and the Grenadines",
"device_hash": "690a3abcd05401548c6cb988a8274f00eb5a5384613f7bab0273c9977c0fe64b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.0; Trident/4.1)",
"session_id": "3bc9081d-ad87-4329-80e4-41b8e6a16cee",
"risk_score": 76.32,
"confidence": 0... | null | allow | null | null | null | MITRE Technique: T1218.011 | Firewall allow DNS traffic from 10.110.193.63:833 to 10.50.253.238:182 MITRE Technique: T1218.011 | null | null | null | null | 10.110.193.63 | 10.50.253.238 | null | null | null | null | null | null | null | null | 833 | 182 | DNS | 128,526 | 172 | null | null |
f1a66a7f-9935-49f4-aaac-a7192c8b4e8c | 2025-02-07T07:08:15 | network | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|low| desc=Network latency_spike from 56.19.119.137 to 114.108.251.212 No additional info | {
"geo_location": "Luxembourg",
"device_hash": "01c32e91a1ec069696259ed09bc84ad66c6f5a06",
"user_agent": "Opera/8.56.(Windows NT 10.0; cmn-TW) Presto/2.9.174 Version/11.00",
"session_id": "d2687362-578d-4a3b-beee-8f6301201f9d",
"risk_score": 61.38,
"confidence": 0.03
} | null | latency_spike | null | null | null | No additional info | Network latency_spike from 56.19.119.137 to 114.108.251.212 No additional info | null | null | null | null | 56.19.119.137 | 114.108.251.212 | null | null | null | null | null | null | null | null | null | null | TCP | 470,511 | null | null | null |
4067cf70-8251-4573-b470-bbec6eb7d597 | 2025-07-01T06:09:57 | endpoint | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint powershell_exec health by johnortiz No additional info | {
"geo_location": "Belgium",
"device_hash": "253d895302359b60d26f54d82dec0c0253801b5f5c9df99f568fcdb210dd8710",
"user_agent": "Mozilla/5.0 (Linux; Android 1.5) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/35.0.877.0 Safari/534.1",
"session_id": "6c575ffd-b5c4-4c3c-b7c3-f947fefdecb8",
"risk_score": 32.71,
"c... | johnortiz | powershell_exec | health | 9,304 | powershell.exe | No additional info | Endpoint powershell_exec health by johnortiz No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c6519d03-1e76-4e86-ae84-afa438693323 | 2025-02-01T21:34:29 | cloud | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|info| desc=Cloud lambda_execution in Alibaba by april10 MITRE Technique: T1059.001 | {
"geo_location": "Kuwait",
"device_hash": "0119586d3a3e00e99b2ea28f9550f785",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_9_1; rv:1.9.4.20) Gecko/2739-04-16 18:49:02 Firefox/13.0",
"session_id": "cf41c5a1-32b7-47c8-a7fd-de0e28ec12fb",
"risk_score": 46.8,
"confidence": 0.58
} | april10 | lambda_execution | null | null | null | MITRE Technique: T1059.001 | Cloud lambda_execution in Alibaba by april10 MITRE Technique: T1059.001 | null | null | null | null | null | null | null | null | null | Alibaba | res-c628fad7 | null | null | null | null | null | null | null | null | null | null |
cefb4b00-c7bd-4058-8538-d6e006cc5a92 | 2025-05-26T23:07:48 | cloud | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|info| desc=Cloud instance_creation in OCI by ybryant Associated Threat Actor: FIN7 | {
"geo_location": "Guinea",
"device_hash": "de4a342901873a3015299978f8bf7c87446da02b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.1; Trident/5.1)",
"session_id": "5eca9c14-a976-4d7a-a638-080cc945bba8",
"risk_score": 57.82,
"confidence": 0.16
} | ybryant | instance_creation | null | null | null | Associated Threat Actor: FIN7 | Cloud instance_creation in OCI by ybryant Associated Threat Actor: FIN7 | null | null | null | null | null | null | null | null | null | OCI | res-ee9da33e | null | null | null | null | null | null | null | null | null | null |
c8ade337-445b-4540-af99-ca20b36cde16 | 2025-03-01T04:51:24 | ai | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|high| desc=AI system fine_tuning by mccallcaitlin No additional info | {
"geo_location": "Qatar",
"device_hash": "f61eba498b7fbc60a8a3a8d30af813f5",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/59.0.870.0 Safari/532.1",
"session_id": "ec4bfc75-1ff5-4202-8f37-8260eac6bc16",
"risk_score": 48.51,
"confidence": 0.61
} | mccallcaitlin | fine_tuning | null | null | null | No additional info | AI system fine_tuning by mccallcaitlin No additional info | null | null | null | null | null | null | null | null | null | null | null | model-d2d6379a | cbbe11eb72f0d118fa88969aa85e68fc1e65058b438a7ba54a9591355e1ecb48 | a7f38082d9b43ad63f4ef0b2e9d72da5 | null | null | null | null | null | null | null |
230d8579-b320-4559-b379-dab36d600626 | 2025-02-28T21:44:44 | ids_alert | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|low| desc=ArcSight Alert: Domain Fronting detected from 186.83.75.209 targeting 94.250.113.83 No additional info | {
"geo_location": "Equatorial Guinea",
"device_hash": "34ea8e2e55914891163b74365b8e02e8647ba5e2dcf2122807975ea7347e7579",
"user_agent": "Mozilla/5.0 (Linux; Android 4.0.4) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/26.0.869.0 Safari/531.1",
"session_id": "45c60e5e-7aa2-4a22-8379-342ef9b50feb",
"risk_score":... | null | null | null | null | null | No additional info | ArcSight Alert: Domain Fronting detected from 186.83.75.209 targeting 94.250.113.83 No additional info | null | null | null | null | 186.83.75.209 | 94.250.113.83 | Domain Fronting | SIG-3755 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
782e10f6-b31b-47dc-8d6c-226302623b69 | 2025-05-15T21:52:54 | network | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|critical| desc=Network disconnection from 173.71.201.146 to 10.157.35.240 No additional info | {
"geo_location": "Suriname",
"device_hash": "28206608d108c9b15440543444fd396c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.2; Trident/4.0)",
"session_id": "d0626bf5-a64e-415c-96db-1e2fcad334e9",
"risk_score": 75.9,
"confidence": 0.87
} | null | disconnection | null | null | null | No additional info | Network disconnection from 173.71.201.146 to 10.157.35.240 No additional info | null | null | null | null | 173.71.201.146 | 10.157.35.240 | null | null | null | null | null | null | null | null | null | null | UDP | 683,656 | null | null | null |
d8d1ce3b-96d5-4ec3-a0a6-53d893d22968 | 2025-01-21T18:07:31 | firewall | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|critical| desc=Firewall log-only NTP traffic from 85.160.115.235:159 to 223.16.253.8:36432 No additional info noise=search/search/blog | {
"geo_location": "Italy",
"device_hash": "9066466be74c28a7527ffac2cc70bc69",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows CE; Trident/5.1)",
"session_id": "171c6e32-d950-49bb-abab-14a3ea445258",
"risk_score": 47.33,
"confidence": 0.07
} | null | log-only | null | null | null | No additional info | Firewall log-only NTP traffic from 85.160.115.235:159 to 223.16.253.8:36432 No additional info | null | null | null | null | 85.160.115.235 | 223.16.253.8 | null | null | null | null | null | null | null | null | 159 | 36,432 | NTP | 852,835 | 606 | null | null |
a0d885dc-7ce8-4cb0-b840-022d9da9cdfa | 2025-02-11T10:00:37 | network | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|high| desc=Network protocol_anomaly from 146.230.221.212 to 147.238.87.93 No additional info | {
"geo_location": "Colombia",
"device_hash": "cfda48bf406d14afb514fe2dbe778089",
"user_agent": "Mozilla/5.0 (Linux; Android 3.2.4) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/30.0.874.0 Safari/534.2",
"session_id": "e71a9150-102e-4c22-996d-ca0b3edd97c2",
"risk_score": 100,
"confidence": 0.66
} | null | protocol_anomaly | null | null | null | No additional info | Network protocol_anomaly from 146.230.221.212 to 147.238.87.93 No additional info | null | null | null | null | 146.230.221.212 | 147.238.87.93 | null | null | null | null | null | null | null | null | null | null | HTTPS | 676,942 | null | null | null |
9f5e17e4-78a9-40fe-826e-578bf7aa5e0d | 2025-02-05T10:41:12 | iot | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|info| desc=IoT device HVAC protocol_violation No additional info | {
"geo_location": "Russia",
"device_hash": "b0c0ab1fdd46526e6a80744ce6b0778dc4d6fddd",
"user_agent": "Mozilla/5.0 (Linux; Android 4.4.2) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/56.0.801.0 Safari/533.1",
"session_id": "fad56d3a-d4ed-4288-9d74-9ce01e101553",
"risk_score": 33.78,
"confidence": 0.83
} | null | protocol_violation | null | null | null | No additional info | IoT device HVAC protocol_violation No additional info | null | HVAC | iot-5f856e0a | 3.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8b806f2d-fadc-4a26-aaf7-781a40c0a0d8 | 2025-06-08T16:23:43 | firewall | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|low| desc=Firewall log-only HTTPS traffic from 19.11.160.55:386 to 124.125.221.143:177 No additional info | {
"geo_location": "Tunisia",
"device_hash": "fa437fabf5d7d51c3ce723e922dd22a2bce9d5e8837ba2a43ef69a16b8c5c1c7",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_7_0 rv:2.0; szl-PL) AppleWebKit/532.38.6 (KHTML, like Gecko) Version/5.0.1 Safari/532.38.6",
"session_id": "3e5d8f48-e341-4a85-aef6-0d21c94a3b... | null | log-only | null | null | null | No additional info | Firewall log-only HTTPS traffic from 19.11.160.55:386 to 124.125.221.143:177 No additional info | null | null | null | null | 19.11.160.55 | 124.125.221.143 | null | null | null | null | null | null | null | null | 386 | 177 | HTTPS | 556,267 | 3,328 | null | null |
dcae41c6-4b42-4d0e-a899-143869b73028 | 2025-01-14T07:18:32 | ids_alert | Snort v2.9.20 | emergency | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|emergency| desc=Snort Alert: MFA Bypass detected from 80.52.175.128 targeting N/A No additional info | {
"geo_location": "Singapore",
"device_hash": "55c8758b522a817a184d3a55ee29de28",
"user_agent": "Opera/8.90.(Windows NT 11.0; as-IN) Presto/2.9.162 Version/11.00",
"session_id": "0822f8bb-7821-4eff-a33a-4ebe553271e3",
"risk_score": 39.69,
"confidence": 0.46
} | null | null | null | null | null | No additional info | Snort Alert: MFA Bypass detected from 80.52.175.128 targeting N/A No additional info | null | null | null | null | 80.52.175.128 | N/A | MFA Bypass | SIG-5823 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
59d97964-3c58-4553-aad6-94ca828162c9 | 2029-11-10T14:44:04 | firewall | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|low| desc=Firewall inspect ICMP traffic from 176.235.243.248:601 to 10.7.48.77:374 MITRE Technique: T1566.001 | Unconventional IOC: UEFI variable tampering | {
"geo_location": "Tuvalu",
"device_hash": "7c40553750ecc439083536477b5951967b538c7b",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/8027-04-15 23:52:52 Firefox/3.6.11",
"session_id": "1a538807-fa6c-43cd-baef-345d5ff0af3b",
"risk_score": 31.12,
"confidence": 0.08
} | null | inspect | null | null | null | MITRE Technique: T1566.001 | Unconventional IOC: UEFI variable tampering | Firewall inspect ICMP traffic from 176.235.243.248:601 to 10.7.48.77:374 MITRE Technique: T1566.001 | Unconventional IOC: UEFI variable tampering | {
"baseline_deviation": 2.93,
"entropy": 2.93,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 176.235.243.248 | 10.7.48.77 | null | null | null | null | null | null | null | null | 601 | 374 | ICMP | 763,844 | 1,643 | null | null |
917983b0-4029-4e67-bb1e-03f8e0327e8d | 2025-02-24T02:20:36 | firewall | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall inspect NTP traffic from 104.19.219.247:647 to 203.228.9.59:631 No additional info | {
"geo_location": "Bahrain",
"device_hash": "e09b2b13598f70a645015766e7ef3224f2071f89",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 10.0) AppleWebKit/534.20.7 (KHTML, like Gecko) Version/4.0.1 Safari/534.20.7",
"session_id": "613e6af3-2eec-4bb6-bd57-1297d93e3a7b",
"risk_score": 79.1,
"confidence": 0.... | null | inspect | null | null | null | No additional info | Firewall inspect NTP traffic from 104.19.219.247:647 to 203.228.9.59:631 No additional info | null | null | null | null | 104.19.219.247 | 203.228.9.59 | null | null | null | null | null | null | null | null | 647 | 631 | NTP | 28,638 | 1,572 | null | null |
7e9f97b1-4b70-404a-9a70-eb5175cd1721 | 2025-04-13T11:23:32 | cloud | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|low| desc=Cloud crypto_mining in OCI by sanchezcraig No additional info noise=search/categories | {
"geo_location": "Kyrgyz Republic",
"device_hash": "fab3ed082eb0f2a2c098d5503de4ab143ed59d537d61e8ea884282fafb3ab4c7",
"user_agent": "Opera/9.57.(X11; Linux i686; fo-FO) Presto/2.9.189 Version/10.00",
"session_id": "2dba9f78-6f70-4b3a-b1f5-5855df16b827",
"risk_score": 57.25,
"confidence": 0.97
} | sanchezcraig | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in OCI by sanchezcraig No additional info | null | null | null | null | null | null | null | null | null | OCI | res-02dc50a3 | null | null | null | null | null | null | null | null | null | null |
6a3d1ce6-6773-4140-9a4c-9c5c6c865319 | 2025-03-26T02:48:19 | iot | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|critical| desc=IoT device HVAC side_channel No additional info | {
"geo_location": "Iran",
"device_hash": "c8e9186d4e92e995cf4ebc405086d2bdfc05978a27a64f73cedf519d403a137c",
"user_agent": "Mozilla/5.0 (Windows CE; mag-IN; rv:1.9.1.20) Gecko/3836-05-17 01:14:00 Firefox/3.6.11",
"session_id": "14e830c4-a082-4fec-b708-4f4315560126",
"risk_score": 68.9,
"confidence": 0.73
} | null | side_channel | null | null | null | No additional info | IoT device HVAC side_channel No additional info | null | HVAC | iot-4479b6c6 | 7.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5b16f91f-59ea-4719-b029-8ce6797aebb4 | 2025-05-18T10:15:53 | endpoint | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint wmi_exec final by emily04 Associated Threat Actor: Mustang Panda | Fileless execution detected | {
"geo_location": "Panama",
"device_hash": "195fbb585eedd357c7bf87a2ed3aa5c8",
"user_agent": "Opera/9.54.(X11; Linux x86_64; aa-ER) Presto/2.9.185 Version/11.00",
"session_id": "b739b38b-8097-46fe-bfaf-b7285f8220e6",
"risk_score": 40.55,
"confidence": 0.21
} | emily04 | wmi_exec | final | 6,526 | cmd.exe | Associated Threat Actor: Mustang Panda | Fileless execution detected | Endpoint wmi_exec final by emily04 Associated Threat Actor: Mustang Panda | Fileless execution detected | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0afaf297-f672-450d-bac3-620ddad2b764 | 2025-06-08T13:55:36 | firewall | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|high| desc=Firewall inspect DNS traffic from 129.132.73.166:346 to 51.49.65.144:276 No additional info | {
"geo_location": "Armenia",
"device_hash": "b265790a310997c827d38c560b01b648b3960131caa2126ec52d5460a59c6c86",
"user_agent": "Mozilla/5.0 (Android 8.0.0; Mobile; rv:45.0) Gecko/45.0 Firefox/45.0",
"session_id": "90b0c70d-1fa9-4075-a675-4699e570a828",
"risk_score": 19.39,
"confidence": 0.25
} | null | inspect | null | null | null | No additional info | Firewall inspect DNS traffic from 129.132.73.166:346 to 51.49.65.144:276 No additional info | null | null | null | null | 129.132.73.166 | 51.49.65.144 | null | null | null | null | null | null | null | null | 346 | 276 | DNS | 449,405 | 1,224 | null | null |
2fd7cb6a-c4d3-4133-a7c4-05a6ee9bf4d2 | 2025-05-27T13:40:54 | endpoint | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint process_stop cover by eanderson No additional info | {
"geo_location": "Myanmar",
"device_hash": "d4d999038702ef0321dabb9b65af7ff844741b8a",
"user_agent": "Mozilla/5.0 (Windows NT 6.2) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/61.0.813.0 Safari/531.2",
"session_id": "4e8b4b75-c526-4012-bfa0-3a717e2cfef6",
"risk_score": 47.5,
"confidence": 0.46
} | eanderson | process_stop | cover | 5,103 | powershell.exe | No additional info | Endpoint process_stop cover by eanderson No additional info | {
"baseline_deviation": 2.86,
"entropy": 5.93,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2d3336db-90a7-4a58-94f1-0eaf5eaea675 | 2025-05-25T06:33:53 | iot | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|high| desc=IoT device Medical physical_tamper No additional info noise=TWFya2V0IHdlLg== | {
"geo_location": "Saint Vincent and the Grenadines",
"device_hash": "4f2adf2bda52712c19528141e884cea8cc8dea35",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows CE; Trident/4.0)",
"session_id": "61aab67d-b3ba-4e2e-8ee9-9d42e7daaf54",
"risk_score": 55.29,
"confidence": 0.9
} | null | physical_tamper | null | null | null | No additional info | IoT device Medical physical_tamper No additional info | null | Medical | iot-b9e3564d | 4.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a7413d10-191b-4e0f-ac61-066bf510f9be | 2025-06-10T03:40:00 | iot | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC physical_tamper No additional info | {
"geo_location": "Paraguay",
"device_hash": "d4051bbd3f487d302f7e33a79f0c93814948e1e1723284ae7c9df1e43dedbccb",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.2; Trident/5.1)",
"session_id": "1c18a719-1f58-4929-8714-c6ef8e31ef7e",
"risk_score": 54.28,
"confidence": 0.33
} | null | physical_tamper | null | null | null | No additional info | IoT device HVAC physical_tamper No additional info | null | HVAC | iot-84d7f9ec | 2.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
500e9eea-8758-4383-a942-2d1b278334b8 | 2025-04-06T00:15:21 | cloud | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud instance_creation in AWS by flopez No additional info | {
"geo_location": "Niue",
"device_hash": "b30bd8f432238d6646aec46806597502a7707662db40fd06d34861a6d3a86825",
"user_agent": "Opera/8.99.(Windows 98; Win 9x 4.90; li-BE) Presto/2.9.185 Version/12.00",
"session_id": "f716bf08-bf47-4eef-881e-e0b0325cfc65",
"risk_score": 38.44,
"confidence": 0.23
} | flopez | instance_creation | null | null | null | No additional info | Cloud instance_creation in AWS by flopez No additional info | null | null | null | null | null | null | null | null | null | AWS | res-9c9e3701 | null | null | null | null | null | null | null | null | null | null |
aad47fed-8cda-487e-8881-45b6de6ac6c6 | 2025-01-14T19:42:18 | 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 10.33.106.113 to 10.219.239.93 MITRE Technique: T1204.002 | {
"geo_location": "Taiwan",
"device_hash": "7887fe88bc19b0b8964017da749e472f",
"user_agent": "Mozilla/5.0 (Android 2.0.1; Mobile; rv:65.0) Gecko/65.0 Firefox/65.0",
"session_id": "f63142eb-0c51-4bdb-ae1f-53e1723e7510",
"risk_score": 77.54,
"confidence": 0.4
} | null | data_exfiltration | null | null | null | MITRE Technique: T1204.002 | Network data_exfiltration from 10.33.106.113 to 10.219.239.93 MITRE Technique: T1204.002 | null | null | null | null | 10.33.106.113 | 10.219.239.93 | null | null | null | null | null | null | null | null | null | null | HTTPS | 941,142 | null | null | null |
3505bad3-8f7f-4582-aa86-b929e9dd8eb8 | 2025-05-30T19:45:43 | ai | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ai|medium| desc=AI system model_inversion by greeneallison No additional info | {
"geo_location": "Saint Lucia",
"device_hash": "6b9c49c8678b0a6c7f4421c17e0a1739c4bb8a7236331ca5f69a69a7a5f00e4a",
"user_agent": "Opera/9.79.(X11; Linux i686; ig-NG) Presto/2.9.169 Version/10.00",
"session_id": "0ec2da98-56cb-4077-a8bc-4dabc5afd90a",
"risk_score": 54.79,
"confidence": 0.94
} | greeneallison | model_inversion | null | null | null | No additional info | AI system model_inversion by greeneallison No additional info | {
"baseline_deviation": 2.13,
"entropy": 7.94,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | model-ee0506d1 | 7710969c8cac91c51a63e90fe6edef55 | 37c11e55139b2df307f37fbf21b11d4e83f336604f608c79bd6bf379aa03533b | null | null | null | null | null | null | null |
0e6abc08-d939-471c-9498-03a084c15dc8 | 2025-04-26T16:52:00 | endpoint | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|info| desc=Endpoint memory_injection /late/few.css by scottmaria No additional info | {
"geo_location": "Peru",
"device_hash": "ebba0fa7ba90a246c76226c7d42d4a6b",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_6_6; rv:1.9.6.20) Gecko/4973-03-21 19:01:23 Firefox/3.6.17",
"session_id": "ffe28592-13f2-4736-8434-c799be5dcbdc",
"risk_score": 47.27,
"confidence": 0.85
} | scottmaria | memory_injection | /late/few.css | 1,331 | powershell.exe | No additional info | Endpoint memory_injection /late/few.css by scottmaria No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
be64c30f-21ca-4f06-a537-67b6adc8f780 | 2025-01-22T08:44:41 | cloud | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|low| desc=Cloud container_escape in OCI by lhenry MITRE Technique: T1574.002 | Cross-tenant access detected | {
"geo_location": "Russia",
"device_hash": "3122c24a4573815c247063d168e2b5a38c5abb5f",
"user_agent": "Mozilla/5.0 (Android 3.2.4; Mobile; rv:68.0) Gecko/68.0 Firefox/68.0",
"session_id": "f7523039-d25d-43e1-8b39-9b24fe28ded4",
"risk_score": 0,
"confidence": 0.02
} | lhenry | container_escape | null | null | null | MITRE Technique: T1574.002 | Cross-tenant access detected | Cloud container_escape in OCI by lhenry MITRE Technique: T1574.002 | Cross-tenant access detected | null | null | null | null | null | null | null | null | null | OCI | res-e406f4b8 | null | null | null | null | null | null | null | null | null | null |
b8730f84-6796-4e1b-b0b8-84cd73f1e4ee | 2025-03-20T12:49:26 | ai | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|high| desc=AI system membership_inference by shaun71 No additional info noise=FD93B467 | {
"geo_location": "Guatemala",
"device_hash": "472b8feca0ce9c343e0d386aaed7ca1d17865eaa632b34ac2a6eeb98038577a7",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_4_1 like Mac OS X) AppleWebKit/531.2 (KHTML, like Gecko) FxiOS/15.0a5076.0 Mobile/82E283 Safari/531.2",
"session_id": "62dfe25b-59ce-4948-8b67-243d2c... | shaun71 | membership_inference | null | null | null | No additional info | AI system membership_inference by shaun71 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-3950f0fd | 81ce6984f686ce188de278a9b699a581 | 715b9ba3d2589bb9c98f03f6b8f2929976a19d83d28269a5b947562becea3b1e | null | null | null | null | null | null | null |
ee4b712c-5ef3-4030-876c-a99f32d02436 | 2025-03-28T18:15:10 | endpoint | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint process_stop /blue/head.webm by grantpenny No additional info | {
"geo_location": "Russia",
"device_hash": "ba5c6d1f63fa952bdb0319b7151a8c71",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_10_4) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/57.0.833.0 Safari/536.2",
"session_id": "f903d0dc-f78c-4c9e-b106-be2e9e260821",
"risk_score": 53.48,
"confidence": 0.2... | grantpenny | process_stop | /blue/head.webm | 7,889 | cmd.exe | No additional info | Endpoint process_stop /blue/head.webm by grantpenny No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7dd8c652-3228-4c0d-bb51-053280f84850 | 2025-06-03T06:23:13 | auth | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|low| desc=Auth success for philip71 via OAuth from 4.215.163.172 MITRE Technique: T1543.003 noise=TXkgYmVnaW4u | {
"geo_location": "Russia",
"device_hash": "8afd513d7d4b14a96176dc89e326e1a8b119c2a5",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.1; Trident/4.1)",
"session_id": "e087a3ac-a395-4899-941e-abfce975a868",
"risk_score": 43.59,
"confidence": 0.65
} | philip71 | success | null | null | null | MITRE Technique: T1543.003 | Auth success for philip71 via OAuth from 4.215.163.172 MITRE Technique: T1543.003 | null | null | null | null | 4.215.163.172 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 5c:fa:b1:5d:97:c9 |
08869113-85e5-4b3b-baf1-ffb2eeae0c54 | 2025-05-18T10:18:28 | ai | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|medium| desc=AI system membership_inference by ywebb No additional info | {
"geo_location": "Iran",
"device_hash": "1906d8a7e2de1aea9564b1001c7e52b5fba07b702cb6b8518675e9dc29326859",
"user_agent": "Opera/8.41.(Windows CE; sq-AL) Presto/2.9.163 Version/10.00",
"session_id": "74d9b247-0531-4996-a9dd-0c411779dc99",
"risk_score": 53.02,
"confidence": 0.99
} | ywebb | membership_inference | null | null | null | No additional info | AI system membership_inference by ywebb No additional info | null | null | null | null | null | null | null | null | null | null | null | model-94d0a12c | 2c28c96be45d1eaee1fcf3f39a500222 | 8a967f0f5f8ff33854b72ddafc7187fc32c1cc5edc49d6cc6ff077bc8f22d656 | null | null | null | null | null | null | null |
076a63fd-66ea-47c6-ad7f-53f8c114e00b | 2025-06-18T01:39:46 | endpoint | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|endpoint|high| desc=Endpoint registry_change partner by jennifer86 No additional info | {
"geo_location": "Finland",
"device_hash": "e650c29b73307383fe2464747e1fb180d14dbaba",
"user_agent": "Opera/8.48.(Windows NT 6.2; yue-HK) Presto/2.9.181 Version/11.00",
"session_id": "bb7937ee-4d1d-49f1-99b2-bdc85b94772c",
"risk_score": 72.88,
"confidence": 0.24
} | jennifer86 | registry_change | partner | 1,802 | explorer.exe | No additional info | Endpoint registry_change partner by jennifer86 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
773afb68-b821-4dfc-b13c-b9c705d26bde | 2025-06-28T01:33:33 | iot | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|info| desc=IoT device Camera unusual_activity No additional info | {
"geo_location": "Argentina",
"device_hash": "3375fc6e226a6128152ea4960e74958f",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.1) AppleWebKit/534.46.3 (KHTML, like Gecko) Version/4.0.2 Safari/534.46.3",
"session_id": "13a27348-f9aa-4182-a604-9000610a6033",
"risk_score": 47.53,
"confidence": 0.43
} | null | unusual_activity | null | null | null | No additional info | IoT device Camera unusual_activity No additional info | null | Camera | iot-43440963 | 3.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
835fa560-2a24-4744-981d-0d0372fdda75 | 2025-05-12T10:30:32 | ids_alert | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ids_alert|medium| desc=Carbon Black Alert: DNS Tunneling detected from 109.14.92.88 targeting N/A No additional info | {
"geo_location": "Panama",
"device_hash": "d8861365df752ad247081a167cef5a364cb1d4b8",
"user_agent": "Opera/8.85.(X11; Linux x86_64; sl-SI) Presto/2.9.188 Version/10.00",
"session_id": "f9f19be3-afff-4bd5-96df-0862513d3216",
"risk_score": 64.68,
"confidence": 0.17
} | null | null | null | null | null | No additional info | Carbon Black Alert: DNS Tunneling detected from 109.14.92.88 targeting N/A No additional info | null | null | null | null | 109.14.92.88 | N/A | DNS Tunneling | SIG-3785 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
c5a82b55-c560-4239-b5ec-8feb15c2943c | 2025-05-02T03:03:23 | ai | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|critical| desc=AI system adversarial_input by sbaker MITRE Technique: T1547.001 | Unconventional IOC: Power consumption spikes | {
"geo_location": "North Korea",
"device_hash": "4b6a1afc38ab931b75e98c8fd0d3232d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 95; Trident/5.1)",
"session_id": "c2fb46a5-98e2-4281-a189-04e99c1fcb80",
"risk_score": 56.15,
"confidence": 0.35
} | sbaker | adversarial_input | null | null | null | MITRE Technique: T1547.001 | Unconventional IOC: Power consumption spikes | AI system adversarial_input by sbaker MITRE Technique: T1547.001 | Unconventional IOC: Power consumption spikes | null | null | null | null | null | null | null | null | null | null | null | model-008933f9 | 01486cc7c24b94c4c1360bf2c980dfe6 | cd75e01849e5ff48a21a0652faa082eb7715bfb9 | null | null | null | null | null | null | null |
6c31db0e-d38e-41fa-ba91-b5524a8424c8 | 2025-01-16T20:59:47 | network | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|critical| desc=Network covert_channel from 72.182.98.155 to 10.69.114.53 MITRE Technique: T1190 noise=RGVjaXNpb24u | {
"geo_location": "Turks and Caicos Islands",
"device_hash": "32b20f8bbca2e26f5298e8fac122ec44",
"user_agent": "Opera/8.84.(Windows 95; fo-FO) Presto/2.9.188 Version/10.00",
"session_id": "c89d4ece-4b39-43c2-b501-c58e54d1c551",
"risk_score": 27.66,
"confidence": 0.63
} | null | covert_channel | null | null | null | MITRE Technique: T1190 | Network covert_channel from 72.182.98.155 to 10.69.114.53 MITRE Technique: T1190 | null | null | null | null | 72.182.98.155 | 10.69.114.53 | null | null | null | null | null | null | null | null | null | null | TCP | 998,939 | null | null | null |
7ff7297e-2e81-47e0-80b3-c38893f27db8 | 2025-05-07T21:19:41 | ai | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|low| desc=AI system training_data_poisoning by stevenmiller No additional info | {
"geo_location": "Dominican Republic",
"device_hash": "ba1cf9e2020e9c1b0b13d4e93a61ed323f68e59b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.1; Trident/4.0)",
"session_id": "8b4313a6-380a-45f0-95b7-58965df29f0b",
"risk_score": 77.31,
"confidence": 0.65
} | stevenmiller | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by stevenmiller No additional info | null | null | null | null | null | null | null | null | null | null | null | model-c5be239f | c89498fa2b2445a108cf0c443709634e857af6b1 | 4374bdab8a3cc355a3b5796fd0b11ef6f8d4aa631bcb9e2a4515230e7c971211 | null | null | null | null | null | null | null |
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