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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
f2f3efd3-6282-4f29-9a21-8a042cf55de0 | 2025-06-08T06:50:29 | endpoint | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint memory_injection /upon/buy.avi by hendersonalexis No additional info | {
"geo_location": "British Virgin Islands",
"device_hash": "2f4c9529a54818ea5ba24f2ab0b1a549",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 5_1_1 like Mac OS X) AppleWebKit/536.2 (KHTML, like Gecko) FxiOS/15.1i0058.0 Mobile/18Y337 Safari/536.2",
"session_id": "e4fd59cf-6c62-4565-96fe-b0b3afa23a12",
"risk... | hendersonalexis | memory_injection | /upon/buy.avi | 8,711 | cmd.exe | No additional info | Endpoint memory_injection /upon/buy.avi by hendersonalexis No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
de37c74f-cea3-4977-80a2-6d751d93bac5 | 2025-02-01T16:08:04 | ai | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|info| desc=AI system training_data_poisoning by harmonchristine No additional info | {
"geo_location": "Andorra",
"device_hash": "794f413e30d9999fa73ce0706d205681ad284dbf7194c721a195c558966ca0ac",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/55.0.884.0 Safari/535.1",
"session_id": "505f4911-28db-44b2-9dd4-d312052fdf52",
"risk_score": 57.67,
"co... | harmonchristine | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by harmonchristine No additional info | null | null | null | null | null | null | null | null | null | null | null | model-02d9634e | 3081ffc74e8bf2807cafa11318782543 | 11705650b0393e03d09ab304c0104f5f5c8d8b5d | null | null | null | null | null | null | null |
18f347d3-0b52-47ce-acd5-510f277ac0f5 | 2025-05-27T17:09:35 | network | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|medium| desc=Network beaconing from 157.126.253.188 to 83.64.174.60 No additional info | {
"geo_location": "Luxembourg",
"device_hash": "1e1de3e4aa39975997c5fb2f765d8fa6b97371dc",
"user_agent": "Mozilla/5.0 (Windows 98) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/33.0.878.0 Safari/531.2",
"session_id": "f47cd66f-1d86-44da-a5a4-0102a41bc08f",
"risk_score": 69.18,
"confidence": 0.85
} | null | beaconing | null | null | null | No additional info | Network beaconing from 157.126.253.188 to 83.64.174.60 No additional info | null | null | null | null | 157.126.253.188 | 83.64.174.60 | null | null | null | null | null | null | null | null | null | null | ICMP | 146,383 | null | null | null |
1497445d-7ac0-4f9b-8cfb-c8ef6cc7d45c | 2025-04-25T18:56:14 | network | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|network|critical| desc=Network latency_spike from 46.63.153.204 to 174.25.229.93 No additional info | {
"geo_location": "Kazakhstan",
"device_hash": "de2be33320374d59596cd70396f2a34f4564945abc8e9f07e1548bf4283b2e17",
"user_agent": "Opera/8.40.(X11; Linux x86_64; ru-RU) Presto/2.9.177 Version/10.00",
"session_id": "6da9783c-9458-4f8b-811b-da94f189acfa",
"risk_score": 63.4,
"confidence": 0.44
} | null | latency_spike | null | null | null | No additional info | Network latency_spike from 46.63.153.204 to 174.25.229.93 No additional info | null | null | null | null | 46.63.153.204 | 174.25.229.93 | null | null | null | null | null | null | null | null | null | null | TCP | 146,748 | null | null | null |
8e3ed26f-02eb-4d5b-a6a9-eece0a98823a | 2025-05-16T05:38:46 | endpoint | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|critical| desc=Endpoint memory_injection talk by pchapman Unconventional IOC: GPU memory artifacts | {
"geo_location": "Iran",
"device_hash": "244828f205109c62074e42a7c7d4d8931ea08263",
"user_agent": "Opera/8.53.(Windows NT 5.0; ss-ZA) Presto/2.9.170 Version/12.00",
"session_id": "18f0e648-db89-4b14-910a-ca2f4bdf5d09",
"risk_score": 33.63,
"confidence": 0.95
} | pchapman | memory_injection | talk | 9,635 | svchost.exe | Unconventional IOC: GPU memory artifacts | Endpoint memory_injection talk by pchapman Unconventional IOC: GPU memory artifacts | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
81295122-ea5f-429a-9901-d2400789010c | 2025-06-09T01:31:01 | auth | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|high| desc=Auth success for whitneyobrien via MFA from 14.122.156.98 MITRE Technique: T1053.005 | {
"geo_location": "Ecuador",
"device_hash": "c1b79da184739491f2e404470669023dfaab9ba3",
"user_agent": "Mozilla/5.0 (Windows NT 6.0; iu-CA; rv:1.9.2.20) Gecko/9645-06-23 20:02:12 Firefox/14.0",
"session_id": "2c023455-a1b2-40ff-ab74-498700989fcf",
"risk_score": 82.49,
"confidence": 0.93
} | whitneyobrien | success | null | null | null | MITRE Technique: T1053.005 | Auth success for whitneyobrien via MFA from 14.122.156.98 MITRE Technique: T1053.005 | null | null | null | null | 14.122.156.98 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 62:56:31:db:38:1c |
1db8d777-46c8-4f9f-96ed-1a6f4bc59d22 | 2025-03-01T20:48:02 | cloud | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|info| desc=Cloud api_abuse in Azure by melissacole Associated Threat Actor: APT37 noise=RXhhY3RseS4= | {
"geo_location": "Afghanistan",
"device_hash": "9dd6cca44f56085b3ae7085c9908ac2db8c7160b",
"user_agent": "Opera/8.54.(X11; Linux i686; os-RU) Presto/2.9.165 Version/12.00",
"session_id": "2f42de13-69ea-4733-9c9f-cdf7efa72414",
"risk_score": 42.94,
"confidence": 0.52
} | melissacole | api_abuse | null | null | null | Associated Threat Actor: APT37 | Cloud api_abuse in Azure by melissacole Associated Threat Actor: APT37 | null | null | null | null | null | null | null | null | null | Azure | res-a18c002f | null | null | null | null | null | null | null | null | null | null |
6843f85d-fd87-44cc-af8a-de7f00202a93 | 2025-04-14T11:12:41 | endpoint | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|low| desc=Endpoint persistence_mechanism /history/wrong.jpeg by tyler98 MITRE Technique: T1547.001 noise=main | {
"geo_location": "Montenegro",
"device_hash": "08c2626231e2d5ed696978c19a43b916",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_7_6 rv:6.0; hi-IN) AppleWebKit/533.23.6 (KHTML, like Gecko) Version/4.0 Safari/533.23.6",
"session_id": "0b951f5b-ace4-4bdd-aaa3-2d4e2b07f8ee",
"risk_score": 73.64,
"conf... | tyler98 | persistence_mechanism | /history/wrong.jpeg | 6,863 | explorer.exe | MITRE Technique: T1547.001 | Endpoint persistence_mechanism /history/wrong.jpeg by tyler98 MITRE Technique: T1547.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9dd69540-e41d-46e6-bbaf-a34010ebfe0e | 2025-02-25T12:56:14 | auth | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|auth|info| desc=Auth bypass for alyssa88 via key from 10.127.26.74 No additional info | {
"geo_location": "Afghanistan",
"device_hash": "5cc2cac2f9a561b2d84b9e2946846a0af207ca3a61fe547f614699d89279fd70",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_0; rv:1.9.2.20) Gecko/8554-10-24 15:43:28 Firefox/3.6.5",
"session_id": "4c6bb8b8-edd6-487c-973f-e9b4401bd4c6",
"risk_score": 41,
... | alyssa88 | bypass | null | null | null | No additional info | Auth bypass for alyssa88 via key from 10.127.26.74 No additional info | null | null | null | null | 10.127.26.74 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | ee:b3:6b:2c:82:be |
7d7e2cd6-4bbf-4fa7-8fc7-b77b57a4164a | 2025-04-21T17:35:54 | cloud | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|high| desc=Cloud lambda_execution in GCP by ritabell MITRE Technique: T1110.003 noise=many|drop|land | {
"geo_location": "Honduras",
"device_hash": "60926306c071d21e4f2cd54b5d494409e2f958bb",
"user_agent": "Opera/9.48.(Windows NT 6.1; doi-IN) Presto/2.9.179 Version/12.00",
"session_id": "f940256f-0247-4b60-9d5a-2ff7813ecdb1",
"risk_score": 77.59,
"confidence": 0.26
} | ritabell | lambda_execution | null | null | null | MITRE Technique: T1110.003 | Cloud lambda_execution in GCP by ritabell MITRE Technique: T1110.003 | null | null | null | null | null | null | null | null | null | GCP | res-72f74637 | null | null | null | null | null | null | null | null | null | null |
3875be1e-83aa-48a7-84d6-1a320cc95046 | 2025-05-12T06:09:10 | iot | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|critical| desc=IoT device HVAC command_injection No additional info | {
"geo_location": "United Arab Emirates",
"device_hash": "7208d26644e5ebb0cf1d3ccf661bea57720ca9b4",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.1) AppleWebKit/532.30.4 (KHTML, like Gecko) Version/5.0.3 Safari/532.30.4",
"session_id": "5a5f77f7-7b6a-4ab4-b866-6a67974f4792",
"risk_score": 35.1,
"con... | null | command_injection | null | null | null | No additional info | IoT device HVAC command_injection No additional info | null | HVAC | iot-d7d977c4 | 2.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b4acee3f-e35e-46c3-add1-c6b651249de2 | 2025-06-19T02:16:24 | auth | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|auth|high| desc=Auth bypass for kevin77 via passwordless from 134.7.154.166 No additional info | {
"geo_location": "Bolivia",
"device_hash": "cd8dbe1aa7e0e845c1f3c5044aba7e3b2cf67e4355e7c3ea06f5f35508032c40",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 14_2_1 like Mac OS X) AppleWebKit/535.1 (KHTML, like Gecko) CriOS/38.0.817.0 Mobile/83S678 Safari/535.1",
"session_id": "be5ec8b9-31cd-4647-8a8c-dcc879399... | kevin77 | bypass | null | null | null | No additional info | Auth bypass for kevin77 via passwordless from 134.7.154.166 No additional info | null | null | null | null | 134.7.154.166 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 86:c4:7f:d9:e5:91 |
1876ff0e-139a-46c8-9342-72614e5eebfa | 2025-04-10T10:43:08 | iot | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|info| desc=IoT device Medical firmware_update No additional info | {
"geo_location": "Iran",
"device_hash": "3e32935521ec79cc7470f9c8cc7a923c36dff160",
"user_agent": "Opera/9.62.(Windows NT 6.2; ml-IN) Presto/2.9.161 Version/10.00",
"session_id": "fdba4a4e-d0db-4971-a972-740b7c16b701",
"risk_score": 21.86,
"confidence": 0.24
} | null | firmware_update | null | null | null | No additional info | IoT device Medical firmware_update No additional info | null | Medical | iot-a77a5fa5 | 9.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
664ce327-f2ae-4362-aef4-32ecafdc69cb | 2025-05-23T13:28:49 | firewall | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|high| desc=Firewall deny RDP traffic from 10.29.235.180:34416 to 164.109.153.213:16764 No additional info | {
"geo_location": "Liberia",
"device_hash": "d6567dd320cecdf5c68cfc5b3d9ac98cdda470cf6369a294c671873332f80c6c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.01; Trident/3.1)",
"session_id": "d684fc79-cade-4b47-aaf8-b500a3c40d2c",
"risk_score": 48.01,
"confidence": 0.57
} | null | deny | null | null | null | No additional info | Firewall deny RDP traffic from 10.29.235.180:34416 to 164.109.153.213:16764 No additional info | null | null | null | null | 10.29.235.180 | 164.109.153.213 | null | null | null | null | null | null | null | null | 34,416 | 16,764 | RDP | 970,238 | 568 | null | null |
10b2a56d-fb05-4d9d-ba32-1a78e207afa0 | 2025-07-10T10:25:16 | network | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|info| desc=Network covert_channel from 4.106.248.216 to 85.220.100.74 No additional info noise=772EECA8 | {
"geo_location": "Iran",
"device_hash": "690d6ca5f3f26955c6ded0805f4ae18e1773d31f",
"user_agent": "Opera/9.98.(X11; Linux x86_64; sq-AL) Presto/2.9.169 Version/11.00",
"session_id": "1d18a5b2-4047-4aa1-b1f9-64c89a15c597",
"risk_score": 44.7,
"confidence": 0.84
} | null | covert_channel | null | null | null | No additional info | Network covert_channel from 4.106.248.216 to 85.220.100.74 No additional info | null | null | null | null | 4.106.248.216 | 85.220.100.74 | null | null | null | null | null | null | null | null | null | null | TCP | 295,070 | null | null | null |
f85ef1d7-c701-4052-babb-1c1692103db2 | 2025-06-19T06:33:11 | ai | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|info| desc=AI system training_data_poisoning by davisjason MITRE Technique: T1078.004 | {
"geo_location": "Gibraltar",
"device_hash": "d6880c68651f1e74c043b198565931c5110c6fe9",
"user_agent": "Mozilla/5.0 (Windows 98; tig-ER; rv:1.9.0.20) Gecko/7342-01-06 11:09:02 Firefox/3.8",
"session_id": "5ca8bfc0-b153-417e-9ae4-0530c99c0cca",
"risk_score": 74.36,
"confidence": 0.62
} | davisjason | training_data_poisoning | null | null | null | MITRE Technique: T1078.004 | AI system training_data_poisoning by davisjason MITRE Technique: T1078.004 | null | null | null | null | null | null | null | null | null | null | null | model-cd492255 | 1604eb09541b212be8e4c03dad9a1643 | ffd88889fbe562be4a1d6e6ac4db5db73d59adba | null | null | null | null | null | null | null |
8630c1a3-74a7-4eeb-bfba-650f4f027815 | 2025-04-06T06:40:52 | endpoint | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint registry_change /for/these.png by brooksjoseph No additional info | {
"geo_location": "Liberia",
"device_hash": "fde43013f98796cde29691147b3cbbddf899e1334980dd29e809e3a3223b9759",
"user_agent": "Opera/8.78.(Windows NT 11.0; ka-GE) Presto/2.9.160 Version/11.00",
"session_id": "68f44e8a-2b89-423a-8deb-e9b1545f7688",
"risk_score": 52.87,
"confidence": 0.06
} | brooksjoseph | registry_change | /for/these.png | 8,544 | explorer.exe | No additional info | Endpoint registry_change /for/these.png by brooksjoseph No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c1577f95-b4d0-4b6a-92df-387f2b18943a | 2025-04-14T00:51:11 | ai | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ai|low| desc=AI system membership_inference by cjones MITRE Technique: T1078.004 | Associated Threat Actor: Kimsuky | {
"geo_location": "Liechtenstein",
"device_hash": "842ae17841f853bdf898eb877858a6f5affedeb7d00368c8b134537e61a7e914",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.6.20) Gecko/7746-07-24 08:10:29 Firefox/3.8",
"session_id": "0f0b695a-5e32-4bec-9252-2c8887151926",
"risk_score": 85.4,
"confidence": 0.... | cjones | membership_inference | null | null | null | MITRE Technique: T1078.004 | Associated Threat Actor: Kimsuky | AI system membership_inference by cjones MITRE Technique: T1078.004 | Associated Threat Actor: Kimsuky | null | null | null | null | null | null | null | null | null | null | null | model-08593328 | ec7bc4e5d72d8d600cdf50fc93fd30ca14594cb032c2e6ad0d4d55b4114d6b02 | 9c12cf7762cb0805e007a185fc3248e95d105da636c03fdfcb5bbd799e512149 | null | null | null | null | null | null | null |
f9b9d2b3-c3f4-43c4-bc06-a47f30b1426c | 2025-05-02T21:28:37 | endpoint | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|critical| desc=Endpoint powershell_exec /take/Congress.key by elizabethochoa No additional info | {
"geo_location": "Argentina",
"device_hash": "e092f1fc91faee9ac55d5eae6e27b7808c94ea10",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/3006-07-02 04:31:24 Firefox/3.8",
"session_id": "d86a680f-6782-4167-be74-a9b41db343d0",
"risk_score": 39.16,
"confidence": 0.31
} | elizabethochoa | powershell_exec | /take/Congress.key | 9,988 | powershell.exe | No additional info | Endpoint powershell_exec /take/Congress.key by elizabethochoa No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
464f6e42-1115-44ed-8aa4-6a73eb671f7b | 2025-04-15T07:20:15 | firewall | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|info| desc=Firewall log-only SMB traffic from 133.61.224.230:229 to 131.162.211.86:739 No additional info | {
"geo_location": "Mozambique",
"device_hash": "4ceea7d1863a64c854a92b5cd88c3655e0dddd9b",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_6_8; rv:1.9.4.20) Gecko/6445-07-12 23:26:05 Firefox/10.0",
"session_id": "8b05ef40-46c8-4271-9e7e-3156cc14a2ac",
"risk_score": 85.42,
"confidence": 0.79
} | null | log-only | null | null | null | No additional info | Firewall log-only SMB traffic from 133.61.224.230:229 to 131.162.211.86:739 No additional info | null | null | null | null | 133.61.224.230 | 131.162.211.86 | null | null | null | null | null | null | null | null | 229 | 739 | SMB | 535,471 | 3,037 | null | null |
4f17c955-c579-4a79-a632-9cb4043cb04d | 2025-02-18T15:51:55 | network | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|info| desc=Network protocol_anomaly from 123.5.144.57 to 67.206.229.101 MITRE Technique: T1574.002 | Associated Threat Actor: APT34 noise=late|owner|act | {
"geo_location": "Eritrea",
"device_hash": "55fbd6b581fb04f06879eaeb7dea190d",
"user_agent": "Opera/9.81.(Windows NT 6.0; sr-RS) Presto/2.9.171 Version/11.00",
"session_id": "069bdf9e-225d-4f14-aef0-65d4bb6a7efb",
"risk_score": 47.29,
"confidence": 0.18
} | null | protocol_anomaly | null | null | null | MITRE Technique: T1574.002 | Associated Threat Actor: APT34 | Network protocol_anomaly from 123.5.144.57 to 67.206.229.101 MITRE Technique: T1574.002 | Associated Threat Actor: APT34 | null | null | null | null | 123.5.144.57 | 67.206.229.101 | null | null | null | null | null | null | null | null | null | null | HTTP | 939,544 | null | null | null |
fd2ca845-29e4-4378-a446-357c18aa0900 | 2025-04-16T21:46:48 | endpoint | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|high| desc=Endpoint registry_change /citizen/since.jpeg by kristen10 MITRE Technique: T1547.001 | Associated Threat Actor: APT29 | {
"geo_location": "Papua New Guinea",
"device_hash": "c6bc81d74781dc762d155493d0092e85eb58f518",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 4_3_5 like Mac OS X) AppleWebKit/531.2 (KHTML, like Gecko) FxiOS/10.3k3081.0 Mobile/91C061 Safari/531.2",
"session_id": "1df39bb8-315d-4cf0-b14d-301fe1c46a46",
"ri... | kristen10 | registry_change | /citizen/since.jpeg | 2,008 | svchost.exe | MITRE Technique: T1547.001 | Associated Threat Actor: APT29 | Endpoint registry_change /citizen/since.jpeg by kristen10 MITRE Technique: T1547.001 | Associated Threat Actor: APT29 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3af65e38-9586-4c64-8f81-584e295f8533 | 2025-04-26T03:59:29 | network | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|info| desc=Network covert_channel from 105.146.20.118 to 10.74.47.234 No additional info noise=app | {
"geo_location": "Mali",
"device_hash": "ef89eaf3a6ddf9ce70ba15633b8fe139f008519f30cc8f9b15ce581b8c3b3c3f",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/25.0.867.0 Safari/536.2",
"session_id": "ef19353a-2e55-4ebf-b498-95f639cd0cbe",
"risk_score": 40.22,
"confi... | null | covert_channel | null | null | null | No additional info | Network covert_channel from 105.146.20.118 to 10.74.47.234 No additional info | {
"baseline_deviation": 2.98,
"entropy": 5.41,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 105.146.20.118 | 10.74.47.234 | null | null | null | null | null | null | null | null | null | null | HTTP | 325,010 | null | null | null |
573d01b7-e32d-425e-896d-a33497e54c8b | 2025-02-10T18:25:49 | network | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|critical| desc=Network data_exfiltration from 7.138.232.97 to 217.23.188.155 No additional info | {
"geo_location": "Rwanda",
"device_hash": "684a322712bb581d9d52edc8bf28bbf2",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 10_3_4 like Mac OS X) AppleWebKit/535.1 (KHTML, like Gecko) FxiOS/12.9u5754.0 Mobile/95B074 Safari/535.1",
"session_id": "44caa0ce-9089-4e91-8a6f-7733352e3e9b",
"risk_score": 41.62,
"... | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 7.138.232.97 to 217.23.188.155 No additional info | null | null | null | null | 7.138.232.97 | 217.23.188.155 | null | null | null | null | null | null | null | null | null | null | TCP | 159,951 | null | null | null |
7344e0d5-a439-4624-b9ee-5f27a4c90e40 | 2025-05-14T01:04:23 | auth | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|low| desc=Auth failed for james73 via password from 217.237.243.61 MITRE Technique: T1190 noise=why|five|race | {
"geo_location": "Chad",
"device_hash": "ab828515a29c8dec4a54833afebe64438e5a3618",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 11.0) AppleWebKit/532.22.7 (KHTML, like Gecko) Version/4.0.2 Safari/532.22.7",
"session_id": "e476d41d-ff3d-46eb-a400-1d038782df55",
"risk_score": 65.6,
"confidence": 0.27
... | james73 | failed | null | null | null | MITRE Technique: T1190 | Auth failed for james73 via password from 217.237.243.61 MITRE Technique: T1190 | null | null | null | null | 217.237.243.61 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 32:7b:2b:70:20:8a |
ccbbdc31-2c32-4cad-91be-fdfca5fe1e3d | 2025-01-25T10:12:31 | auth | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|info| desc=Auth locked for tmoore via key from 24.7.139.110 No additional info | {
"geo_location": "Eritrea",
"device_hash": "67d165e764e6aaba713b88b884bd1acb08a76516696e31155e44206f33a1925c",
"user_agent": "Mozilla/5.0 (Windows NT 11.0; tk-TM; rv:1.9.1.20) Gecko/5572-07-15 18:36:08 Firefox/9.0",
"session_id": "19366ca8-c190-47d1-87fc-1bf531a2e314",
"risk_score": 49.4,
"confidence": 0.2... | tmoore | locked | null | null | null | No additional info | Auth locked for tmoore via key from 24.7.139.110 No additional info | null | null | null | null | 24.7.139.110 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 52:37:a9:bb:37:bb |
d0c4b41b-5375-4c26-8b9b-0eeeb3edcbb4 | 2027-11-15T02:27:12 | network | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|medium| desc=Network latency_spike from 10.175.177.105 to 108.126.96.20 MITRE Technique: T1574.002 | {
"geo_location": "Maldives",
"device_hash": "33d12aa7c74b7c12698f03f55915cda4",
"user_agent": "Opera/8.31.(X11; Linux i686; ja-JP) Presto/2.9.183 Version/12.00",
"session_id": "4d2b3d2c-b788-4d91-8840-cb373a794425",
"risk_score": 69.3,
"confidence": 0.89
} | null | latency_spike | null | null | null | MITRE Technique: T1574.002 | Network latency_spike from 10.175.177.105 to 108.126.96.20 MITRE Technique: T1574.002 | null | null | null | null | 10.175.177.105 | 108.126.96.20 | null | null | null | null | null | null | null | null | null | null | TCP | 161,326 | null | null | null |
ad579b84-cf71-4161-aa2d-b26a2d3dafb9 | 2025-06-01T10:42:13 | iot | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|info| desc=IoT device Thermostat unusual_activity MITRE Technique: T1486 | {
"geo_location": "Cyprus",
"device_hash": "b0d5d0bac7547b17ba0e952fc322eedb",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_5_9; rv:1.9.4.20) Gecko/6352-03-08 21:33:05 Firefox/3.8",
"session_id": "0495685a-1ce2-4ca3-b2ff-2f1f892a2a1f",
"risk_score": 43.59,
"confidence": 0.91
} | null | unusual_activity | null | null | null | MITRE Technique: T1486 | IoT device Thermostat unusual_activity MITRE Technique: T1486 | null | Thermostat | iot-d55fbb66 | 5.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3871340d-1e33-4ace-9e44-ac1d9746adfe | 2025-03-23T20:10:38 | ids_alert | Microsoft Sentinel v1.0.0 | emergency | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ids_alert|emergency| desc=Microsoft Sentinel Alert: DDoS detected from 10.34.116.224 targeting N/A No additional info | {
"geo_location": "Vietnam",
"device_hash": "0e4f759da8f9b53275499761c27b746d5bc1e6975bf81563c0e11105c52d7cf9",
"user_agent": "Mozilla/5.0 (Windows NT 5.2; af-ZA; rv:1.9.2.20) Gecko/3470-07-02 09:41:59 Firefox/3.8",
"session_id": "c12a7221-68a0-4e91-a604-693f61ff5011",
"risk_score": 31.55,
"confidence": 0.8... | null | null | null | null | null | No additional info | Microsoft Sentinel Alert: DDoS detected from 10.34.116.224 targeting N/A No additional info | null | null | null | null | 10.34.116.224 | N/A | DDoS | SIG-9452 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
0595030a-5434-4016-aea8-c91ca71629db | 2025-06-29T17:35:31 | firewall | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|high| desc=Firewall log-only TCP traffic from 59.81.22.69:866 to 130.68.14.113:349 No additional info | {
"geo_location": "Solomon Islands",
"device_hash": "b60aecdb71321df9c30d8673d5f92c0cc27a6d646f6963ecdd5572de6bd9a098",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_6_4) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/32.0.824.0 Safari/535.2",
"session_id": "bd1de497-102c-4aff-8c73-bfaa4c2e3c7a",
... | null | log-only | null | null | null | No additional info | Firewall log-only TCP traffic from 59.81.22.69:866 to 130.68.14.113:349 No additional info | null | null | null | null | 59.81.22.69 | 130.68.14.113 | null | null | null | null | null | null | null | null | 866 | 349 | TCP | 962,030 | 3,005 | null | null |
308a5237-357b-4e6d-8cfe-5fd3afdd552a | 2025-01-21T16:49:10 | endpoint | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint scheduled_task /better/art.avi by crystalfrederick Fileless execution detected | {
"geo_location": "Namibia",
"device_hash": "c7eec1bde8946c119036d6324cbed17263ca51e9",
"user_agent": "Mozilla/5.0 (Windows NT 6.1; kl-GL; rv:1.9.1.20) Gecko/3404-09-26 13:41:28 Firefox/3.8",
"session_id": "7241e082-8ba9-4359-822a-72fa01cccc4a",
"risk_score": 54.99,
"confidence": 0.66
} | crystalfrederick | scheduled_task | /better/art.avi | 3,929 | cmd.exe | Fileless execution detected | Endpoint scheduled_task /better/art.avi by crystalfrederick Fileless execution detected | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
adbf3b9e-204a-45b5-a883-e4e68c14b0cd | 2025-03-23T05:56:03 | firewall | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|low| desc=Firewall inspect NTP traffic from 147.252.165.161:316 to 148.173.160.123:517 MITRE Technique: T1204.002 | Associated Threat Actor: APT38 | {
"geo_location": "Uganda",
"device_hash": "a0a8e8a662d1db34ce8f448f535e7281a8481462",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 95; Trident/3.1)",
"session_id": "806938e6-7593-4613-8264-6fca6d1327f1",
"risk_score": 37.95,
"confidence": 0.81
} | null | inspect | null | null | null | MITRE Technique: T1204.002 | Associated Threat Actor: APT38 | Firewall inspect NTP traffic from 147.252.165.161:316 to 148.173.160.123:517 MITRE Technique: T1204.002 | Associated Threat Actor: APT38 | null | null | null | null | 147.252.165.161 | 148.173.160.123 | null | null | null | null | null | null | null | null | 316 | 517 | NTP | 710,110 | 3,059 | null | null |
59206c4d-08a4-4f99-b85c-dd779a7d5825 | 2025-03-05T02:50:46 | ids_alert | Suricata v6.0.10 | emergency | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|emergency| desc=Suricata Alert: Credential Stuffing detected from 185.208.126.44 targeting 177.12.184.151 MITRE Technique: T1110.003 | {
"geo_location": "Mauritania",
"device_hash": "b576f4f0a2200ec21a96f7d4af0e89d572474752",
"user_agent": "Mozilla/5.0 (Windows NT 6.1; raj-IN; rv:1.9.1.20) Gecko/9606-12-31 16:27:35 Firefox/3.6.12",
"session_id": "ebac980c-7539-4730-aad8-ca8abe90142f",
"risk_score": 10.87,
"confidence": 0.35
} | null | null | null | null | null | MITRE Technique: T1110.003 | Suricata Alert: Credential Stuffing detected from 185.208.126.44 targeting 177.12.184.151 MITRE Technique: T1110.003 | null | null | null | null | 185.208.126.44 | 177.12.184.151 | Credential Stuffing | SIG-4684 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
a94f3582-4266-4f8b-8bf9-5cada0ab50c0 | 2025-02-08T02:50:01 | ai | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ai|critical| desc=AI system fine_tuning by vdurham MITRE Technique: T1486 | {
"geo_location": "Sao Tome and Principe",
"device_hash": "b263d3ec0651842ba41068d4798b1c73",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_6_9) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/49.0.846.0 Safari/532.0",
"session_id": "d720d896-3253-4ab1-bf1e-3ae210a5d9ca",
"risk_score": 86.47,
"co... | vdurham | fine_tuning | null | null | null | MITRE Technique: T1486 | AI system fine_tuning by vdurham MITRE Technique: T1486 | {
"baseline_deviation": 2.58,
"entropy": 7.96,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | model-8a1a8d93 | 983f17570abe2a23608a4114db116742 | ee551ce1a9e6e4417fe069447e29f3a7c8c3659af64bed7ec21731a7554d1ecc | null | null | null | null | null | null | null |
1809b09a-d745-4df2-925b-024a98f80f7e | 2025-06-20T07:45:28 | cloud | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|cloud|info| desc=Cloud storage_access in Alibaba by robertoliver No additional info | {
"geo_location": "Syrian Arab Republic",
"device_hash": "f427d7852f27ce61e19bc9576a5bf9f5fd68c4309d515b386c4e4d5785cf7a19",
"user_agent": "Opera/9.16.(X11; Linux i686; uz-UZ) Presto/2.9.180 Version/12.00",
"session_id": "4b05ea26-ad01-4838-b686-fccdc5c8d9d4",
"risk_score": 36.95,
"confidence": 0.51
} | robertoliver | storage_access | null | null | null | No additional info | Cloud storage_access in Alibaba by robertoliver No additional info | {
"baseline_deviation": 0.53,
"entropy": 4.44,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | Alibaba | res-03310ec5 | null | null | null | null | null | null | null | null | null | null |
4e9140e5-94ef-41d0-b79c-28e3f67d83a9 | 2025-02-17T14:29:59 | cloud | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|info| desc=Cloud config_change in Alibaba by edwardscynthia MITRE Technique: T1543.003 | {
"geo_location": "Denmark",
"device_hash": "638165c4b7c8f091271f7c4e5496cacc",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_12_1; rv:1.9.3.20) Gecko/8697-11-02 02:28:05 Firefox/9.0",
"session_id": "bb7c1319-3906-4012-8835-d0554ceb1591",
"risk_score": 34.51,
"confidence": 0.03
} | edwardscynthia | config_change | null | null | null | MITRE Technique: T1543.003 | Cloud config_change in Alibaba by edwardscynthia MITRE Technique: T1543.003 | null | null | null | null | null | null | null | null | null | Alibaba | res-8596ce13 | null | null | null | null | null | null | null | null | null | null |
69ae8d0f-b3ec-4201-ac14-8e46e87c4121 | 2025-01-23T18:56:04 | endpoint | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|endpoint|low| desc=Endpoint process_start force by yweiss Fileless execution detected | {
"geo_location": "Uzbekistan",
"device_hash": "fd8f51a926697947fefe12ad475fe447",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 13_7 like Mac OS X) AppleWebKit/536.0 (KHTML, like Gecko) CriOS/36.0.807.0 Mobile/27W581 Safari/536.0",
"session_id": "739c7610-6a67-4143-a61f-a9dba848ca65",
"risk_score": 53.02... | yweiss | process_start | force | 1,708 | cmd.exe | Fileless execution detected | Endpoint process_start force by yweiss Fileless execution detected | {
"baseline_deviation": 1.53,
"entropy": 7.48,
"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 |
417cfc07-3a35-4692-bf20-d9314eed5bce | 2030-02-09T21:16:42 | ids_alert | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|critical| desc=Zeek Alert: Port Scan detected from 33.53.24.66 targeting 216.203.226.184 No additional info | {
"geo_location": "Libyan Arab Jamahiriya",
"device_hash": "3c7a22303e1ce9f033220ffdf34597e11d58266d3918d2ca61d6639478d4eacb",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.1; Trident/4.0)",
"session_id": "7edb8df3-8c5f-464c-994f-eda76cbf4c7d",
"risk_score": 24.08,
"confidence": 0.93
} | null | null | null | null | null | No additional info | Zeek Alert: Port Scan detected from 33.53.24.66 targeting 216.203.226.184 No additional info | null | null | null | null | 33.53.24.66 | 216.203.226.184 | Port Scan | SIG-8942 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
723de950-2572-4cc3-9ad9-9c17c792521d | 2025-01-31T18:22:19 | iot | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|high| desc=IoT device HVAC physical_tamper No additional info | {
"geo_location": "Cape Verde",
"device_hash": "8aba3f8077d55df6afe7674f2265a33e",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 3_1_3 like Mac OS X) AppleWebKit/533.0 (KHTML, like Gecko) CriOS/56.0.817.0 Mobile/14C853 Safari/533.0",
"session_id": "7f68a2c8-8766-4524-b7fd-5e7de3db0bd1",
"risk_score": 59.81,
... | null | physical_tamper | null | null | null | No additional info | IoT device HVAC physical_tamper No additional info | null | HVAC | iot-1bcf9a7f | 6.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ff7fe155-92c3-427c-ac00-76bbc5ba6369 | 2025-06-17T13:41:33 | auth | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|medium| desc=Auth locked for selenahunt via password from 180.160.16.78 No additional info | {
"geo_location": "Cook Islands",
"device_hash": "64c6ba7d9be24241f89adc1875859c26a1724a54",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 5_1_1 like Mac OS X) AppleWebKit/531.2 (KHTML, like Gecko) CriOS/49.0.842.0 Mobile/77U168 Safari/531.2",
"session_id": "511dfe5f-5a47-4e1a-9cde-9e278e552b2a",
"risk_score"... | selenahunt | locked | null | null | null | No additional info | Auth locked for selenahunt via password from 180.160.16.78 No additional info | null | null | null | null | 180.160.16.78 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 3f:42:48:b2:b7:6e |
87e12611-9ea0-423b-82ba-d943af12d8a5 | 2025-03-03T08:38:24 | ai | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|medium| desc=AI system api_abuse by thomassteven No additional info noise=search | {
"geo_location": "Jamaica",
"device_hash": "95615ec1f9c108044824efbe65b3cd00",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows CE; Trident/5.1)",
"session_id": "7c41f685-2fcf-44ff-bf10-717f4c2549ea",
"risk_score": 73.88,
"confidence": 0.7
} | thomassteven | api_abuse | null | null | null | No additional info | AI system api_abuse by thomassteven No additional info | null | null | null | null | null | null | null | null | null | null | null | model-5679d2cd | 7b3534b069e573e9be671dda1df3022e9ec0ebd273565bd879b2af15f518e50c | a89383caf55f0b50671868f971b38af4105e9c80 | null | null | null | null | null | null | null |
044b580b-4a1e-4886-9d54-4a925c1a209e | 2025-02-25T05:44:14 | firewall | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall deny HTTPS traffic from 70.143.35.105:492 to 111.112.99.138:871 No additional info | {
"geo_location": "Iraq",
"device_hash": "82df6dc53489c08d4c20e3ca2f662ffd",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; mg-MG) AppleWebKit/532.20.5 (KHTML, like Gecko) Version/4.0.5 Mobile/8B112 Safari/6532.20.5",
"session_id": "e3f1bba4-6eca-4aa6-bbe7-9a536d56e94c",
"risk_score": 3... | null | deny | null | null | null | No additional info | Firewall deny HTTPS traffic from 70.143.35.105:492 to 111.112.99.138:871 No additional info | null | null | null | null | 70.143.35.105 | 111.112.99.138 | null | null | null | null | null | null | null | null | 492 | 871 | HTTPS | 727,913 | 861 | null | null |
352d30fc-caf1-4352-a1f2-61e40d5c2cc8 | 2025-06-25T18:07:00 | network | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|network|medium| desc=Network connection from 10.64.138.104 to 159.0.206.10 No additional info | {
"geo_location": "Falkland Islands (Malvinas)",
"device_hash": "43a9eccc3f914dda15352b5f34adc65b15b667fc",
"user_agent": "Opera/9.85.(X11; Linux i686; es-ES) Presto/2.9.167 Version/10.00",
"session_id": "ed1249d7-64a2-44c5-bb98-e9aedf61d2ce",
"risk_score": 34.96,
"confidence": 0.87
} | null | connection | null | null | null | No additional info | Network connection from 10.64.138.104 to 159.0.206.10 No additional info | null | null | null | null | 10.64.138.104 | 159.0.206.10 | null | null | null | null | null | null | null | null | null | null | ICMP | 863,299 | null | null | null |
fad577d9-a7a0-4018-a1a3-f393675f8612 | 2025-05-17T16:42:08 | auth | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|high| desc=Auth locked for stephen84 via SAML from 160.37.125.163 No additional info | {
"geo_location": "Guyana",
"device_hash": "2fe3e094fb68e1af041c1899bd6ea5ac10234ea1afba8a44f7c7a469dc6b317b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.01; Trident/4.1)",
"session_id": "1d175a19-0874-48f4-ad1e-8d377990c391",
"risk_score": 23.87,
"confidence": 0.62
} | stephen84 | locked | null | null | null | No additional info | Auth locked for stephen84 via SAML from 160.37.125.163 No additional info | null | null | null | null | 160.37.125.163 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | e0:60:65:46:92:37 |
ce94085e-b5b9-48d7-8a04-73a45f27a155 | 2025-06-30T07:37:31 | ids_alert | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|low| desc=Trellix Alert: MFA Bypass detected from 140.188.126.239 targeting 18.194.33.87 Associated Threat Actor: Sandworm Team | {
"geo_location": "Belize",
"device_hash": "579ff200db58042794a38e11c827d913",
"user_agent": "Mozilla/5.0 (Windows NT 5.01) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/56.0.858.0 Safari/534.1",
"session_id": "e151cd6c-1f09-485c-9df1-0d6e58dd3f63",
"risk_score": 56.16,
"confidence": 0.04
} | null | null | null | null | null | Associated Threat Actor: Sandworm Team | Trellix Alert: MFA Bypass detected from 140.188.126.239 targeting 18.194.33.87 Associated Threat Actor: Sandworm Team | null | null | null | null | 140.188.126.239 | 18.194.33.87 | MFA Bypass | SIG-8269 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
c635e46d-f96d-41c0-a477-fa9c8e0b001c | 2025-06-18T11:58:03 | ids_alert | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|critical| desc=QRadar Alert: Living-off-the-Land detected from 125.71.132.24 targeting 70.29.239.249 No additional info | {
"geo_location": "Iran",
"device_hash": "459a875da98f61affd98f944d69dea9f1bc0fb34",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/29.0.890.0 Safari/532.0",
"session_id": "c29792d8-aca1-48be-aa58-991e06ffa41c",
"risk_score": 47.17,
"confidence": 0.6
} | null | null | null | null | null | No additional info | QRadar Alert: Living-off-the-Land detected from 125.71.132.24 targeting 70.29.239.249 No additional info | null | null | null | null | 125.71.132.24 | 70.29.239.249 | Living-off-the-Land | SIG-7526 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
c3c0e63e-c522-43eb-b290-00ce0560cd47 | 2025-05-11T18:32:11 | ids_alert | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ids_alert|low| desc=Splunk Alert: Container Escape detected from 135.27.233.227 targeting 206.146.9.237 MITRE Technique: T1110.003 noise=amount|open|everything | {
"geo_location": "China",
"device_hash": "b7be7db8b9d29b1fea9f435d8593797966204710eb2fba238267a61065175ced",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; ur-IN) AppleWebKit/535.47.5 (KHTML, like Gecko) Version/4.0.5 Mobile/8B115 Safari/6535.47.5",
"session_id": "c634133d-4db6-4349-ad53... | null | null | null | null | null | MITRE Technique: T1110.003 | Splunk Alert: Container Escape detected from 135.27.233.227 targeting 206.146.9.237 MITRE Technique: T1110.003 | null | null | null | null | 135.27.233.227 | 206.146.9.237 | Container Escape | SIG-1709 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
143d275e-e89b-4f67-957d-c0ab103503c5 | 2025-02-11T09:13:04 | cloud | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|high| desc=Cloud api_abuse in GCP by isaac29 No additional info | {
"geo_location": "Slovenia",
"device_hash": "63ab83ed245223ed01358785b47282dd",
"user_agent": "Mozilla/5.0 (Android 9; Mobile; rv:17.0) Gecko/17.0 Firefox/17.0",
"session_id": "7cf8229e-6967-4134-ae14-bc204b928d79",
"risk_score": 35.1,
"confidence": 0.55
} | isaac29 | api_abuse | null | null | null | No additional info | Cloud api_abuse in GCP by isaac29 No additional info | null | null | null | null | null | null | null | null | null | GCP | res-33b2b6e0 | null | null | null | null | null | null | null | null | null | null |
f90ab627-2fcf-4a5e-a225-6fbbdc3b0f51 | 2025-05-06T14:55:17 | firewall | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|firewall|info| desc=Firewall inspect SMB traffic from 219.200.36.166:9946 to 10.132.239.149:57421 No additional info | {
"geo_location": "Senegal",
"device_hash": "947cb9d405b7c1001cdd303260ea0aabff3851a4",
"user_agent": "Opera/8.22.(Windows 98; Win 9x 4.90; kl-GL) Presto/2.9.165 Version/12.00",
"session_id": "ccf5840a-76cc-4096-9f14-b7e657c9dc69",
"risk_score": 49.41,
"confidence": 0.29
} | null | inspect | null | null | null | No additional info | Firewall inspect SMB traffic from 219.200.36.166:9946 to 10.132.239.149:57421 No additional info | null | null | null | null | 219.200.36.166 | 10.132.239.149 | null | null | null | null | null | null | null | null | 9,946 | 57,421 | SMB | 57,070 | 1,427 | null | null |
38d50773-f9fc-491b-8ce3-fe69bd8bf5b8 | 2025-05-24T21:48:56 | endpoint | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint file_access /begin/either.bmp by fischerdavid MITRE Technique: T1543.003 | Associated Threat Actor: Scattered Spider | {
"geo_location": "Namibia",
"device_hash": "52ec83252bde444036d657c5ad33db69",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_8_0; rv:1.9.3.20) Gecko/5627-03-14 20:24:04 Firefox/3.8",
"session_id": "25edb533-8e61-49d2-ad08-bb27f7a1f90a",
"risk_score": 13.07,
"confidence": 0.98
} | fischerdavid | file_access | /begin/either.bmp | 4,830 | powershell.exe | MITRE Technique: T1543.003 | Associated Threat Actor: Scattered Spider | Endpoint file_access /begin/either.bmp by fischerdavid MITRE Technique: T1543.003 | Associated Threat Actor: Scattered Spider | {
"baseline_deviation": 1.81,
"entropy": 6.13,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7b493986-5be5-4685-b1a4-6b34b18e3135 | 2025-03-29T21:46:44 | firewall | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|medium| desc=Firewall log-only HTTPS traffic from 34.242.54.255:14856 to 195.187.194.92:1279 MITRE Technique: T1110.003 | {
"geo_location": "Moldova",
"device_hash": "8d7a16f1690014b4c345d616540e57978b707cc9",
"user_agent": "Opera/9.76.(X11; Linux x86_64; csb-PL) Presto/2.9.190 Version/12.00",
"session_id": "212e4d77-143b-40b0-bbc7-58567a662551",
"risk_score": 34.25,
"confidence": 0.18
} | null | log-only | null | null | null | MITRE Technique: T1110.003 | Firewall log-only HTTPS traffic from 34.242.54.255:14856 to 195.187.194.92:1279 MITRE Technique: T1110.003 | null | null | null | null | 34.242.54.255 | 195.187.194.92 | null | null | null | null | null | null | null | null | 14,856 | 1,279 | HTTPS | 23,349 | 1,962 | null | null |
b0cbbfde-4561-462d-8be8-d573f3990730 | 2025-01-29T05:19:16 | cloud | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|medium| desc=Cloud permission_escalation in OCI by patrickosborne MITRE Technique: T1190 | {
"geo_location": "Argentina",
"device_hash": "fda89295e5f2e3064383d602394977c339d86603d5e9f7dcad27e0d638cbab1d",
"user_agent": "Opera/8.92.(X11; Linux i686; ur-PK) Presto/2.9.189 Version/11.00",
"session_id": "04026d11-8504-47b2-b6b8-84d488f3473b",
"risk_score": 69.81,
"confidence": 0.53
} | patrickosborne | permission_escalation | null | null | null | MITRE Technique: T1190 | Cloud permission_escalation in OCI by patrickosborne MITRE Technique: T1190 | null | null | null | null | null | null | null | null | null | OCI | res-22e5260b | null | null | null | null | null | null | null | null | null | null |
9e78ca3e-c1ac-4a50-9282-7ef43aed79ef | 2025-03-24T11:27:50 | network | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|high| desc=Network beaconing from 114.124.115.5 to 10.214.100.207 No additional info noise=app/tags | {
"geo_location": "Solomon Islands",
"device_hash": "c49500ad638e1ef8bbda701fe8e1e22308d8b402db9c3d7c0ff1c2b7a73da462",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; ha-NG) AppleWebKit/535.15.7 (KHTML, like Gecko) Version/3.0.5 Mobile/8B119 Safari/6535.15.7",
"session_id": "037d6dcd-f213... | null | beaconing | null | null | null | No additional info | Network beaconing from 114.124.115.5 to 10.214.100.207 No additional info | {
"baseline_deviation": 0.75,
"entropy": 4.53,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 114.124.115.5 | 10.214.100.207 | null | null | null | null | null | null | null | null | null | null | HTTP | 33,633 | null | null | null |
29f3b06b-a96d-4f40-9889-46da14175448 | 2025-06-01T18:07:08 | endpoint | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|low| desc=Endpoint registry_change /face/decide.json by staceymcknight Associated Threat Actor: Cobalt Group | {
"geo_location": "El Salvador",
"device_hash": "8b32191f613606d9efc7befe9d8a8410",
"user_agent": "Opera/9.80.(Windows NT 5.2; ky-KG) Presto/2.9.183 Version/12.00",
"session_id": "396de11f-3770-4041-9894-a01dd9abb1f5",
"risk_score": 19.6,
"confidence": 0.35
} | staceymcknight | registry_change | /face/decide.json | 7,813 | cmd.exe | Associated Threat Actor: Cobalt Group | Endpoint registry_change /face/decide.json by staceymcknight Associated Threat Actor: Cobalt Group | {
"baseline_deviation": 1.33,
"entropy": 2.23,
"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 |
90fd0bce-26b1-45e2-a984-b61afc1d318b | 2025-03-26T03:20:12 | cloud | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|low| desc=Cloud config_change in OCI by vanessa75 No additional info | {
"geo_location": "Gibraltar",
"device_hash": "6034a5368e7058035d59c9a9a91d4313",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_8_3) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/61.0.881.0 Safari/536.1",
"session_id": "0cceba8a-d112-46d5-9a31-56efe72aa974",
"risk_score": 53.18,
"confidence": 0.94... | vanessa75 | config_change | null | null | null | No additional info | Cloud config_change in OCI by vanessa75 No additional info | null | null | null | null | null | null | null | null | null | OCI | res-a1591dc7 | null | null | null | null | null | null | null | null | null | null |
a00b02af-cfbb-4c56-b10f-78c799e86ab4 | 2025-06-28T10:00:20 | cloud | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud crypto_mining in AWS by dunnjeffrey No additional info | {
"geo_location": "Turkmenistan",
"device_hash": "eb999475edff8f84ac04b7db37726192",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.0; Trident/4.1)",
"session_id": "709043df-425d-4c98-b326-13aafd7c910e",
"risk_score": 51.51,
"confidence": 0.58
} | dunnjeffrey | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in AWS by dunnjeffrey No additional info | null | null | null | null | null | null | null | null | null | AWS | res-6bd79dd8 | null | null | null | null | null | null | null | null | null | null |
90c72965-3c05-4440-94d6-87ec46505784 | 2025-05-04T12:03:48 | endpoint | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|low| desc=Endpoint driver_load /total/minute.avi by stephenlowe Fileless execution detected | Living-off-the-land technique detected | {
"geo_location": "Romania",
"device_hash": "d1a23a42dccf1d7aacb04b2660fcd9999c13ca0f5dc6e3a1251ac649a61eb775",
"user_agent": "Mozilla/5.0 (Windows NT 5.01; mni-IN; rv:1.9.1.20) Gecko/6555-05-25 05:44:40 Firefox/3.6.13",
"session_id": "f65d4918-ea34-4ce7-9b37-0b41d3281179",
"risk_score": 74.44,
"confidence"... | stephenlowe | driver_load | /total/minute.avi | 3,096 | cmd.exe | Fileless execution detected | Living-off-the-land technique detected | Endpoint driver_load /total/minute.avi by stephenlowe Fileless execution detected | Living-off-the-land technique detected | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3087411c-d590-4c5e-bfaa-3aff2058f580 | 2025-04-23T04:19:29 | ids_alert | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|critical| desc=QRadar Alert: Living-off-the-Land detected from 25.7.216.28 targeting N/A Associated Threat Actor: APT29 | {
"geo_location": "Armenia",
"device_hash": "c9c14c74d8de271b4ab10ac695a42738",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.1; Trident/4.1)",
"session_id": "65061cea-7982-43c6-a25a-4a787245592d",
"risk_score": 38.31,
"confidence": 0.6
} | null | null | null | null | null | Associated Threat Actor: APT29 | QRadar Alert: Living-off-the-Land detected from 25.7.216.28 targeting N/A Associated Threat Actor: APT29 | null | null | null | null | 25.7.216.28 | N/A | Living-off-the-Land | SIG-1238 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
bbd723d2-c389-40b2-b064-664d12e1d3b9 | 2025-06-15T18:53:14 | network | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|high| desc=Network protocol_anomaly from 153.162.140.161 to 82.232.120.0 No additional info | {
"geo_location": "Iran",
"device_hash": "08f847ea334307ee767c222b71e35431b7524daf00fd8f1aaf6e0d683da7f8f9",
"user_agent": "Opera/9.69.(Windows NT 6.0; ar-QA) Presto/2.9.176 Version/11.00",
"session_id": "aec12a05-e7e5-48f7-9dba-e297a66a42ea",
"risk_score": 54.18,
"confidence": 0.73
} | null | protocol_anomaly | null | null | null | No additional info | Network protocol_anomaly from 153.162.140.161 to 82.232.120.0 No additional info | null | null | null | null | 153.162.140.161 | 82.232.120.0 | null | null | null | null | null | null | null | null | null | null | HTTP | 794,609 | null | null | null |
d8a61215-3648-4798-b32c-53e2c9750a63 | 2025-04-15T12:19:27 | auth | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|high| desc=Auth failed for katherineburch via biometric from 209.132.18.64 MITRE Technique: T1543.003 | {
"geo_location": "Qatar",
"device_hash": "ec0e1ed97575877403473f22379cd17a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.01; Trident/5.1)",
"session_id": "35ef1482-6a5f-490a-9e96-6e44929af63b",
"risk_score": 38.7,
"confidence": 0.75
} | katherineburch | failed | null | null | null | MITRE Technique: T1543.003 | Auth failed for katherineburch via biometric from 209.132.18.64 MITRE Technique: T1543.003 | null | null | null | null | 209.132.18.64 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 5b:ea:a8:7b:b8:a6 |
2771d5d3-37cf-46fb-945e-56786b82e632 | 2025-04-13T00:18:28 | ai | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|critical| desc=AI system training_data_poisoning by regina78 MITRE Technique: T1059.005 | {
"geo_location": "Ghana",
"device_hash": "7e14eb1dc79af312add4e44fc5619b45",
"user_agent": "Mozilla/5.0 (Windows CE) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/26.0.859.0 Safari/532.1",
"session_id": "e3a74708-868d-46f7-9fe2-ad2fe953fb81",
"risk_score": 3,
"confidence": 0.42
} | regina78 | training_data_poisoning | null | null | null | MITRE Technique: T1059.005 | AI system training_data_poisoning by regina78 MITRE Technique: T1059.005 | null | null | null | null | null | null | null | null | null | null | null | model-7eeb10b5 | 9615da2003edf3926a139da308aa89dec7b8b99dbf9991023169b3a72d71bff2 | d992e17ce1cbfbdcb947b9b14d216820b12435cf991148a055035629c9a71c88 | null | null | null | null | null | null | null |
6d5360fd-ea1c-45de-8dab-ecbd387e8945 | 2021-07-01T03:08:57 | cloud | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|high| desc=Cloud permission_escalation in OCI by ricesarah No additional info | {
"geo_location": "Tanzania",
"device_hash": "ee487db448e2b2b9dd7d23d187321a1c54f87a31",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.0; Trident/4.1)",
"session_id": "40c55fec-166e-4969-9de0-ea22a849c249",
"risk_score": 39.49,
"confidence": 0.38
} | ricesarah | permission_escalation | null | null | null | No additional info | Cloud permission_escalation in OCI by ricesarah No additional info | null | null | null | null | null | null | null | null | null | OCI | res-e3bd9e6d | null | null | null | null | null | null | null | null | null | null |
3d9dfaac-ebd7-47a7-99ed-79a7eab20dc9 | 2025-01-25T02:24:55 | endpoint | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint scheduled_task some by perryjohn No additional info noise=SW50ZXJlc3Qu | {
"geo_location": "Finland",
"device_hash": "ddac24a822ca843f27b797b4853cd8152c5c0792",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.2; Trident/5.1)",
"session_id": "0a1cb501-5300-4d4e-a62d-5bec46f7c4a2",
"risk_score": 20.23,
"confidence": 0.43
} | perryjohn | scheduled_task | some | 1,234 | powershell.exe | No additional info | Endpoint scheduled_task some by perryjohn No additional info | {
"baseline_deviation": 1.93,
"entropy": 7.17,
"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 |
d022220e-2902-4e93-ab45-4ed73ffb8a7d | 2025-04-06T05:37:17 | endpoint | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|low| desc=Endpoint wmi_exec week by rickysanchez No additional info | {
"geo_location": "Timor-Leste",
"device_hash": "f0e4b68518f30ce0883e939af046cdc030ce0fb4b53bc0fd340156298915b271",
"user_agent": "Opera/8.64.(X11; Linux i686; ak-GH) Presto/2.9.179 Version/12.00",
"session_id": "0fcb7d84-3c22-4552-8248-9360ea7b798e",
"risk_score": 55.65,
"confidence": 0.34
} | rickysanchez | wmi_exec | week | 1,087 | powershell.exe | No additional info | Endpoint wmi_exec week by rickysanchez No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
934ff8b2-982a-4e87-80fa-a48c9b453947 | 2025-01-23T17:34:23 | endpoint | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint registry_change pressure by jacquelinesimpson No additional info | {
"geo_location": "Canada",
"device_hash": "28cf51aa0f1bec847e421b4c5214127f1729a1cc",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 4.0) AppleWebKit/533.20.1 (KHTML, like Gecko) Version/5.1 Safari/533.20.1",
"session_id": "c25ff428-f9e8-44d5-b33a-302df5dce27e",
"risk_score": 67.51,
"confidence": 0.46
... | jacquelinesimpson | registry_change | pressure | 8,814 | cmd.exe | No additional info | Endpoint registry_change pressure by jacquelinesimpson No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8247862c-dc5b-44af-be99-84426f2c7569 | 2025-03-09T05:06:25 | firewall | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|high| desc=Firewall allow SMB traffic from 34.122.15.170:618 to 10.97.53.132:40962 Associated Threat Actor: Inception Framework noise=F4FACD38 | {
"geo_location": "Ecuador",
"device_hash": "4c0100c4deb57186b74be1a435af64a9c1e19154",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; fo-FO) AppleWebKit/531.36.3 (KHTML, like Gecko) Version/3.0.5 Mobile/8B112 Safari/6531.36.3",
"session_id": "91a3b987-e1bc-4597-88b3-85153ad23a1c",
"ris... | null | allow | null | null | null | Associated Threat Actor: Inception Framework | Firewall allow SMB traffic from 34.122.15.170:618 to 10.97.53.132:40962 Associated Threat Actor: Inception Framework | null | null | null | null | 34.122.15.170 | 10.97.53.132 | null | null | null | null | null | null | null | null | 618 | 40,962 | SMB | 277,203 | 392 | null | null |
35890da3-1486-4d2e-aa66-79bbcf85a4a0 | 2025-03-06T17:45:51 | auth | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|low| desc=Auth timeout for millsdavid via biometric from 10.46.33.209 No additional info | {
"geo_location": "Togo",
"device_hash": "0f8d8378de849023e639219c8eded4f8",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 3_2_2 like Mac OS X) AppleWebKit/536.2 (KHTML, like Gecko) FxiOS/14.0k5171.0 Mobile/04M067 Safari/536.2",
"session_id": "a158f93d-e940-4225-8bd7-793691a962c5",
"risk_score": 58.46,
"con... | millsdavid | timeout | null | null | null | No additional info | Auth timeout for millsdavid via biometric from 10.46.33.209 No additional info | null | null | null | null | 10.46.33.209 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | e1:26:71:0a:83:fe |
a86cb650-ed87-4341-917c-c171b51446f9 | 2025-06-21T00:44:46 | 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 james72 No additional info noise=tags | {
"geo_location": "Fiji",
"device_hash": "d7cf72b7ee4cdd26016a105fa543cb14113a8773ae36a000a2746c9ff1a54da7",
"user_agent": "Mozilla/5.0 (Windows 98; ps-AF; rv:1.9.2.20) Gecko/4911-05-17 04:43:04 Firefox/3.6.5",
"session_id": "b0a31558-b9a8-49dd-a1bc-fa40284cb134",
"risk_score": 54.54,
"confidence": 0.36
} | james72 | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by james72 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-e1452ef7 | 334ff49cfee409bced479b42abf9811f | e5fddcf07f693a6aa4ed45093183303f | null | null | null | null | null | null | null |
8419fc1e-5dfd-4bb6-81c7-a89f7c88e0af | 2025-02-11T11:20:06 | endpoint | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|high| desc=Endpoint persistence_mechanism what by dawn24 MITRE Technique: T1059.001 noise=them|financial|Mrs | {
"geo_location": "Greenland",
"device_hash": "1b19be4630a9bd7c755397b17c9fc80bf714d88c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 98; Trident/4.1)",
"session_id": "0cc3e3b9-9f41-4888-87e9-b501216911e1",
"risk_score": 38.56,
"confidence": 0.66
} | dawn24 | persistence_mechanism | what | 3,725 | explorer.exe | MITRE Technique: T1059.001 | Endpoint persistence_mechanism what by dawn24 MITRE Technique: T1059.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1984174e-e3db-45bd-af39-ac4e554ceff3 | 2025-07-06T06:44:56 | 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 gina70 No additional info | {
"geo_location": "Brazil",
"device_hash": "7c0e2a4b8cf003bf908f664aae9b23f9d02dd7c81a66e9af4aa2f0e0204d04c1",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 11.0; Trident/3.1)",
"session_id": "521e3d71-4438-49c0-b90e-e29d5c34598c",
"risk_score": 62.79,
"confidence": 0.51
} | gina70 | model_inversion | null | null | null | No additional info | AI system model_inversion by gina70 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-16339006 | 3e1268fadfd77be98047f2714d0825df | ad47dec892cbae690c46de83c0a7041f8b458200c28a42445bcd6a5e4934db8a | null | null | null | null | null | null | null |
b4a62a29-87d8-457e-bf31-6c924cf62c70 | 2025-04-01T06:02:38 | endpoint | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|high| desc=Endpoint wmi_exec fire by yaustin MITRE Technique: T1053.005 | {
"geo_location": "Nicaragua",
"device_hash": "c184aa89a409d819544da466dea52308",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.0; Trident/4.1)",
"session_id": "0a898b18-4b9d-4ff0-8475-62df13389b96",
"risk_score": 22.36,
"confidence": 0.41
} | yaustin | wmi_exec | fire | 9,571 | cmd.exe | MITRE Technique: T1053.005 | Endpoint wmi_exec fire by yaustin MITRE Technique: T1053.005 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a68f8d28-2423-413e-9277-603a1cd20dbd | 2025-07-10T08:09:57 | iot | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|iot|info| desc=IoT device Medical firmware_update No additional info | {
"geo_location": "Austria",
"device_hash": "34270ce8fba8a205e1cc45468e055b507c9f9df956b0020286ba70885053fe8d",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_12_3 rv:6.0; hy-AM) AppleWebKit/531.16.4 (KHTML, like Gecko) Version/4.0.4 Safari/531.16.4",
"session_id": "ea72c46c-3790-49e1-aacd-af3d6bf1e1... | null | firmware_update | null | null | null | No additional info | IoT device Medical firmware_update No additional info | null | Medical | iot-5c970e54 | 10.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
92287cf1-4d43-420e-842a-e79488e9dedf | 2025-01-12T22:45:52 | ids_alert | Suricata v6.0.10 | emergency | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|emergency| desc=Suricata Alert: Zero-Day Exploit detected from 149.240.61.185 targeting 72.151.180.195 MITRE Technique: T1110.003 noise=turn|often|member | {
"geo_location": "Saint Martin",
"device_hash": "13a85f7390d801c6df2f227164ab4785f7453c9ffbf859b9e3bc0d50b614e831",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_6_7 rv:5.0; or-IN) AppleWebKit/535.11.3 (KHTML, like Gecko) Version/4.0.5 Safari/535.11.3",
"session_id": "a3ad5772-92ba-43c1-bb25-fb0bac4... | null | null | null | null | null | MITRE Technique: T1110.003 | Suricata Alert: Zero-Day Exploit detected from 149.240.61.185 targeting 72.151.180.195 MITRE Technique: T1110.003 | null | null | null | null | 149.240.61.185 | 72.151.180.195 | Zero-Day Exploit | SIG-5245 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
24fef8f2-205a-4685-915d-4ea68ba11ace | 2025-07-07T08:05:46 | ids_alert | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ids_alert|low| desc=Palo Alto Cortex Alert: MFA Bypass detected from 140.136.106.108 targeting 18.100.39.61 No additional info noise=5034C9E2 | {
"geo_location": "Cayman Islands",
"device_hash": "27a23cdafe9baa6d0bd9bc2b5f12914f80716313e3c3f177af306f908e82a44d",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_11_7; rv:1.9.2.20) Gecko/2805-12-02 02:05:00 Firefox/15.0",
"session_id": "9f49ef2c-6ddd-4fd9-ae91-0b99a8ef2b1f",
"risk_score": 76.56... | null | null | null | null | null | No additional info | Palo Alto Cortex Alert: MFA Bypass detected from 140.136.106.108 targeting 18.100.39.61 No additional info | null | null | null | null | 140.136.106.108 | 18.100.39.61 | MFA Bypass | SIG-3185 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
c034ac3d-b796-4d0d-b563-b59b76ffb763 | 2025-01-19T08:59:59 | firewall | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|critical| desc=Firewall drop NTP traffic from 77.163.14.186:284 to 156.207.253.5:909 MITRE Technique: T1078.004 | {
"geo_location": "British Indian Ocean Territory (Chagos Archipelago)",
"device_hash": "40dcbd1d8bb963d163579ff6b8fb400e",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/49.0.834.0 Safari/532.0",
"session_id": "26a0ef3c-eb91-4b40-8490-7672117e7a5e",
"risk_score": ... | null | drop | null | null | null | MITRE Technique: T1078.004 | Firewall drop NTP traffic from 77.163.14.186:284 to 156.207.253.5:909 MITRE Technique: T1078.004 | null | null | null | null | 77.163.14.186 | 156.207.253.5 | null | null | null | null | null | null | null | null | 284 | 909 | NTP | 635,917 | 2,487 | null | null |
9085fbe5-8021-4b09-b849-0f8015256ab5 | 2025-06-16T17:19:03 | 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 GCP by lhoward MITRE Technique: T1204.002 | {
"geo_location": "Guernsey",
"device_hash": "d3f32a6fa7635f1990457b75db9d5596a8b931f33ebeac94de7a0e0d8e5100e0",
"user_agent": "Opera/8.68.(X11; Linux x86_64; da-DK) Presto/2.9.175 Version/10.00",
"session_id": "b984f89f-e6ce-44a3-a48f-ce2e6f4e19c4",
"risk_score": 37.72,
"confidence": 0.56
} | lhoward | container_escape | null | null | null | MITRE Technique: T1204.002 | Cloud container_escape in GCP by lhoward MITRE Technique: T1204.002 | null | null | null | null | null | null | null | null | null | GCP | res-b70c660c | null | null | null | null | null | null | null | null | null | null |
389e8c66-ff31-4076-9333-ebf43a913632 | 2025-06-24T16:09:05 | iot | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC firmware_update MITRE Technique: T1204.002 | {
"geo_location": "San Marino",
"device_hash": "3102150fde62ac186245c65d6dd95a37e165f72a42de034ab54731eb4adffde2",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_8_4; rv:1.9.4.20) Gecko/6021-12-27 05:56:12 Firefox/3.6.2",
"session_id": "25f6078d-7a5e-49cf-839b-fb8bd87a698a",
"risk_score": 33.52,
"co... | null | firmware_update | null | null | null | MITRE Technique: T1204.002 | IoT device HVAC firmware_update MITRE Technique: T1204.002 | null | HVAC | iot-a275a058 | 2.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ac53b759-198d-433e-bb3f-08853e0b02ba | 2025-03-09T08:48:33 | ids_alert | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ids_alert|critical| desc=Carbon Black Alert: MFA Bypass detected from 10.113.199.0 targeting 2.20.106.47 No additional info | {
"geo_location": "Kazakhstan",
"device_hash": "9dc3d43de375de1c590166e79f473043",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_5_8; rv:1.9.2.20) Gecko/8573-01-13 00:08:35 Firefox/3.8",
"session_id": "fe7daed2-3845-4395-8693-437c97034bea",
"risk_score": 29.68,
"confidence": 0.01
} | null | null | null | null | null | No additional info | Carbon Black Alert: MFA Bypass detected from 10.113.199.0 targeting 2.20.106.47 No additional info | null | null | null | null | 10.113.199.0 | 2.20.106.47 | MFA Bypass | SIG-8336 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
5610a0b8-9c5f-4509-be63-0ce5d2370943 | 2025-03-14T07:44:35 | iot | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|low| desc=IoT device Sensor physical_tamper No additional info | {
"geo_location": "Russia",
"device_hash": "79e71f25bb2a1cc7a6a426152edea373c934dcf6",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_8_7; rv:1.9.5.20) Gecko/6691-01-13 15:57:40 Firefox/3.6.15",
"session_id": "1e7eb4e4-6b85-44ea-93f3-d04227f679e8",
"risk_score": 67.36,
"confidence": 0.82
} | null | physical_tamper | null | null | null | No additional info | IoT device Sensor physical_tamper No additional info | {
"baseline_deviation": 2.07,
"entropy": 6.02,
"frequency_anomaly": false,
"sequence_anomaly": true
} | Sensor | iot-06006353 | 6.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b62034a4-8c1b-4f0c-971e-ad7bc09da9c2 | 2025-05-25T05:10:09 | cloud | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|high| desc=Cloud container_escape in GCP by rdavis No additional info | {
"geo_location": "Sudan",
"device_hash": "ca98b668cc732d2f3215c8c4ce842137",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 12_4_8 like Mac OS X) AppleWebKit/534.2 (KHTML, like Gecko) CriOS/16.0.849.0 Mobile/08A894 Safari/534.2",
"session_id": "d526deb2-1ae8-445e-a389-1b1bb48608d1",
"risk_score": 71.05,
... | rdavis | container_escape | null | null | null | No additional info | Cloud container_escape in GCP by rdavis No additional info | null | null | null | null | null | null | null | null | null | GCP | res-e386e6f9 | null | null | null | null | null | null | null | null | null | null |
7658d98c-c18b-4585-a697-9f71bd4ed53e | 2025-02-03T05:58:06 | auth | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|info| desc=Auth bypass for martinezmadison via password from 124.185.177.9 No additional info | {
"geo_location": "Iran",
"device_hash": "6973971b752b55bc7846830318c85ebaed2c2f579d3c9f7d10ef1f7263673f17",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_2 like Mac OS X) AppleWebKit/533.1 (KHTML, like Gecko) FxiOS/9.5n7138.0 Mobile/18V489 Safari/533.1",
"session_id": "de4c8af0-d7aa-40e5-96ab-eddfb573ec... | martinezmadison | bypass | null | null | null | No additional info | Auth bypass for martinezmadison via password from 124.185.177.9 No additional info | {
"baseline_deviation": 1.72,
"entropy": 4.7,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 124.185.177.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 00:3d:23:6c:a2:07 |
5bc68f0c-a5c7-4749-8e76-580158e5a2fc | 2025-04-14T21:43:24 | auth | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|medium| desc=Auth bypass for jbird via password from 10.135.207.175 No additional info | {
"geo_location": "Lao People's Democratic Republic",
"device_hash": "33d589f80999de3d2c6eb774152d57ed3f54e253",
"user_agent": "Opera/9.18.(X11; Linux i686; mi-NZ) Presto/2.9.186 Version/11.00",
"session_id": "afcd5254-f571-4e35-bcc5-20896abb65b4",
"risk_score": 74.06,
"confidence": 0.47
} | jbird | bypass | null | null | null | No additional info | Auth bypass for jbird via password from 10.135.207.175 No additional info | null | null | null | null | 10.135.207.175 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 09:4e:b9:5b:3b:70 |
3426c7bb-2721-4f48-a3d1-8b7ae343134a | 2025-03-05T03:29:08 | auth | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|low| desc=Auth locked for jennifergordon via biometric from 135.73.232.50 Associated Threat Actor: Sandworm Team | {
"geo_location": "Croatia",
"device_hash": "daeee31da7f0fadac4c79a75e790e10d9719e59a",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_8_9) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/63.0.831.0 Safari/536.1",
"session_id": "55bbce89-be24-4573-b433-827b45db4082",
"risk_score": 44.49,
"confidence... | jennifergordon | locked | null | null | null | Associated Threat Actor: Sandworm Team | Auth locked for jennifergordon via biometric from 135.73.232.50 Associated Threat Actor: Sandworm Team | null | null | null | null | 135.73.232.50 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | a2:1c:c1:b9:19:f5 |
9e49e856-4d7e-4456-80c1-1e9e1cbea967 | 2025-05-29T16:47:28 | auth | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|high| desc=Auth locked for diazbianca via passwordless from 132.135.30.114 No additional info | {
"geo_location": "Italy",
"device_hash": "3dbfef965fe5a8885339dd04678690db",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; vi-VN) AppleWebKit/532.11.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B114 Safari/6532.11.1",
"session_id": "cbd65b56-3af6-4e04-b844-be4c3c3fd25e",
"risk_score": ... | diazbianca | locked | null | null | null | No additional info | Auth locked for diazbianca via passwordless from 132.135.30.114 No additional info | null | null | null | null | 132.135.30.114 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | d9:8b:d8:62:ef:10 |
063389f4-7843-49ee-9da8-ebaaac3ceeae | 2025-02-09T09:30:08 | iot | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC side_channel MITRE Technique: T1566.001 | {
"geo_location": "Grenada",
"device_hash": "d40ce40130fe6a6d81580138d83dc467e622a27a",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_7_1; rv:1.9.2.20) Gecko/3499-10-18 03:53:36 Firefox/3.8",
"session_id": "f32a9ec4-d59f-47c1-a1ee-2a6652f257b3",
"risk_score": 21.99,
"confidence": 0.59
} | null | side_channel | null | null | null | MITRE Technique: T1566.001 | IoT device HVAC side_channel MITRE Technique: T1566.001 | null | HVAC | iot-659f3729 | 7.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
37e14ad0-a8f2-42f6-be3e-012449293d55 | 2025-04-28T15:01:12 | network | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|high| desc=Network disconnection from 142.133.133.18 to 211.157.185.156 MITRE Technique: T1547.001 | Unconventional IOC: Quantum random number deviations | {
"geo_location": "Morocco",
"device_hash": "bc03f92a7915fa0602a0ee011cd7ec3183124af97994d3672372837e97f33895",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 11.0; Trident/5.1)",
"session_id": "d81b0fff-f698-49b8-9ea5-b12987d7c057",
"risk_score": 42.69,
"confidence": 0.38
} | null | disconnection | null | null | null | MITRE Technique: T1547.001 | Unconventional IOC: Quantum random number deviations | Network disconnection from 142.133.133.18 to 211.157.185.156 MITRE Technique: T1547.001 | Unconventional IOC: Quantum random number deviations | null | null | null | null | 142.133.133.18 | 211.157.185.156 | null | null | null | null | null | null | null | null | null | null | ICMP | 586,274 | null | null | null |
6a983c49-94d0-4c4c-a704-9e29782eb481 | 2025-06-02T14:10:34 | cloud | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|critical| desc=Cloud config_change in Alibaba by iwhite Cross-tenant access detected noise=program|relationship|step | {
"geo_location": "Timor-Leste",
"device_hash": "0f10bec3f5f014e27d203506c0f1806e7ce9203b23f6110d9e058ba76b5053aa",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_10_8) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/48.0.815.0 Safari/534.1",
"session_id": "1937dd6a-7645-4c8f-ad3d-9be19c914a78",
"risk_sc... | iwhite | config_change | null | null | null | Cross-tenant access detected | Cloud config_change in Alibaba by iwhite Cross-tenant access detected | null | null | null | null | null | null | null | null | null | Alibaba | res-5af301c3 | null | null | null | null | null | null | null | null | null | null |
fbf25729-1b00-4b75-a5d5-cde7a2773cec | 2025-05-24T19:50:30 | iot | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|critical| desc=IoT device Camera side_channel MITRE Technique: T1071.001 | {
"geo_location": "Iran",
"device_hash": "6b459c6ac5a84e4aaee8a4af8b5ac4858b96672b",
"user_agent": "Opera/8.27.(Windows 95; ms-MY) Presto/2.9.163 Version/10.00",
"session_id": "1692bc4a-a310-4ed6-a986-b4508b8b951a",
"risk_score": 80.53,
"confidence": 0.06
} | null | side_channel | null | null | null | MITRE Technique: T1071.001 | IoT device Camera side_channel MITRE Technique: T1071.001 | null | Camera | iot-92e452d3 | 10.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
adc0d970-481d-41f9-9a9d-16a3d79327ff | 2027-02-06T02:47:40 | cloud | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|info| desc=Cloud permission_escalation in GCP by mckenziechristopher No additional info | {
"geo_location": "Bahrain",
"device_hash": "1c2f3c47b24fa097290c2491f7b0d4dc514f907b40d40f1ce106bf3d79b69887",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0)",
"session_id": "5091ae88-611b-4a19-b068-9ac880bf67c0",
"risk_score": 41.06,
"confidence": 0.7
} | mckenziechristopher | permission_escalation | null | null | null | No additional info | Cloud permission_escalation in GCP by mckenziechristopher No additional info | null | null | null | null | null | null | null | null | null | GCP | res-50a1fbb6 | null | null | null | null | null | null | null | null | null | null |
4e60168a-8f08-4c21-a6ff-4cbee82ee59e | 2025-02-24T20:17:13 | cloud | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud lambda_execution in GCP by zjames No additional info | {
"geo_location": "Sweden",
"device_hash": "2295f6eaebfc7fe87a578c4509f850e89135b37d8397af67a795f4ae4e4767df",
"user_agent": "Mozilla/5.0 (Linux; Android 9) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/26.0.869.0 Safari/532.2",
"session_id": "dd99629d-0c04-4cbf-9473-2b54d98007b8",
"risk_score": 39.16,
"conf... | zjames | lambda_execution | null | null | null | No additional info | Cloud lambda_execution in GCP by zjames No additional info | null | null | null | null | null | null | null | null | null | GCP | res-bd186827 | null | null | null | null | null | null | null | null | null | null |
1e6e7b4d-5a42-4180-b028-561d0bc1e61b | 2025-02-20T22:36:39 | auth | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|info| desc=Auth failed for janicehernandez via passwordless from 205.162.20.131 No additional info noise=0C8B6EC4 | {
"geo_location": "Gambia",
"device_hash": "14b1f0f48a8ac37f112b75c51daa1a87",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 11.0) AppleWebKit/533.38.3 (KHTML, like Gecko) Version/4.0.2 Safari/533.38.3",
"session_id": "3d4927ee-d562-40fa-8ca7-dc04375ce458",
"risk_score": 48.52,
"confidence": 0.46
} | janicehernandez | failed | null | null | null | No additional info | Auth failed for janicehernandez via passwordless from 205.162.20.131 No additional info | null | null | null | null | 205.162.20.131 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | d1:0a:27:bf:bf:e1 |
ee260c71-233e-4ae2-afba-9c12dbf045be | 2025-06-14T16:15:24 | iot | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|medium| desc=IoT device Thermostat side_channel No additional info | {
"geo_location": "North Korea",
"device_hash": "d1d0c3a233827831f8e3a231996be7fd061b64013e72e36501bc33c29a0dc98d",
"user_agent": "Mozilla/5.0 (Linux; Android 4.4.1) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/61.0.814.0 Safari/535.0",
"session_id": "957e4de7-0520-4875-a486-7e1667c3b65d",
"risk_score": 77.81... | null | side_channel | null | null | null | No additional info | IoT device Thermostat side_channel No additional info | null | Thermostat | iot-e811caf9 | 2.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
eacb9ba6-dedf-478f-92b4-bf40020dd52a | 2025-07-03T07:35:57 | network | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|network|medium| desc=Network covert_channel from 32.36.176.67 to 10.53.13.92 No additional info | {
"geo_location": "Micronesia",
"device_hash": "4ce047d7921c3f16eb994d5fbcee17b475818096ce5c58dc6405ebac96222517",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_6_3) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/32.0.885.0 Safari/535.1",
"session_id": "0966e787-c53c-457f-b642-7c62b2003b79",
"risk_s... | null | covert_channel | null | null | null | No additional info | Network covert_channel from 32.36.176.67 to 10.53.13.92 No additional info | null | null | null | null | 32.36.176.67 | 10.53.13.92 | null | null | null | null | null | null | null | null | null | null | HTTPS | 784,404 | null | null | null |
47833697-99c2-4aec-94d7-b1e927150160 | 2025-04-15T23:12:26 | firewall | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|low| desc=Firewall drop TCP traffic from 165.59.73.245:784 to 79.182.210.99:39 No additional info | {
"geo_location": "China",
"device_hash": "b1cca23fd9bd30c9a8a6e89f1c512a50ef930269c14479bb983b248d8272bc43",
"user_agent": "Mozilla/5.0 (Android 1.1; Mobile; rv:56.0) Gecko/56.0 Firefox/56.0",
"session_id": "5489eed6-73f4-409e-9c4c-196074e03eaa",
"risk_score": 44.92,
"confidence": 0.37
} | null | drop | null | null | null | No additional info | Firewall drop TCP traffic from 165.59.73.245:784 to 79.182.210.99:39 No additional info | null | null | null | null | 165.59.73.245 | 79.182.210.99 | null | null | null | null | null | null | null | null | 784 | 39 | TCP | 545,106 | 301 | null | null |
eb51a7ae-969c-48f2-943e-c45f3d2d14c0 | 2025-06-09T08:25:48 | ai | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ai|high| desc=AI system model_access by daniel26 MITRE Technique: T1547.001 | Training data poisoning attempt | {
"geo_location": "Saint Barthelemy",
"device_hash": "314a11a13991782d657411de33df5b8862c46bd3ee14354e07c1446c8f6280f4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.2; Trident/3.0)",
"session_id": "b86632f2-2201-4732-9a72-72707d643cad",
"risk_score": 100,
"confidence": 0.46
} | daniel26 | model_access | null | null | null | MITRE Technique: T1547.001 | Training data poisoning attempt | AI system model_access by daniel26 MITRE Technique: T1547.001 | Training data poisoning attempt | null | null | null | null | null | null | null | null | null | null | null | model-68ccdead | 0ff63f79d8f29b7268daad2b56e9f514d5559fb4 | e9ec284e9454dab75ac61e35a1bad95814d059ffbfed6008621660707c8a896d | null | null | null | null | null | null | null |
7dd0e07b-7a14-48d3-8daf-7a711889285d | 2025-04-03T21:18:21 | cloud | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud instance_creation in Alibaba by jonathanrodriguez No additional info | {
"geo_location": "China",
"device_hash": "15f5ff0ed4c8e6689690846913ccd1f73cdbb660",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 11.0; Trident/4.0)",
"session_id": "c571a682-efc1-4155-b776-6a9efc9bd7bc",
"risk_score": 25.36,
"confidence": 0.6
} | jonathanrodriguez | instance_creation | null | null | null | No additional info | Cloud instance_creation in Alibaba by jonathanrodriguez No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-7e7162cd | null | null | null | null | null | null | null | null | null | null |
bc98ead8-541d-4281-b9c6-fae5c7c6b5a6 | 2025-03-04T03:47:35 | network | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|low| desc=Network latency_spike from 92.216.56.97 to 71.122.33.54 MITRE Technique: T1218.011 | {
"geo_location": "Djibouti",
"device_hash": "2f8215e05067cb456dd9c70d5a33bd8645ec807e",
"user_agent": "Mozilla/5.0 (Windows NT 10.0; apn-IN; rv:1.9.2.20) Gecko/6973-06-26 12:06:12 Firefox/3.6.8",
"session_id": "987556e0-0a79-4c54-90db-d8047ac41e5e",
"risk_score": 49.43,
"confidence": 0.97
} | null | latency_spike | null | null | null | MITRE Technique: T1218.011 | Network latency_spike from 92.216.56.97 to 71.122.33.54 MITRE Technique: T1218.011 | null | null | null | null | 92.216.56.97 | 71.122.33.54 | null | null | null | null | null | null | null | null | null | null | UDP | 755,372 | null | null | null |
f62538c8-291b-4301-9a7c-74e6b52c29e0 | 2025-03-10T02:00:58 | ids_alert | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|critical| desc=AlienVault Alert: Fileless Attack detected from 163.213.126.74 targeting N/A No additional info | {
"geo_location": "Swaziland",
"device_hash": "12c2b529544e8f258edf57d18103b81b",
"user_agent": "Mozilla/5.0 (Windows NT 5.1; kw-GB; rv:1.9.2.20) Gecko/3049-07-18 20:13:25 Firefox/3.6.13",
"session_id": "fb4151cc-a511-4f82-b9c8-a1379402d85b",
"risk_score": 42.01,
"confidence": 0.17
} | null | null | null | null | null | No additional info | AlienVault Alert: Fileless Attack detected from 163.213.126.74 targeting N/A No additional info | null | null | null | null | 163.213.126.74 | N/A | Fileless Attack | SIG-2667 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
1a212f67-1ce2-4510-b5d4-3d2781f74b35 | 2025-03-31T15:16:39 | network | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|high| desc=Network data_exfiltration from 87.49.129.41 to 21.188.105.238 MITRE Technique: T1204.002 noise=QXR0ZW50aW9uLg== | {
"geo_location": "Cocos (Keeling) Islands",
"device_hash": "258a63a05aae110a9e2b58a3a638c6a67bc27186",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 11.0) AppleWebKit/531.40.6 (KHTML, like Gecko) Version/5.0.2 Safari/531.40.6",
"session_id": "7db1d141-5aa0-4acf-8f25-130fc52b2762",
"risk_score": 19.12,
... | null | data_exfiltration | null | null | null | MITRE Technique: T1204.002 | Network data_exfiltration from 87.49.129.41 to 21.188.105.238 MITRE Technique: T1204.002 | null | null | null | null | 87.49.129.41 | 21.188.105.238 | null | null | null | null | null | null | null | null | null | null | ICMP | 471,879 | null | null | null |
11c9d63d-269f-40c2-af5d-bc5d7c300432 | 2025-02-11T05:35:20 | network | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|high| desc=Network bandwidth_usage from 205.186.55.142 to 10.56.188.56 MITRE Technique: T1059.005 | {
"geo_location": "Cuba",
"device_hash": "938dccd04b6d7cf9bf40818162d2afd1ef75d433",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_8_4 rv:3.0; hak-TW) AppleWebKit/533.42.2 (KHTML, like Gecko) Version/5.0 Safari/533.42.2",
"session_id": "5f780d6d-a364-4a45-b179-7426b78aee77",
"risk_score": 31.93,
"c... | null | bandwidth_usage | null | null | null | MITRE Technique: T1059.005 | Network bandwidth_usage from 205.186.55.142 to 10.56.188.56 MITRE Technique: T1059.005 | {
"baseline_deviation": 2.71,
"entropy": 3.63,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 205.186.55.142 | 10.56.188.56 | null | null | null | null | null | null | null | null | null | null | HTTP | 788,908 | null | null | null |
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