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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
77a0f27f-d4b1-4670-892e-ea021b796fec | 2025-05-23T17:36:23 | iot | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|info| desc=IoT device HVAC battery_drain MITRE Technique: T1547.001 | Associated Threat Actor: APT34 | {
"geo_location": "Korea",
"device_hash": "3d3e12c9bca1e5ac93b377b23c33b347fb70334449ff88b87198e731278ff7f5",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.01; Trident/3.1)",
"session_id": "c4088449-937a-43c7-811a-21f83339dbf8",
"risk_score": 27.36,
"confidence": 0.32
} | null | battery_drain | null | null | null | MITRE Technique: T1547.001 | Associated Threat Actor: APT34 | IoT device HVAC battery_drain MITRE Technique: T1547.001 | Associated Threat Actor: APT34 | null | HVAC | iot-3dc8566c | 5.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
98515097-fbe0-4ff1-aa0a-91872764e992 | 2025-04-25T11:25:29 | ids_alert | Palo Alto Cortex v3.0.0 | emergency | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ids_alert|emergency| desc=Palo Alto Cortex Alert: Supply Chain Compromise detected from 223.172.124.176 targeting N/A Associated Threat Actor: Conti | {
"geo_location": "Samoa",
"device_hash": "150d00ec23f215c7bc983177f0951789",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.1; Trident/3.0)",
"session_id": "aaa3887e-3460-42f4-acb7-17eac664179b",
"risk_score": 40.55,
"confidence": 0.1
} | null | null | null | null | null | Associated Threat Actor: Conti | Palo Alto Cortex Alert: Supply Chain Compromise detected from 223.172.124.176 targeting N/A Associated Threat Actor: Conti | null | null | null | null | 223.172.124.176 | N/A | Supply Chain Compromise | SIG-8588 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
608c5b20-6b38-4c72-9c87-b47565bd98be | 2025-01-22T04:51:47 | auth | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|info| desc=Auth bypass for osbornbenjamin via MFA from 137.229.51.123 MITRE Technique: T1110.003 | {
"geo_location": "Angola",
"device_hash": "ae7d9ddf30bcd7ffe2f03b41913b9572",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/4681-02-06 17:38:17 Firefox/6.0",
"session_id": "91f9befb-ec0a-4113-a18d-eb3c6f473b53",
"risk_score": 69.86,
"confidence": 0.29
} | osbornbenjamin | bypass | null | null | null | MITRE Technique: T1110.003 | Auth bypass for osbornbenjamin via MFA from 137.229.51.123 MITRE Technique: T1110.003 | null | null | null | null | 137.229.51.123 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | d1:8e:5c:79:e0:0a |
3c95e739-f1b0-492d-98cc-4812a25c8e27 | 2028-07-23T20:07:13 | iot | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|low| desc=IoT device Thermostat unusual_activity MITRE Technique: T1059.001 | {
"geo_location": "Seychelles",
"device_hash": "1f272a7f5588ae294e6ba2fee664dffaab654f21",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; sc-IT) AppleWebKit/535.4.3 (KHTML, like Gecko) Version/4.0.5 Mobile/8B115 Safari/6535.4.3",
"session_id": "92a2a5ab-01d2-4fcb-8184-eb13bbf95700",
"ri... | null | unusual_activity | null | null | null | MITRE Technique: T1059.001 | IoT device Thermostat unusual_activity MITRE Technique: T1059.001 | null | Thermostat | iot-1ed02aa5 | 7.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
40dfa816-d8a8-4cf9-affe-37d9eab68274 | 2025-04-20T04:12:37 | firewall | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|info| desc=Firewall drop HTTP traffic from 154.17.230.63:17216 to 65.224.103.183:723 No additional info noise=Rm9yZ2V0Lg== | {
"geo_location": "Guadeloupe",
"device_hash": "a93367762be85ba941719a904b75b719824725de0d48a40fbd5a0585b724296d",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_8_1; rv:1.9.2.20) Gecko/8792-02-25 19:26:56 Firefox/4.0",
"session_id": "61472966-ee7f-45f4-88cf-0cc3435ef32e",
"risk_score": 55.94,
"c... | null | drop | null | null | null | No additional info | Firewall drop HTTP traffic from 154.17.230.63:17216 to 65.224.103.183:723 No additional info | null | null | null | null | 154.17.230.63 | 65.224.103.183 | null | null | null | null | null | null | null | null | 17,216 | 723 | HTTP | 290,716 | 30 | null | null |
7660b314-50a9-4d34-8400-d875b00c0aab | 2025-04-15T09:30:49 | iot | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|medium| desc=IoT device Camera protocol_violation No additional info noise=app/explore/tags | {
"geo_location": "Japan",
"device_hash": "388dc71b2f2259152b289b9319d3497c9d3d87e979f0ee6a1a247c46ff5ba99f",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98; Win 9x 4.90) AppleWebKit/535.5.3 (KHTML, like Gecko) Version/5.1 Safari/535.5.3",
"session_id": "5d35614d-b55e-4895-8a4f-d4cef81169b1",
"risk_score"... | null | protocol_violation | null | null | null | No additional info | IoT device Camera protocol_violation No additional info | null | Camera | iot-40c1b8f9 | 10.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
fa161c5e-7109-4b25-be8e-5181ebf49f32 | 2025-04-22T18:32:42 | cloud | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|cloud|high| desc=Cloud container_escape in OCI by pjones Associated Threat Actor: FIN7 | {
"geo_location": "Suriname",
"device_hash": "778ad6b27cc107b8466b342a7ebd1a96",
"user_agent": "Mozilla/5.0 (Windows 98; quz-PE; rv:1.9.2.20) Gecko/8875-12-06 05:38:51 Firefox/4.0",
"session_id": "50879705-f19f-4d8b-9a56-a5b689aac7b9",
"risk_score": 57.68,
"confidence": 0.34
} | pjones | container_escape | null | null | null | Associated Threat Actor: FIN7 | Cloud container_escape in OCI by pjones Associated Threat Actor: FIN7 | null | null | null | null | null | null | null | null | null | OCI | res-abd8ad2b | null | null | null | null | null | null | null | null | null | null |
c67d674f-897f-497d-9d5e-477cd797271e | 2025-02-22T19:30:46 | ai | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|critical| desc=AI system prompt_injection by stephanie47 No additional info | {
"geo_location": "Sweden",
"device_hash": "7a773caa4c9eb73ef5a5c6599dc0e02f",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98) AppleWebKit/535.49.4 (KHTML, like Gecko) Version/5.0.5 Safari/535.49.4",
"session_id": "2686965e-3132-43fb-945c-41441a21ab29",
"risk_score": 20.69,
"confidence": 0.3
} | stephanie47 | prompt_injection | null | null | null | No additional info | AI system prompt_injection by stephanie47 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-9cf58169 | 757ae8119b2f21f7c028992426071403955fb08a | 62fa6d8b86dfb85fd5b88e6549622192 | null | null | null | null | null | null | null |
29bbd021-e684-42df-b8e7-7e88d52af699 | 2025-05-26T09:44:21 | network | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|high| desc=Network beaconing from 191.9.189.60 to 10.96.135.192 MITRE Technique: T1204.002 noise=categories/tags/categories | {
"geo_location": "Guam",
"device_hash": "053c00885cb2ee8709f37dbd7dd16e90c70bc976",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98) AppleWebKit/532.30.1 (KHTML, like Gecko) Version/5.0 Safari/532.30.1",
"session_id": "1aada6e8-2766-40fa-9cd0-ed16e347795d",
"risk_score": 67.13,
"confidence": 0.01
} | null | beaconing | null | null | null | MITRE Technique: T1204.002 | Network beaconing from 191.9.189.60 to 10.96.135.192 MITRE Technique: T1204.002 | null | null | null | null | 191.9.189.60 | 10.96.135.192 | null | null | null | null | null | null | null | null | null | null | ICMP | 220,315 | null | null | null |
97c6fce8-2fe6-4981-885e-08ac85dbf969 | 2025-05-22T15:45:20 | network | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|medium| desc=Network latency_spike from 10.113.20.16 to 15.85.17.168 No additional info | {
"geo_location": "Greenland",
"device_hash": "4e32ce299de32f6aab3894bace0e116686665dcd",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Win 9x 4.90; Trident/3.1)",
"session_id": "ec558911-a952-4048-93a0-7227e610b96a",
"risk_score": 46.06,
"confidence": 0.33
} | null | latency_spike | null | null | null | No additional info | Network latency_spike from 10.113.20.16 to 15.85.17.168 No additional info | null | null | null | null | 10.113.20.16 | 15.85.17.168 | null | null | null | null | null | null | null | null | null | null | HTTP | 236,468 | null | null | null |
1ac66333-a45a-4fb2-8003-49b61e12a765 | 2025-01-21T03:40:46 | network | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|info| desc=Network connection from 179.28.91.19 to 52.252.63.137 No additional info | {
"geo_location": "Dominica",
"device_hash": "4645a9f2d451df8cfb7e6fe4f1f73ddd",
"user_agent": "Opera/8.51.(Windows NT 11.0; ca-ES) Presto/2.9.166 Version/12.00",
"session_id": "054dc07e-0c1f-4f97-a477-ca1a99ee5493",
"risk_score": 70.77,
"confidence": 0.97
} | null | connection | null | null | null | No additional info | Network connection from 179.28.91.19 to 52.252.63.137 No additional info | null | null | null | null | 179.28.91.19 | 52.252.63.137 | null | null | null | null | null | null | null | null | null | null | HTTP | 507,413 | null | null | null |
fdce388d-b461-49b8-a93f-076b282ba7c5 | 2025-02-27T23:47:23 | ai | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|info| desc=AI system model_access by natashaturner No additional info | {
"geo_location": "Iran",
"device_hash": "e967f3bc58d7f125702c859dad95c15a4597b3b6",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/21.0.867.0 Safari/536.2",
"session_id": "a15c5375-3c88-4d73-98ef-d3a8c1e6924d",
"risk_score": 68.22,
"confidence": 0.29
} | natashaturner | model_access | null | null | null | No additional info | AI system model_access by natashaturner No additional info | null | null | null | null | null | null | null | null | null | null | null | model-8525c672 | 43dc55488f8802a04c8f6cfee34896aace74d1c1dcdd5c455f998656488ebcfb | ab3d2b0ed0926ad3ca1df9b2deed2a1b7ecfe5c7f2e44d1a4c0d324ab3043d70 | null | null | null | null | null | null | null |
27b4f877-fd32-4d8d-82a5-ad0d073e5d8d | 2025-07-08T04:20:13 | ids_alert | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|low| desc=Trellix Alert: Supply Chain Compromise detected from 38.244.184.100 targeting 202.170.230.194 No additional info | {
"geo_location": "Libyan Arab Jamahiriya",
"device_hash": "4d84ae453bf98ae6735cb0f20f14d80eddb83d8a",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_6_1) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/22.0.869.0 Safari/533.1",
"session_id": "886efe33-dc30-4380-9d55-7b9ba68e207c",
"risk_score": 23.98,
... | null | null | null | null | null | No additional info | Trellix Alert: Supply Chain Compromise detected from 38.244.184.100 targeting 202.170.230.194 No additional info | null | null | null | null | 38.244.184.100 | 202.170.230.194 | Supply Chain Compromise | SIG-7953 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
65c924b5-5c8c-4a52-a62c-ee4418f893f5 | 2025-03-20T09:48:17 | endpoint | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint powershell_exec /foot/practice.flac by lori52 MITRE Technique: T1053.005 noise=categories/tag/wp-content | {
"geo_location": "Thailand",
"device_hash": "046764ac41a469a544b8a035634d7b527817d460",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; el-CY) AppleWebKit/531.2.3 (KHTML, like Gecko) Version/4.0.5 Mobile/8B111 Safari/6531.2.3",
"session_id": "4a34bc42-7cf5-4f35-b829-c02cb425d7b5",
"risk... | lori52 | powershell_exec | /foot/practice.flac | 6,813 | powershell.exe | MITRE Technique: T1053.005 | Endpoint powershell_exec /foot/practice.flac by lori52 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 |
6e31f31f-ddfb-446d-a20e-55fc063eed7e | 2025-04-29T15:20:27 | network | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|critical| desc=Network disconnection from 148.253.233.13 to 106.246.118.205 No additional info | {
"geo_location": "Suriname",
"device_hash": "66183c517fbbef73d82942b6087c9a1d7990e769",
"user_agent": "Opera/9.60.(X11; Linux i686; tt-RU) Presto/2.9.168 Version/10.00",
"session_id": "63ecdc31-10ee-43f2-b769-e09549065583",
"risk_score": 66.73,
"confidence": 0.44
} | null | disconnection | null | null | null | No additional info | Network disconnection from 148.253.233.13 to 106.246.118.205 No additional info | null | null | null | null | 148.253.233.13 | 106.246.118.205 | null | null | null | null | null | null | null | null | null | null | ICMP | 660,281 | null | null | null |
d0eca86d-a94a-423e-b6a6-904bdac30cf3 | 2025-03-26T17:49:10 | ai | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|critical| desc=AI system training_data_poisoning by kharris No additional info | {
"geo_location": "Russia",
"device_hash": "dbb0e170177cbc41833ed2f6aad93469",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_9_8 rv:5.0; hy-AM) AppleWebKit/532.29.2 (KHTML, like Gecko) Version/5.1 Safari/532.29.2",
"session_id": "6a7c7cfe-c781-4fb0-ac3d-90df54ebf1a1",
"risk_score": 63.37,
"con... | kharris | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by kharris No additional info | null | null | null | null | null | null | null | null | null | null | null | model-e62393fb | 90e5268d141e3c155b8e578aa408e39fc9efe81bb991454ac148565fe2630129 | fe4984d0aad9ead0ccb7f3d8f8020b08b38a2ee94d1969f566393d2a08e0ef0d | null | null | null | null | null | null | null |
4bc24683-f028-40d3-9b08-753b81504d13 | 2025-05-27T09:42:13 | auth | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|medium| desc=Auth bypass for danieljackson via MFA from 166.84.35.156 No additional info | {
"geo_location": "Bolivia",
"device_hash": "b43e8a5ae6664fc2928dd5032a96f1ed9c478d7a45471f3abc8c0ace6fb776a8",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 11.0; Trident/4.0)",
"session_id": "bfd4cab9-9d6b-4e0f-9a8c-9e2dd2a33761",
"risk_score": 81.54,
"confidence": 0.39
} | danieljackson | bypass | null | null | null | No additional info | Auth bypass for danieljackson via MFA from 166.84.35.156 No additional info | null | null | null | null | 166.84.35.156 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 03:c2:47:a0:78:82 |
5aa430d4-2911-4424-b44e-8b66911af680 | 2025-03-25T19:01:02 | ai | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|info| desc=AI system adversarial_input by chavezanthony No additional info | {
"geo_location": "Albania",
"device_hash": "600dd93c45c896683fabd4e50a6ccfe6315acd7c",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98; Win 9x 4.90) AppleWebKit/535.18.3 (KHTML, like Gecko) Version/4.0.5 Safari/535.18.3",
"session_id": "3120e39b-db11-4c4b-95b2-be315287632c",
"risk_score": 61.19,
"confid... | chavezanthony | adversarial_input | null | null | null | No additional info | AI system adversarial_input by chavezanthony No additional info | null | null | null | null | null | null | null | null | null | null | null | model-48c19e51 | 93785672e726fdf6a19535b1ab1780c4f6e7063c | 428ea8336dbb4be29ab92b595b4b7c8f2358b04bd69951b522008409e7969e3f | null | null | null | null | null | null | null |
fe7cb8b2-a045-4252-9744-20287ebe852e | 2025-07-06T05:48:22 | auth | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|info| desc=Auth challenge for amykennedy via biometric from 202.53.49.207 No additional info noise=line|factor|dinner | {
"geo_location": "Morocco",
"device_hash": "f1772753b6ffab67b7f20e009a4885ab22133ad7",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/5760-05-21 14:48:39 Firefox/3.6.7",
"session_id": "0cca4a20-0ae3-45d9-a30e-31cb5c710f00",
"risk_score": 64.51,
"confidence": 0.5
} | amykennedy | challenge | null | null | null | No additional info | Auth challenge for amykennedy via biometric from 202.53.49.207 No additional info | null | null | null | null | 202.53.49.207 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | ca:9b:04:2c:d7:cd |
af7852be-de5f-4b99-97ae-a7ebbfde13e1 | 2025-02-01T14:37:59 | cloud | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|high| desc=Cloud config_change in Azure by hernandezclaudia No additional info | {
"geo_location": "Cape Verde",
"device_hash": "845136a2ea3225e4d557a5985016f40f",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.0) AppleWebKit/531.26.6 (KHTML, like Gecko) Version/4.0.5 Safari/531.26.6",
"session_id": "a5b9eaf5-1a39-4d8d-8074-dd481ad8c359",
"risk_score": 56.85,
"confidence": 0.65
} | hernandezclaudia | config_change | null | null | null | No additional info | Cloud config_change in Azure by hernandezclaudia No additional info | null | null | null | null | null | null | null | null | null | Azure | res-c1a86262 | null | null | null | null | null | null | null | null | null | null |
c62901eb-53d3-4b03-b746-be4b613f4876 | 2025-02-17T14:27:19 | iot | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|low| desc=IoT device Thermostat physical_tamper No additional info | {
"geo_location": "Mongolia",
"device_hash": "2c4dc3c969ec793eaf14d706c248bda9a1367c67",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 4.0) AppleWebKit/533.11.7 (KHTML, like Gecko) Version/5.0.1 Safari/533.11.7",
"session_id": "6bd264c1-dd55-4be2-a199-468b9d44568b",
"risk_score": 45.88,
"confidence": 0... | null | physical_tamper | null | null | null | No additional info | IoT device Thermostat physical_tamper No additional info | null | Thermostat | iot-9c85a0b8 | 6.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
47899671-596a-4079-a113-9da6cc24d9d3 | 2025-06-13T18:50:43 | network | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|critical| desc=Network beaconing from 146.31.230.230 to 189.185.42.187 MITRE Technique: T1078.004 | Associated Threat Actor: APT34 noise=blog/search/categories | {
"geo_location": "Tuvalu",
"device_hash": "946bdb8d065c7750de693502644fa1c6479c8d3b10aad0ea3097933701a63d23",
"user_agent": "Opera/9.74.(Windows NT 11.0; ka-GE) Presto/2.9.178 Version/10.00",
"session_id": "46156cd4-be72-49b2-9d59-e59623439d61",
"risk_score": 79,
"confidence": 0.68
} | null | beaconing | null | null | null | MITRE Technique: T1078.004 | Associated Threat Actor: APT34 | Network beaconing from 146.31.230.230 to 189.185.42.187 MITRE Technique: T1078.004 | Associated Threat Actor: APT34 | null | null | null | null | 146.31.230.230 | 189.185.42.187 | null | null | null | null | null | null | null | null | null | null | TCP | 435,360 | null | null | null |
5b3d27da-08dc-4db2-a15e-34c7763e3889 | 2025-05-14T02:29:18 | auth | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|medium| desc=Auth locked for ericrhodes via SAML from 18.44.209.230 No additional info noise=01CAF523 | {
"geo_location": "Serbia",
"device_hash": "9a0bd00324a0ef697fdd331c206591efb2bf7f99404575f13329a2fc293d23f5",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.0; Trident/5.1)",
"session_id": "4833561b-a922-46fb-9902-5a32de10cd52",
"risk_score": 41.79,
"confidence": 0.87
} | ericrhodes | locked | null | null | null | No additional info | Auth locked for ericrhodes via SAML from 18.44.209.230 No additional info | null | null | null | null | 18.44.209.230 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | b0:a9:92:aa:ed:e3 |
f7ae6a56-eeed-4e59-b066-8d5c03e1dd8e | 2025-02-26T01:05:59 | network | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|medium| desc=Network connection from 98.20.56.209 to 144.139.117.100 No additional info | {
"geo_location": "Barbados",
"device_hash": "86f6383d45e279f16290adc70188539f6164504e",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_9 rv:2.0; lb-LU) AppleWebKit/531.5.7 (KHTML, like Gecko) Version/5.1 Safari/531.5.7",
"session_id": "03454c82-6335-425d-af1a-28ae6c9ff6c8",
"risk_score": 42.09,
... | null | connection | null | null | null | No additional info | Network connection from 98.20.56.209 to 144.139.117.100 No additional info | null | null | null | null | 98.20.56.209 | 144.139.117.100 | null | null | null | null | null | null | null | null | null | null | HTTP | 609,088 | null | null | null |
1d3bb96a-5ade-49a7-9aaf-9727447e09b8 | 2025-03-10T14:15:08 | ids_alert | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ids_alert|critical| desc=Vectra AI Alert: MFA Bypass detected from 41.103.224.97 targeting 164.105.192.174 No additional info | {
"geo_location": "Bermuda",
"device_hash": "b0be4add361304b95ab8462cb4eee959",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 14_8_1 like Mac OS X) AppleWebKit/532.2 (KHTML, like Gecko) FxiOS/11.1s3612.0 Mobile/05P915 Safari/532.2",
"session_id": "ae0aca72-a8ac-4fe0-8dd2-3416cadb5501",
"risk_score": 65.75... | null | null | null | null | null | No additional info | Vectra AI Alert: MFA Bypass detected from 41.103.224.97 targeting 164.105.192.174 No additional info | null | null | null | null | 41.103.224.97 | 164.105.192.174 | MFA Bypass | SIG-8804 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
055b1559-7c21-4ca4-9934-262dd32cc519 | 2025-06-25T21:35:55 | cloud | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|critical| desc=Cloud permission_escalation in Alibaba by millerkeith MITRE Technique: T1059.005 | {
"geo_location": "Czech Republic",
"device_hash": "b49fba240d68b3b33731b4a51308e797",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.01; Trident/5.0)",
"session_id": "ea0e4be9-f7b8-4ec2-8e41-7cc0b6a6983b",
"risk_score": 55.1,
"confidence": 0.56
} | millerkeith | permission_escalation | null | null | null | MITRE Technique: T1059.005 | Cloud permission_escalation in Alibaba by millerkeith MITRE Technique: T1059.005 | null | null | null | null | null | null | null | null | null | Alibaba | res-c375c046 | null | null | null | null | null | null | null | null | null | null |
fc4fe29b-1959-4873-ac99-fdfbc123a828 | 2025-03-24T00:45:50 | firewall | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|critical| desc=Firewall allow RDP traffic from 10.192.201.231:604 to 10.137.204.223:998 Unconventional IOC: UEFI variable tampering | {
"geo_location": "Colombia",
"device_hash": "35ed49b61d207782123bbee29d34b42f",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; bhb-IN) AppleWebKit/532.7.3 (KHTML, like Gecko) Version/3.0.5 Mobile/8B116 Safari/6532.7.3",
"session_id": "87ba2977-77bf-4953-84a6-06370d194ec8",
"risk_score"... | null | allow | null | null | null | Unconventional IOC: UEFI variable tampering | Firewall allow RDP traffic from 10.192.201.231:604 to 10.137.204.223:998 Unconventional IOC: UEFI variable tampering | null | null | null | null | 10.192.201.231 | 10.137.204.223 | null | null | null | null | null | null | null | null | 604 | 998 | RDP | 33,299 | 1,585 | null | null |
2d79a14a-0ce2-459f-a25b-747b418cc619 | 2025-01-16T23:29:21 | firewall | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall log-only SMB traffic from 207.131.183.148:258 to 131.190.195.215:639 MITRE Technique: T1190 | Associated Threat Actor: APT35 | {
"geo_location": "Finland",
"device_hash": "99269089ee992a3edaa28ee6d340f9c494fe0471051738ebe70bb6b339c50be8",
"user_agent": "Opera/9.67.(X11; Linux i686; gl-ES) Presto/2.9.189 Version/11.00",
"session_id": "02b30864-bb11-4ebe-bfac-9291599a2a3c",
"risk_score": 27.8,
"confidence": 0.77
} | null | log-only | null | null | null | MITRE Technique: T1190 | Associated Threat Actor: APT35 | Firewall log-only SMB traffic from 207.131.183.148:258 to 131.190.195.215:639 MITRE Technique: T1190 | Associated Threat Actor: APT35 | null | null | null | null | 207.131.183.148 | 131.190.195.215 | null | null | null | null | null | null | null | null | 258 | 639 | SMB | 915,250 | 3,282 | null | null |
fcf0a62c-13b3-49fb-8b7c-df303b336805 | 2025-04-01T13:18:34 | endpoint | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint process_stop /stuff/for.mp4 by joshua44 MITRE Technique: T1218.011 | {
"geo_location": "Moldova",
"device_hash": "84188b59457f7db7b46941dcb8dd12aa5c822bd541192e9bff03dd115d90d575",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_12_5 rv:2.0; te-IN) AppleWebKit/532.37.7 (KHTML, like Gecko) Version/4.1 Safari/532.37.7",
"session_id": "b8142dac-c2df-4585-a828-82f2ec617522",
... | joshua44 | process_stop | /stuff/for.mp4 | 6,627 | cmd.exe | MITRE Technique: T1218.011 | Endpoint process_stop /stuff/for.mp4 by joshua44 MITRE Technique: T1218.011 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
584e10f2-76ef-4b50-98f1-9ab2771438d3 | 2025-02-19T12:40:52 | network | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|high| desc=Network beaconing from 20.223.239.119 to 15.72.235.225 No additional info | {
"geo_location": "Jordan",
"device_hash": "6c4c38bee6e6c6eeecf9080fb6da06dde24813eb087ce02cd5995d76b41e1b06",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/532.50.5 (KHTML, like Gecko) Version/4.0.3 Safari/532.50.5",
"session_id": "5fbd1532-f4d9-49f1-a80b-ad7a1ab47579",
"risk_score": 3... | null | beaconing | null | null | null | No additional info | Network beaconing from 20.223.239.119 to 15.72.235.225 No additional info | null | null | null | null | 20.223.239.119 | 15.72.235.225 | null | null | null | null | null | null | null | null | null | null | HTTP | 357,311 | null | null | null |
488eb4e9-4239-4b2e-a2ea-a39e11b2d04a | 2025-06-11T01:15:18 | auth | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|info| desc=Auth bypass for njames via password from 10.180.50.35 No additional info | {
"geo_location": "Sao Tome and Principe",
"device_hash": "2e4605f074ecf712483dae91bd0dc24667f71d57",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_5_2) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/51.0.853.0 Safari/533.1",
"session_id": "a2a6aeaa-ad4d-4c78-8fea-9501d5522ecd",
"risk_score": 9.83,
... | njames | bypass | null | null | null | No additional info | Auth bypass for njames via password from 10.180.50.35 No additional info | {
"baseline_deviation": 2.19,
"entropy": 3.98,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 10.180.50.35 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 3e:c0:0a:a1:cc:c9 |
03608de3-8606-4849-8b3f-edab25c3939f | 2025-03-30T00:18:04 | auth | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|low| desc=Auth failed for bryanjohnson via SAML from 114.217.191.112 MITRE Technique: T1053.005 | Unconventional IOC: Quantum random number deviations noise=then|role|discussion | {
"geo_location": "Portugal",
"device_hash": "a7ace8efd2d5bf6ce1e0c1474fb42a503538b7b7dc9cd1af17583c6fff0df81e",
"user_agent": "Mozilla/5.0 (Windows NT 5.1; ur-IN; rv:1.9.0.20) Gecko/9143-07-11 16:01:01 Firefox/3.8",
"session_id": "3150c288-d890-4374-8678-5b353bd7a561",
"risk_score": 87.4,
"confidence": 0.9... | bryanjohnson | failed | null | null | null | MITRE Technique: T1053.005 | Unconventional IOC: Quantum random number deviations | Auth failed for bryanjohnson via SAML from 114.217.191.112 MITRE Technique: T1053.005 | Unconventional IOC: Quantum random number deviations | null | null | null | null | 114.217.191.112 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | 5d:ff:d4:dd:d4:aa |
4d21b992-f868-49d9-a857-5e5c2f687e7a | 2025-05-22T01:07:56 | auth | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|medium| desc=Auth challenge for crystalgarrett via passwordless from 55.205.181.241 MITRE Technique: T1566.001 noise=QXdheS4= | {
"geo_location": "Antigua and Barbuda",
"device_hash": "794adce2856cc63d79202451cdcd1a662f5cd16e",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_4 like Mac OS X) AppleWebKit/536.2 (KHTML, like Gecko) CriOS/36.0.833.0 Mobile/46V106 Safari/536.2",
"session_id": "c62b3938-dea1-4eec-85e5-d96436d0fe45",
"risk_... | crystalgarrett | challenge | null | null | null | MITRE Technique: T1566.001 | Auth challenge for crystalgarrett via passwordless from 55.205.181.241 MITRE Technique: T1566.001 | null | null | null | null | 55.205.181.241 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 79:99:50:a1:30:eb |
976846cb-5b3e-4d14-9389-81c99df91f90 | 2025-03-11T22:39:36 | network | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|low| desc=Network beaconing from 70.98.120.74 to 221.26.199.78 No additional info | {
"geo_location": "Syrian Arab Republic",
"device_hash": "62239213399e257364961986457c707fd9ad1e81",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.1; Trident/5.1)",
"session_id": "2e94bd7e-04e0-40d8-b803-5a82dd8c423a",
"risk_score": 55.25,
"confidence": 0.38
} | null | beaconing | null | null | null | No additional info | Network beaconing from 70.98.120.74 to 221.26.199.78 No additional info | null | null | null | null | 70.98.120.74 | 221.26.199.78 | null | null | null | null | null | null | null | null | null | null | TCP | 381,143 | null | null | null |
98ec115c-8e4e-4a9c-b698-116003f08b47 | 2025-02-07T15:17:59 | iot | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|critical| desc=IoT device Medical sensor_spoofing No additional info noise=wp-content/main | {
"geo_location": "Azerbaijan",
"device_hash": "59a6e10332997865b1585a3cba8d521e",
"user_agent": "Opera/8.84.(Windows NT 11.0; ks-IN) Presto/2.9.160 Version/11.00",
"session_id": "0c770ac4-27ee-4fca-94fd-fc2f58e86bfb",
"risk_score": 54.01,
"confidence": 0.54
} | null | sensor_spoofing | null | null | null | No additional info | IoT device Medical sensor_spoofing No additional info | null | Medical | iot-b11a24cc | 4.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
88fb4fcf-b196-44be-a255-3e90921bf18c | 2025-06-18T05:09:46 | network | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|critical| desc=Network connection from 83.75.179.176 to 124.96.164.86 No additional info | {
"geo_location": "Cocos (Keeling) Islands",
"device_hash": "f00c4c6e0f18af887d5bd407d88b9fbc",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 98; Win 9x 4.90; Trident/5.1)",
"session_id": "4b3e692d-c0a7-4b1a-a461-67b962a8dbe4",
"risk_score": 72.04,
"confidence": 0.94
} | null | connection | null | null | null | No additional info | Network connection from 83.75.179.176 to 124.96.164.86 No additional info | null | null | null | null | 83.75.179.176 | 124.96.164.86 | null | null | null | null | null | null | null | null | null | null | TCP | 536,407 | null | null | null |
97351f5e-eb9b-4a8b-81d0-b9fae2176f1e | 2025-05-30T20:08:35 | endpoint | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint wmi_exec /audience/traditional.flac by christina82 No additional info | {
"geo_location": "French Polynesia",
"device_hash": "cea991a8137c1a63fb9b26fef01d31a9",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; sa-IN) AppleWebKit/531.25.5 (KHTML, like Gecko) Version/4.0.5 Mobile/8B112 Safari/6531.25.5",
"session_id": "1f44b2c5-0de7-4ef0-9083-d1145ba9a97f",
"ri... | christina82 | wmi_exec | /audience/traditional.flac | 5,028 | explorer.exe | No additional info | Endpoint wmi_exec /audience/traditional.flac by christina82 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
23b409cb-777a-48ae-8c1c-c391826bea59 | 2025-05-08T12:19:57 | firewall | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall drop SMB traffic from 190.56.76.6:356 to 10.181.222.206:28508 No additional info | {
"geo_location": "Eritrea",
"device_hash": "21ae081b9814cb1bddbc9abee35fdaa8",
"user_agent": "Opera/8.53.(X11; Linux x86_64; mni-IN) Presto/2.9.167 Version/10.00",
"session_id": "9a2e2dfb-feb1-4786-a9d8-e1e4ff1d675d",
"risk_score": 34.74,
"confidence": 1
} | null | drop | null | null | null | No additional info | Firewall drop SMB traffic from 190.56.76.6:356 to 10.181.222.206:28508 No additional info | null | null | null | null | 190.56.76.6 | 10.181.222.206 | null | null | null | null | null | null | null | null | 356 | 28,508 | SMB | 658,101 | 1,222 | null | null |
7edd8182-4be3-4af4-aabd-90ddfe664726 | 2025-05-18T11:29:09 | endpoint | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint process_start /security/large.mp3 by crystal62 No additional info | {
"geo_location": "Saint Kitts and Nevis",
"device_hash": "fdeac37a0b38a07ccd97583abba786d09100eb4cce9a04a4fb25e65a5a5696bf",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.2; Trident/5.1)",
"session_id": "a49931ac-0f38-4467-9446-a26bee909fb4",
"risk_score": 38.39,
"confidence": 0.03
} | crystal62 | process_start | /security/large.mp3 | 4,204 | cmd.exe | No additional info | Endpoint process_start /security/large.mp3 by crystal62 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6fb102d9-1d9c-451e-9a4c-373258c81074 | 2025-04-11T08:20:07 | ai | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|high| desc=AI system model_inversion by williamandersen No additional info | {
"geo_location": "Greece",
"device_hash": "34fbcf2d12975423791cb5447853432ec5300737",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; ff-SN) AppleWebKit/534.3.6 (KHTML, like Gecko) Version/4.0.5 Mobile/8B114 Safari/6534.3.6",
"session_id": "1afeda7f-3eb9-4b0a-8a1e-c18f979e7e1f",
"risk_s... | williamandersen | model_inversion | null | null | null | No additional info | AI system model_inversion by williamandersen No additional info | null | null | null | null | null | null | null | null | null | null | null | model-64c6176f | a9f24563bd19af2a08b9a12a1ed7f947 | 4bfb4fe72fe255aeb55af6e0f7be0acf | null | null | null | null | null | null | null |
781016e6-50c2-4c8d-9664-eeee8951a09b | 2025-01-20T18:38:35 | ai | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ai|critical| desc=AI system prompt_injection by vjohnson No additional info | {
"geo_location": "Cuba",
"device_hash": "6508fc9f941a9ac5984794cb07dbe5fe8fdc23bf8e479e50fa74840391e18dc1",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_8 rv:5.0; ks-IN) AppleWebKit/534.7.6 (KHTML, like Gecko) Version/5.0.1 Safari/534.7.6",
"session_id": "f72c502d-238a-4c67-932b-6fbd74c57a3e"... | vjohnson | prompt_injection | null | null | null | No additional info | AI system prompt_injection by vjohnson No additional info | null | null | null | null | null | null | null | null | null | null | null | model-02a657d9 | 46ece89ddd7815928f7c71d5ad3143fbba6fd269 | b1a6793b37e07d2f29eb4373ddcb8409 | null | null | null | null | null | null | null |
966a23ce-8fba-43ac-bcff-61dc0ec985bd | 2025-06-01T10:40:53 | ids_alert | Darktrace v6.0.0 | emergency | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|emergency| desc=Darktrace Alert: DNS Tunneling detected from 56.72.87.69 targeting N/A No additional info | {
"geo_location": "Oman",
"device_hash": "c9e13ee03c4cb4700cf3ca445690ed9e0f8b7e1a",
"user_agent": "Mozilla/5.0 (Android 13; Mobile; rv:47.0) Gecko/47.0 Firefox/47.0",
"session_id": "7b902dce-b57d-4e45-9361-5f144b573de3",
"risk_score": 32.52,
"confidence": 0.69
} | null | null | null | null | null | No additional info | Darktrace Alert: DNS Tunneling detected from 56.72.87.69 targeting N/A No additional info | null | null | null | null | 56.72.87.69 | N/A | DNS Tunneling | SIG-2172 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
9fad1a6d-4284-4550-b6e6-c808b9696997 | 2025-03-20T13:07:01 | auth | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|high| desc=Auth bypass for barbara97 via biometric from 10.83.99.17 No additional info | {
"geo_location": "Comoros",
"device_hash": "216676ff831a03ce84a0b560c766c9f6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 10.0; Trident/3.0)",
"session_id": "f4b7bfa6-ea24-4fce-83dd-b4df1b8e5f88",
"risk_score": 9.21,
"confidence": 0.68
} | barbara97 | bypass | null | null | null | No additional info | Auth bypass for barbara97 via biometric from 10.83.99.17 No additional info | null | null | null | null | 10.83.99.17 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | b9:fa:c6:d7:87:af |
c07417a7-ffcb-4546-b569-4527c126acaa | 2025-04-12T04:50:03 | ids_alert | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|critical| desc=Trellix Alert: Cloud API Abuse detected from 89.191.235.155 targeting N/A No additional info noise=explore | {
"geo_location": "Vanuatu",
"device_hash": "186514b54bbb9ac937a6cd16dc6d7d27",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_3 rv:5.0; mni-IN) AppleWebKit/535.25.4 (KHTML, like Gecko) Version/5.0.4 Safari/535.25.4",
"session_id": "3dfb2b36-7e96-48ea-8eec-6754bbf5506f",
"risk_score": 29.5,
"con... | null | null | null | null | null | No additional info | Trellix Alert: Cloud API Abuse detected from 89.191.235.155 targeting N/A No additional info | null | null | null | null | 89.191.235.155 | N/A | Cloud API Abuse | SIG-5350 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
ac3dd3fa-abbd-4398-8319-4f1aa080194e | 2025-01-13T19:07:29 | iot | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|iot|low| desc=IoT device Medical firmware_update No additional info | {
"geo_location": "Cyprus",
"device_hash": "54e29975502d1b1905bbc0135974eba1276302b8",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; br-FR) AppleWebKit/532.10.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B117 Safari/6532.10.2",
"session_id": "77701f16-f149-438d-89cd-9c5aa4101c22",
"risk... | null | firmware_update | null | null | null | No additional info | IoT device Medical firmware_update No additional info | null | Medical | iot-c64c8e14 | 10.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9b5ee7ae-71ff-4ab7-901f-97a39d0665b1 | 2025-06-13T10:46:21 | endpoint | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint process_stop /amount/result.numbers by david73 No additional info | {
"geo_location": "Palestinian Territory",
"device_hash": "533f16f89f8716358beb4c6fe8b1ada015a7f6f8",
"user_agent": "Mozilla/5.0 (Windows 95) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/47.0.849.0 Safari/531.2",
"session_id": "ccd2a806-7db6-42fe-b6f6-84f77fc23799",
"risk_score": 66.01,
"confidence": 0.36
} | david73 | process_stop | /amount/result.numbers | 117 | powershell.exe | No additional info | Endpoint process_stop /amount/result.numbers by david73 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
26979892-d9fc-4a5e-949e-c7e965a9ebcb | 2025-02-17T21:18:56 | cloud | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|cloud|medium| desc=Cloud shadow_it in GCP by xsanchez No additional info | {
"geo_location": "Nigeria",
"device_hash": "f0976ff7e08dba963f1028a215884b37b364aee0",
"user_agent": "Mozilla/5.0 (Linux; Android 4.2) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/44.0.805.0 Safari/531.2",
"session_id": "90d777a6-4b02-4006-ab9b-1c12bfea50a4",
"risk_score": 25.58,
"confidence": 0.23
} | xsanchez | shadow_it | null | null | null | No additional info | Cloud shadow_it in GCP by xsanchez No additional info | null | null | null | null | null | null | null | null | null | GCP | res-8a79ea1d | null | null | null | null | null | null | null | null | null | null |
9389ba80-3b55-4304-8f24-c72a004e166a | 2025-02-03T19:00:11 | auth | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|medium| desc=Auth challenge for wgonzales via OAuth from 84.242.10.150 No additional info | {
"geo_location": "Reunion",
"device_hash": "29c310f3d033d792898c212c916e2586",
"user_agent": "Opera/8.76.(Windows 95; cmn-TW) Presto/2.9.180 Version/11.00",
"session_id": "a46c172c-7476-41f0-abb6-51cad182dce1",
"risk_score": 69.44,
"confidence": 0.41
} | wgonzales | challenge | null | null | null | No additional info | Auth challenge for wgonzales via OAuth from 84.242.10.150 No additional info | {
"baseline_deviation": 0.73,
"entropy": 6.23,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 84.242.10.150 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 9a:a1:3f:3c:01:90 |
c81798d2-6bcc-4d52-89c9-ea9126318901 | 2025-06-27T17:23:01 | 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: Port Scan detected from 200.167.108.26 targeting 118.241.142.64 MITRE Technique: T1218.011 noise=28BB417E | {
"geo_location": "Russia",
"device_hash": "c007b64095cae8c5832ebd2e0d1f1ff639f70e21",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/42.0.859.0 Safari/532.0",
"session_id": "4a8ee87a-69f2-49c1-9454-02c68270c499",
"risk_score": 26.33,
"confidence": 0.08
} | null | null | null | null | null | MITRE Technique: T1218.011 | Microsoft Sentinel Alert: Port Scan detected from 200.167.108.26 targeting 118.241.142.64 MITRE Technique: T1218.011 | null | null | null | null | 200.167.108.26 | 118.241.142.64 | Port Scan | SIG-7019 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
4e4dad69-252d-47b8-8e50-59d1122aa2d4 | 2025-06-29T03:17:48 | firewall | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|medium| desc=Firewall allow UDP traffic from 188.216.52.196:14113 to 137.110.187.118:958 No additional info | {
"geo_location": "Mali",
"device_hash": "5c31bdbede5b21ad46ee1a9fdbe9432ebeadf63b",
"user_agent": "Opera/9.23.(Windows NT 5.2; nso-ZA) Presto/2.9.172 Version/12.00",
"session_id": "1f96e503-3563-4bb4-8aaa-d318b399e1fa",
"risk_score": 57.96,
"confidence": 0.48
} | null | allow | null | null | null | No additional info | Firewall allow UDP traffic from 188.216.52.196:14113 to 137.110.187.118:958 No additional info | null | null | null | null | 188.216.52.196 | 137.110.187.118 | null | null | null | null | null | null | null | null | 14,113 | 958 | UDP | 736,112 | 669 | null | null |
12a2f089-c50c-454b-a6fd-9bbb564d4c9a | 2025-04-28T23:30:11 | ids_alert | Darktrace v6.0.0 | emergency | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|emergency| desc=Darktrace Alert: Port Scan detected from 10.227.195.64 targeting N/A MITRE Technique: T1218.011 noise=behavior|leader|hospital | {
"geo_location": "Saint Pierre and Miquelon",
"device_hash": "93b13785bf6a44f03a3b522d75cb8540927667315d9aa4a970ecfa95de911635",
"user_agent": "Opera/9.49.(Windows 98; sa-IN) Presto/2.9.160 Version/10.00",
"session_id": "2e65dc6d-d602-4bf9-9f27-5be825326863",
"risk_score": 41.08,
"confidence": 0.29
} | null | null | null | null | null | MITRE Technique: T1218.011 | Darktrace Alert: Port Scan detected from 10.227.195.64 targeting N/A MITRE Technique: T1218.011 | null | null | null | null | 10.227.195.64 | N/A | Port Scan | SIG-6334 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
1e4cc945-0651-49ed-b2a4-8c22819dec8d | 2025-07-07T18:38:42 | firewall | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|critical| desc=Firewall inspect NTP traffic from 182.8.130.23:23 to 123.210.146.94:205 No additional info | {
"geo_location": "Saint Lucia",
"device_hash": "6a0f7dedbc14b654c4d56771d90ae8c4a5fe2586",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 10.0; Trident/5.0)",
"session_id": "9cb4f390-6fea-46ae-a85e-7d5e2e2b1e39",
"risk_score": 17.72,
"confidence": 0.58
} | null | inspect | null | null | null | No additional info | Firewall inspect NTP traffic from 182.8.130.23:23 to 123.210.146.94:205 No additional info | null | null | null | null | 182.8.130.23 | 123.210.146.94 | null | null | null | null | null | null | null | null | 23 | 205 | NTP | 239,027 | 1,678 | null | null |
547c0f75-a5e9-4115-914c-c5253120171b | 2025-05-08T17:47:08 | network | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|network|high| desc=Network disconnection from 186.61.253.150 to 43.26.194.120 No additional info | {
"geo_location": "Turks and Caicos Islands",
"device_hash": "f0f4070ede6a5ec25b848efbaf72446b99f47a2e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows CE; Trident/3.0)",
"session_id": "272a84a5-129a-490a-a9a1-482a3b89eaaa",
"risk_score": 38.71,
"confidence": 0.32
} | null | disconnection | null | null | null | No additional info | Network disconnection from 186.61.253.150 to 43.26.194.120 No additional info | null | null | null | null | 186.61.253.150 | 43.26.194.120 | null | null | null | null | null | null | null | null | null | null | UDP | 807,214 | null | null | null |
6d2bfa7a-2f50-46f5-9b6e-e3217723fe7f | 2025-07-10T10:05:12 | iot | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|critical| desc=IoT device Camera command_injection No additional info | {
"geo_location": "Lao People's Democratic Republic",
"device_hash": "f2e1c2fe25df2e2520c322c7dbc095d20368d3204afaa2b2438797ce0aea9bdd",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 2_2_1 like Mac OS X) AppleWebKit/534.2 (KHTML, like Gecko) CriOS/29.0.853.0 Mobile/86Y135 Safari/534.2",
"session_id": "e45996df-... | null | command_injection | null | null | null | No additional info | IoT device Camera command_injection No additional info | null | Camera | iot-b52d299a | 7.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
eb016f14-fafd-4cea-8884-dfdbe03e214f | 2025-07-02T12:16:32 | endpoint | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint persistence_mechanism /improve/often.wav by rthomas MITRE Technique: T1134.001 noise=EBBAAD2D | {
"geo_location": "Syrian Arab Republic",
"device_hash": "be59d9ae1aea826d535561854f5c4d17",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.2) AppleWebKit/531.29.6 (KHTML, like Gecko) Version/4.0 Safari/531.29.6",
"session_id": "cee05e70-df1e-4a35-91d4-2c2c33fdc502",
"risk_score": 100,
"confidence": 0... | rthomas | persistence_mechanism | /improve/often.wav | 1,779 | explorer.exe | MITRE Technique: T1134.001 | Endpoint persistence_mechanism /improve/often.wav by rthomas MITRE Technique: T1134.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
dfdb369d-df7e-4b04-89e5-b7f0a6cf9092 | 2025-07-02T23:34:32 | auth | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|info| desc=Auth failed for rbanks via passwordless from 73.49.92.153 No additional info | {
"geo_location": "Lebanon",
"device_hash": "b9cf7e132faf2f9cb66d25c1b8a74e1584f2461e",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.2) AppleWebKit/531.35.7 (KHTML, like Gecko) Version/4.0.3 Safari/531.35.7",
"session_id": "bd76fcc5-925e-4941-9a0f-449df8c2772e",
"risk_score": 34.41,
"confidence": 0.... | rbanks | failed | null | null | null | No additional info | Auth failed for rbanks via passwordless from 73.49.92.153 No additional info | null | null | null | null | 73.49.92.153 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | ff:c7:6f:60:64:6f |
9b8af04b-2ba0-4fe6-9918-bd6f11c874d8 | 2025-05-19T00:43:55 | ids_alert | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|critical| desc=Wazuh Alert: Supply Chain Compromise detected from 222.4.36.196 targeting N/A No additional info noise=posts/categories | {
"geo_location": "Sri Lanka",
"device_hash": "9357e0310c6877e69c633fb90fbed689",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_8_5 rv:3.0; kl-GL) AppleWebKit/533.34.7 (KHTML, like Gecko) Version/5.0.1 Safari/533.34.7",
"session_id": "d730c01c-2827-4c15-8030-6ae2c3797a6c",
"risk_score": 64.68,
"con... | null | null | null | null | null | No additional info | Wazuh Alert: Supply Chain Compromise detected from 222.4.36.196 targeting N/A No additional info | null | null | null | null | 222.4.36.196 | N/A | Supply Chain Compromise | SIG-4787 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
95987716-344b-46b2-903b-2d8eb3bb6674 | 2025-01-31T22:04:00 | iot | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|high| desc=IoT device Sensor physical_tamper Unconventional IOC: UEFI variable tampering | {
"geo_location": "Canada",
"device_hash": "3723f6a7d2322f3324379ea3bf339fac",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 95; Trident/4.1)",
"session_id": "b6c12129-8477-4ae6-ad92-e57be710fa66",
"risk_score": 47.98,
"confidence": 0.76
} | null | physical_tamper | null | null | null | Unconventional IOC: UEFI variable tampering | IoT device Sensor physical_tamper Unconventional IOC: UEFI variable tampering | null | Sensor | iot-b5450836 | 6.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
744c5453-03cf-4551-a50f-38994927a226 | 2022-10-21T07:02:00 | ids_alert | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ids_alert|medium| desc=Palo Alto Cortex Alert: AI Model Poisoning detected from 10.89.105.9 targeting 81.164.82.124 Zero-day exploit pattern detected | {
"geo_location": "Ghana",
"device_hash": "dfe855e170244d53f6ac56f3829d2299a9e9a051a63c76c5892de5a776fcc5ce",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.2; Trident/4.0)",
"session_id": "58749212-20a4-41d3-9d84-f782825a00aa",
"risk_score": 54.74,
"confidence": 0.49
} | null | null | null | null | null | Zero-day exploit pattern detected | Palo Alto Cortex Alert: AI Model Poisoning detected from 10.89.105.9 targeting 81.164.82.124 Zero-day exploit pattern detected | null | null | null | null | 10.89.105.9 | 81.164.82.124 | AI Model Poisoning | SIG-2499 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
2f197e9b-321c-40fb-ba2f-7cb23d53d3fb | 2025-01-24T15:09:37 | network | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|high| desc=Network bandwidth_usage from 34.229.5.242 to 105.255.184.93 No additional info | {
"geo_location": "Russia",
"device_hash": "77a6ebfbf724ddfc996a58880c67b0b48c51b616efb13f105d3046e82bfdad96",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.6.20) Gecko/4531-08-13 22:45:42 Firefox/13.0",
"session_id": "54064c68-623b-4ba2-8edd-375c7b25333f",
"risk_score": 0,
"confidence": 0.37
} | null | bandwidth_usage | null | null | null | No additional info | Network bandwidth_usage from 34.229.5.242 to 105.255.184.93 No additional info | null | null | null | null | 34.229.5.242 | 105.255.184.93 | null | null | null | null | null | null | null | null | null | null | HTTPS | 493,559 | null | null | null |
a9d9a68b-1af9-4d0c-b2ca-66de2cc5075a | 2025-01-30T07:39:53 | ai | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|high| desc=AI system api_abuse by luis43 MITRE Technique: T1547.001 | Associated Threat Actor: Inception Framework | {
"geo_location": "Saudi Arabia",
"device_hash": "4edd75c299db9524ef57fbd14c5463829e5c47c2",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 14_2_1 like Mac OS X) AppleWebKit/534.1 (KHTML, like Gecko) FxiOS/16.0o2904.0 Mobile/62E680 Safari/534.1",
"session_id": "6d269ea2-fb96-4d2c-be51-7a03aadb4e8f",
"risk_... | luis43 | api_abuse | null | null | null | MITRE Technique: T1547.001 | Associated Threat Actor: Inception Framework | AI system api_abuse by luis43 MITRE Technique: T1547.001 | Associated Threat Actor: Inception Framework | null | null | null | null | null | null | null | null | null | null | null | model-043e8105 | c4ad0252f892a1af23659cce643054a9 | 9beb6bbf91945a87aa8e201cb9c6f2cef517ec4450151476855be8a51f80206d | null | null | null | null | null | null | null |
33fa4412-7a35-4f4a-b232-93f694d6bd0e | 2021-07-12T23:24:15 | endpoint | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint registry_change /pattern/century.ods by ckirby MITRE Technique: T1486 | {
"geo_location": "Bulgaria",
"device_hash": "b5d3ebb19e9d1a367f64aa5991b61b1f572cde9f6f1f24b1e39f86b61ed569fb",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; lv-LV) AppleWebKit/531.16.5 (KHTML, like Gecko) Version/3.0.5 Mobile/8B116 Safari/6531.16.5",
"session_id": "f6735d51-0b30-4eab-b... | ckirby | registry_change | /pattern/century.ods | 9,338 | cmd.exe | MITRE Technique: T1486 | Endpoint registry_change /pattern/century.ods by ckirby MITRE Technique: T1486 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
69d09158-23c0-4276-a040-233d7b2cdd0b | 2025-06-06T05:45:38 | firewall | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|info| desc=Firewall quarantine UDP traffic from 78.84.100.97:54719 to 195.100.49.36:238 No additional info noise=116819DB | {
"geo_location": "Australia",
"device_hash": "55167decb5fb111070a904926f7b86c7",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.0; Trident/5.0)",
"session_id": "37e1a637-6506-484c-8087-45318b33d6e5",
"risk_score": 67.98,
"confidence": 0.49
} | null | quarantine | null | null | null | No additional info | Firewall quarantine UDP traffic from 78.84.100.97:54719 to 195.100.49.36:238 No additional info | null | null | null | null | 78.84.100.97 | 195.100.49.36 | null | null | null | null | null | null | null | null | 54,719 | 238 | UDP | 576,045 | 585 | null | null |
50961053-251d-4fc7-926c-b0c81c5ddbbe | 2025-07-09T07:37:34 | ids_alert | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|high| desc=Darktrace Alert: ICS Attack detected from 134.227.65.46 targeting N/A No additional info | {
"geo_location": "Brazil",
"device_hash": "8d080e77650c976b996460b2bab17a8f",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 2_2_1 like Mac OS X) AppleWebKit/532.1 (KHTML, like Gecko) FxiOS/16.8m6084.0 Mobile/58Z258 Safari/532.1",
"session_id": "6bbe2ca7-fae3-4198-a193-543d241de22b",
"risk_score": 30.53,
... | null | null | null | null | null | No additional info | Darktrace Alert: ICS Attack detected from 134.227.65.46 targeting N/A No additional info | null | null | null | null | 134.227.65.46 | N/A | ICS Attack | SIG-3529 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
30663c64-38bc-4dd1-a5dc-9039c128b61c | 2025-03-04T20:01:54 | endpoint | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|info| desc=Endpoint service_install /single/boy.mp3 by lisafletcher MITRE Technique: T1218.011 | {
"geo_location": "Seychelles",
"device_hash": "8f490bdbb96bad97f7ee6ee96ddc62b14ebcbd6a63fe19812a141caa4c2c9cf8",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/9469-07-17 16:13:42 Firefox/3.6.20",
"session_id": "1271ba2d-d0df-4a05-81c6-20cf10d09b27",
"risk_score": 53.77,
"confidence": 0... | lisafletcher | service_install | /single/boy.mp3 | 3,750 | powershell.exe | MITRE Technique: T1218.011 | Endpoint service_install /single/boy.mp3 by lisafletcher MITRE Technique: T1218.011 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9adc09ae-2fa8-4d6f-8dc2-5f3441af7b2c | 2025-02-05T18:12:49 | auth | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|auth|high| desc=Auth success for maxwellcolin via SAML from 182.223.208.26 No additional info | {
"geo_location": "Brunei Darussalam",
"device_hash": "0306e6f35cdb147e547596f3d301d2c9b4fdc15c9053945afa1db40d695ef2b7",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_1 like Mac OS X) AppleWebKit/533.1 (KHTML, like Gecko) CriOS/55.0.847.0 Mobile/98I680 Safari/533.1",
"session_id": "b629e63b-a845-43b4-b0... | maxwellcolin | success | null | null | null | No additional info | Auth success for maxwellcolin via SAML from 182.223.208.26 No additional info | null | null | null | null | 182.223.208.26 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | bc:c0:f0:28:a1:27 |
909de663-82c3-4035-8a85-c6203d44ea6b | 2025-06-24T17:25:38 | cloud | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|cloud|info| desc=Cloud instance_creation in OCI by brandonhaney Associated Threat Actor: Kimsuky noise=half|quality|move | {
"geo_location": "Yemen",
"device_hash": "2bf85c7682fda6969762fc9ab8b3cc09",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_6_0; rv:1.9.3.20) Gecko/6763-06-17 11:10:42 Firefox/3.8",
"session_id": "3c0959bf-0794-4e3b-bb55-8e6b6332626d",
"risk_score": 73.31,
"confidence": 0.61
} | brandonhaney | instance_creation | null | null | null | Associated Threat Actor: Kimsuky | Cloud instance_creation in OCI by brandonhaney Associated Threat Actor: Kimsuky | null | null | null | null | null | null | null | null | null | OCI | res-34efa4e2 | null | null | null | null | null | null | null | null | null | null |
835b847c-2a6d-4edf-aeb8-d1168101bff4 | 2025-06-29T10:02:10 | ids_alert | ArcSight v7.4.0 | emergency | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|emergency| desc=ArcSight Alert: Container Escape detected from 216.91.111.176 targeting 72.0.198.143 MITRE Technique: T1486 noise=T3VyIG5pY2Uu | {
"geo_location": "Cyprus",
"device_hash": "ab50e4118f36ea490a5d269fc31b88892c3a51e0299a7e0c806d82a2dff2351c",
"user_agent": "Mozilla/5.0 (Linux; Android 4.0.4) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/24.0.846.0 Safari/532.1",
"session_id": "7855acc1-106d-4d50-b168-0f496fbb1c9f",
"risk_score": 51.32,
"... | null | null | null | null | null | MITRE Technique: T1486 | ArcSight Alert: Container Escape detected from 216.91.111.176 targeting 72.0.198.143 MITRE Technique: T1486 | null | null | null | null | 216.91.111.176 | 72.0.198.143 | Container Escape | SIG-8712 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
a74dd7d7-456a-4b7c-ad74-418f74fd2b44 | 2025-03-10T09:52:00 | firewall | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|high| desc=Firewall inspect RDP traffic from 29.23.164.141:775 to 61.7.18.21:3778 No additional info | {
"geo_location": "Panama",
"device_hash": "23c31ce9dced22f07094c9b8910bf930",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Win 9x 4.90; Trident/3.0)",
"session_id": "37805bf5-bca6-4c29-b9b6-4e201dfbd854",
"risk_score": 34.4,
"confidence": 0.03
} | null | inspect | null | null | null | No additional info | Firewall inspect RDP traffic from 29.23.164.141:775 to 61.7.18.21:3778 No additional info | null | null | null | null | 29.23.164.141 | 61.7.18.21 | null | null | null | null | null | null | null | null | 775 | 3,778 | RDP | 810,631 | 3,136 | null | null |
5bdb0e8c-70c1-4bcf-86c4-27070379c87c | 2025-06-23T17:39:23 | cloud | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud config_change in Azure by campbellkimberly Associated Threat Actor: BlueNoroff | {
"geo_location": "Australia",
"device_hash": "3479690feca61afdb37b1b72e35aba12",
"user_agent": "Opera/9.67.(X11; Linux x86_64; hne-IN) Presto/2.9.185 Version/11.00",
"session_id": "a476a4f7-bc46-4bf2-ac66-f1b8d232e2d7",
"risk_score": 39.65,
"confidence": 0.28
} | campbellkimberly | config_change | null | null | null | Associated Threat Actor: BlueNoroff | Cloud config_change in Azure by campbellkimberly Associated Threat Actor: BlueNoroff | null | null | null | null | null | null | null | null | null | Azure | res-41303918 | null | null | null | null | null | null | null | null | null | null |
c2c8ffad-eb9b-4e05-9c1b-dbbb73b269e8 | 2025-01-17T11:36:37 | network | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|low| desc=Network connection from 47.166.101.13 to 170.157.197.60 No additional info | {
"geo_location": "Samoa",
"device_hash": "bc391b103eed4c0afffe6d62afbd1630",
"user_agent": "Mozilla/5.0 (Linux; Android 3.2.4) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/46.0.888.0 Safari/533.0",
"session_id": "b7111080-4043-4951-a60c-065acb3ca664",
"risk_score": 64.61,
"confidence": 0.16
} | null | connection | null | null | null | No additional info | Network connection from 47.166.101.13 to 170.157.197.60 No additional info | null | null | null | null | 47.166.101.13 | 170.157.197.60 | null | null | null | null | null | null | null | null | null | null | UDP | 21,541 | null | null | null |
d31f072b-541b-4cfd-aacf-12de0e23750a | 2023-08-12T03:45:42 | cloud | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|info| desc=Cloud shadow_it in Azure by brianna19 MITRE Technique: T1190 | {
"geo_location": "Congo",
"device_hash": "5ab3274c2a64ef9e8a14d9f5d36c3ed5641bcf1ca983f914f134ca9061b8ca2d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 4.0; Trident/5.0)",
"session_id": "582c0caa-e979-4cea-a780-4b7fd7bb8193",
"risk_score": 50.06,
"confidence": 0.69
} | brianna19 | shadow_it | null | null | null | MITRE Technique: T1190 | Cloud shadow_it in Azure by brianna19 MITRE Technique: T1190 | null | null | null | null | null | null | null | null | null | Azure | res-7c178343 | null | null | null | null | null | null | null | null | null | null |
85ff52f4-66e5-4e86-90f8-8611339d865b | 2025-02-01T10:27:08 | auth | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|low| desc=Auth challenge for millerdavid via OAuth from 6.241.83.126 No additional info noise=0E11F863 | {
"geo_location": "Cape Verde",
"device_hash": "99317ac752d48b6cedb7818aa43ed763f4892001",
"user_agent": "Mozilla/5.0 (Linux; Android 2.3.2) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/30.0.842.0 Safari/532.1",
"session_id": "e418b395-293f-49c7-873e-3783b9f23698",
"risk_score": 34.98,
"confidence": 0.09
} | millerdavid | challenge | null | null | null | No additional info | Auth challenge for millerdavid via OAuth from 6.241.83.126 No additional info | null | null | null | null | 6.241.83.126 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | c8:23:92:ed:54:22 |
585d9e93-aba0-4316-a2d4-a88d0bb44189 | 2025-02-21T15:53:49 | network | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|low| desc=Network protocol_anomaly from 115.139.50.125 to 42.238.220.234 No additional info | {
"geo_location": "China",
"device_hash": "102511ebf0cf07eb241f30e532109806a16c02e7acf0716a38e9ff2146a1de3c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.1; Trident/4.1)",
"session_id": "f985ba87-d8be-4ceb-b7b2-260044e366ac",
"risk_score": 75.49,
"confidence": 0.05
} | null | protocol_anomaly | null | null | null | No additional info | Network protocol_anomaly from 115.139.50.125 to 42.238.220.234 No additional info | null | null | null | null | 115.139.50.125 | 42.238.220.234 | null | null | null | null | null | null | null | null | null | null | UDP | 396,514 | null | null | null |
22a4e2d7-91af-4fb2-a685-3b068dabb97b | 2025-05-31T06:39:41 | iot | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|medium| desc=IoT device Thermostat physical_tamper MITRE Technique: T1543.003 | Unconventional IOC: Quantum random number deviations | {
"geo_location": "Libyan Arab Jamahiriya",
"device_hash": "027dbe968e8623ba367f8a711871bbc4b50eee2b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.1; Trident/3.0)",
"session_id": "1fed8c76-5045-46bd-811a-906a04576376",
"risk_score": 64.13,
"confidence": 0.98
} | null | physical_tamper | null | null | null | MITRE Technique: T1543.003 | Unconventional IOC: Quantum random number deviations | IoT device Thermostat physical_tamper MITRE Technique: T1543.003 | Unconventional IOC: Quantum random number deviations | null | Thermostat | iot-526f29c1 | 3.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6f6be4f0-a46e-41b9-8bc7-192fa8437797 | 2025-02-28T23:20:19 | auth | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|medium| desc=Auth locked for anthony80 via passwordless from 10.16.89.93 No additional info | {
"geo_location": "North Macedonia",
"device_hash": "93bfeac31309624e0e63a5481d586606",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/18.0.847.0 Safari/536.1",
"session_id": "49b82739-b798-459a-ae62-73832b91f18b",
"risk_score": 24.18,
"confidence": 0.08
} | anthony80 | locked | null | null | null | No additional info | Auth locked for anthony80 via passwordless from 10.16.89.93 No additional info | null | null | null | null | 10.16.89.93 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | a1:eb:d3:e0:4b:fb |
671b0b80-3da1-4063-b329-998d24f57e7b | 2025-01-19T07:14:54 | iot | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|critical| desc=IoT device Thermostat side_channel MITRE Technique: T1543.003 | Associated Threat Actor: TA505 | {
"geo_location": "Zimbabwe",
"device_hash": "739e5a64a09c721ded838361487fcd97fa0cb57e0671634a4f4f12364360cc2a",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_2_1 like Mac OS X) AppleWebKit/536.0 (KHTML, like Gecko) FxiOS/10.4s5018.0 Mobile/27V492 Safari/536.0",
"session_id": "c5ff58b5-482f-495d-8141-6789541... | null | side_channel | null | null | null | MITRE Technique: T1543.003 | Associated Threat Actor: TA505 | IoT device Thermostat side_channel MITRE Technique: T1543.003 | Associated Threat Actor: TA505 | null | Thermostat | iot-41792c61 | 2.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e4b79370-ffec-406a-ad06-b74736ee733a | 2025-06-11T18:41:21 | endpoint | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint process_stop /can/apply.html by brenda11 No additional info | {
"geo_location": "Niue",
"device_hash": "271cd7d6cc1f5e4b10301d6f98c8a821f18d4af1",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Trident/5.1)",
"session_id": "43a09b36-f290-4696-898a-3c67486ffa0b",
"risk_score": 57.71,
"confidence": 0.54
} | brenda11 | process_stop | /can/apply.html | 8,234 | svchost.exe | No additional info | Endpoint process_stop /can/apply.html by brenda11 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1204c748-8b4c-4983-8e8d-fed4d3b2eee3 | 2025-02-16T06:46:19 | cloud | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|cloud|medium| desc=Cloud config_change in Azure by zsellers No additional info | {
"geo_location": "Congo",
"device_hash": "3059b865b39598b01f2fc03500146e15",
"user_agent": "Mozilla/5.0 (Android 6.0; Mobile; rv:40.0) Gecko/40.0 Firefox/40.0",
"session_id": "3899566f-e5d9-45a2-9fd4-96bbab6a29e6",
"risk_score": 28.19,
"confidence": 0.02
} | zsellers | config_change | null | null | null | No additional info | Cloud config_change in Azure by zsellers No additional info | null | null | null | null | null | null | null | null | null | Azure | res-77a8bb8a | null | null | null | null | null | null | null | null | null | null |
26bae0b1-5ca2-4321-870c-fddff33dfd6a | 2025-03-28T22:20:08 | auth | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|auth|high| desc=Auth bypass for charlesrodriguez via MFA from 61.247.138.19 Associated Threat Actor: Cobalt Group | {
"geo_location": "Guyana",
"device_hash": "c9cee4a98ce7fd620f2e20bd12153053baaa9032",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_12_9 rv:3.0; shs-CA) AppleWebKit/535.15.5 (KHTML, like Gecko) Version/5.0.2 Safari/535.15.5",
"session_id": "9cd67925-6324-4971-b81b-5a14e9a4409c",
"risk_score": 61.3... | charlesrodriguez | bypass | null | null | null | Associated Threat Actor: Cobalt Group | Auth bypass for charlesrodriguez via MFA from 61.247.138.19 Associated Threat Actor: Cobalt Group | null | null | null | null | 61.247.138.19 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 33:0c:8d:c7:d2:21 |
4103c1eb-f80b-40fa-ab57-0f045a393cb6 | 2025-05-06T01:56:38 | cloud | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|cloud|info| desc=Cloud crypto_mining in OCI by justinlopez No additional info noise=QWN0dWFsbHku | {
"geo_location": "Tunisia",
"device_hash": "bc84921188940eec729f36315be5d807d066984f20d4b5fc24eafc951ea7064b",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; cmn-TW) AppleWebKit/533.27.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B113 Safari/6533.27.7",
"session_id": "aa346394-71b5-47bf-b... | justinlopez | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in OCI by justinlopez No additional info | null | null | null | null | null | null | null | null | null | OCI | res-c20f10a2 | null | null | null | null | null | null | null | null | null | null |
093d8f4d-2390-4a96-a6ed-a36b387d6ab1 | 2025-03-27T00:56:05 | ai | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ai|low| desc=AI system adversarial_input by donna58 No additional info | {
"geo_location": "Bosnia and Herzegovina",
"device_hash": "a006e6da6be31146f7a0e8d990719f76a65460d617bbc0ba3fe667252c1fc5fa",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 4.0; Trident/3.0)",
"session_id": "9b9cd3e2-8cba-4879-8e3c-a6664bbc1f4c",
"risk_score": 76.85,
"confidence": 0.95
} | donna58 | adversarial_input | null | null | null | No additional info | AI system adversarial_input by donna58 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-ef9c7fdb | 3ff33a1bf5200b437729c18296d42ad9 | 290d56d689c3e4c33ae9e503190eb55a | null | null | null | null | null | null | null |
80ec9096-cd22-42cc-afd8-52ae07647c27 | 2025-03-02T06:58:56 | endpoint | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint registry_change /church/than.mov by tandrews No additional info | {
"geo_location": "Tonga",
"device_hash": "725773fb8378380a36ad751ad59c5baf3ca41139",
"user_agent": "Opera/8.19.(Windows NT 5.1; hu-HU) Presto/2.9.182 Version/10.00",
"session_id": "c6518b39-6c0d-4414-b12f-c0ac2ea68b1e",
"risk_score": 42.95,
"confidence": 0.47
} | tandrews | registry_change | /church/than.mov | 7,591 | cmd.exe | No additional info | Endpoint registry_change /church/than.mov by tandrews No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
31579be8-6201-426a-a25b-6f888407b1ba | 2025-03-14T07:51:08 | iot | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|high| desc=IoT device Medical protocol_violation MITRE Technique: T1574.002 | Associated Threat Actor: Mustang Panda | {
"geo_location": "Sri Lanka",
"device_hash": "635b2316d1a56794e5ac20b1f02a8c6d",
"user_agent": "Mozilla/5.0 (Android 4.4.3; Mobile; rv:14.0) Gecko/14.0 Firefox/14.0",
"session_id": "975352ec-3be4-449d-b256-7a501cfd68e9",
"risk_score": 66.86,
"confidence": 0.01
} | null | protocol_violation | null | null | null | MITRE Technique: T1574.002 | Associated Threat Actor: Mustang Panda | IoT device Medical protocol_violation MITRE Technique: T1574.002 | Associated Threat Actor: Mustang Panda | null | Medical | iot-79ca9981 | 3.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a2e20855-7fdf-4460-9128-269f0b1e4bec | 2025-05-04T12:05:35 | ids_alert | CrowdStrike v6.45.0 | emergency | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|emergency| desc=CrowdStrike Alert: Living-off-the-Land detected from 10.46.55.69 targeting 100.185.17.144 No additional info | {
"geo_location": "Philippines",
"device_hash": "10e397fccd8f90eee3baaafb8804993cb1e7b75e0c30a541f1bdb099aa722229",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.0) AppleWebKit/535.48.3 (KHTML, like Gecko) Version/5.0.2 Safari/535.48.3",
"session_id": "1fa5f68c-1a77-426c-a8ce-d7eccc446fb9",
"risk_score... | null | null | null | null | null | No additional info | CrowdStrike Alert: Living-off-the-Land detected from 10.46.55.69 targeting 100.185.17.144 No additional info | null | null | null | null | 10.46.55.69 | 100.185.17.144 | Living-off-the-Land | SIG-9445 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
0b4f2691-0c91-49c6-a882-94b9ee708557 | 2025-03-06T18:50:53 | ai | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|info| desc=AI system api_abuse by vnicholson No additional info | {
"geo_location": "Slovenia",
"device_hash": "cc6fba7e8df1f625596255468e7f888d",
"user_agent": "Opera/9.55.(X11; Linux x86_64; ms-MY) Presto/2.9.182 Version/10.00",
"session_id": "56b02b69-4ff9-4fe3-afd8-1e73e450fb55",
"risk_score": 29.05,
"confidence": 0.22
} | vnicholson | api_abuse | null | null | null | No additional info | AI system api_abuse by vnicholson No additional info | null | null | null | null | null | null | null | null | null | null | null | model-eb4281e9 | 996079dc723c0cc75e403feb15adf46f6c852e577f389cf062adf609cd8a0648 | 9e6d05e49a427451e5c97a80dbe805daeb8c1ee4a99bb8ba56a50095007177c7 | null | null | null | null | null | null | null |
c455b036-9ebf-424e-a671-4539c5e679fc | 2025-06-03T00:55:01 | endpoint | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint persistence_mechanism /wrong/trial.html by bruce60 Associated Threat Actor: Conti | Unconventional IOC: Power consumption spikes | {
"geo_location": "Puerto Rico",
"device_hash": "4f1bfbfbb72cc2f7c02a5c77d72d25f3773145244710290e3843c09055222c9a",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/54.0.876.0 Safari/535.1",
"session_id": "f7223086-b050-4313-890d-8e9d15b30452",
"risk_score": 45.78,
... | bruce60 | persistence_mechanism | /wrong/trial.html | 7,744 | powershell.exe | Associated Threat Actor: Conti | Unconventional IOC: Power consumption spikes | Endpoint persistence_mechanism /wrong/trial.html by bruce60 Associated Threat Actor: Conti | Unconventional IOC: Power consumption spikes | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0274ebcc-8753-4c08-aebd-202bee0d0104 | 2030-03-12T08:25:54 | auth | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|low| desc=Auth failed for lindahill via password from 185.235.13.5 Unconventional IOC: Thermal sensor anomalies | {
"geo_location": "Indonesia",
"device_hash": "3e47a2a19a9c680e6c31269f728fed5b",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_10_3) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/43.0.856.0 Safari/531.1",
"session_id": "e6e80973-fb19-459f-94ff-992dd5fe1ace",
"risk_score": 14.13,
"confidence": 0.08
... | lindahill | failed | null | null | null | Unconventional IOC: Thermal sensor anomalies | Auth failed for lindahill via password from 185.235.13.5 Unconventional IOC: Thermal sensor anomalies | {
"baseline_deviation": 1.27,
"entropy": 4.01,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 185.235.13.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 54:7c:99:7d:a5:37 |
74275cc3-e80b-4759-afb1-b80b528d4c67 | 2025-03-31T23:35:29 | endpoint | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|low| desc=Endpoint registry_change five by traci77 No additional info noise=UGVyZm9ybS4= | {
"geo_location": "New Zealand",
"device_hash": "b482f20be15cb338cd9d7d84e7b7f0a0278d6c0c",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_9_1; rv:1.9.5.20) Gecko/2190-10-22 12:19:03 Firefox/3.6.14",
"session_id": "9ba09fcd-49e2-4bc0-b89e-658b033ccabe",
"risk_score": 62.38,
"confidence": 0.18
} | traci77 | registry_change | five | 1,404 | svchost.exe | No additional info | Endpoint registry_change five by traci77 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
03f3b440-8c7c-4163-837a-bf54e5ade29c | 2025-01-18T12:33:43 | auth | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|low| desc=Auth locked for iprice via password from 10.156.189.132 Credential stuffing pattern detected | {
"geo_location": "Cook Islands",
"device_hash": "99f1df99bc80345c9f7d0a92cb66f1a84ca9991a",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_7 rv:6.0; sr-ME) AppleWebKit/532.48.2 (KHTML, like Gecko) Version/5.1 Safari/532.48.2",
"session_id": "8cc08b72-02d9-4203-8174-647c04d8aa5b",
"risk_score": 27... | iprice | locked | null | null | null | Credential stuffing pattern detected | Auth locked for iprice via password from 10.156.189.132 Credential stuffing pattern detected | null | null | null | null | 10.156.189.132 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | fb:13:e0:08:da:29 |
d554468e-3a85-4578-828a-c85560256d5b | 2025-04-05T01:00:52 | endpoint | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint process_start production by christophersmith No additional info noise=wp-content/posts | {
"geo_location": "Saint Pierre and Miquelon",
"device_hash": "c84c549fffb19978fdb5692ae7a95f6c3d74cfd299e7eef058db1fba0026d6a5",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 98; Trident/5.0)",
"session_id": "1f7dad12-b0db-497d-8585-9cf4071264bc",
"risk_score": 53.25,
"confidence": 0.47
} | christophersmith | process_start | production | 7,051 | powershell.exe | No additional info | Endpoint process_start production by christophersmith No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6f188fb6-f7b2-4960-b803-cd8495600dee | 2025-04-19T11:27:22 | ai | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|critical| desc=AI system training_data_poisoning by michael37 No additional info | {
"geo_location": "South Africa",
"device_hash": "ba780e15024e14faf60b5c4b572a2ab3",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 4_3_5 like Mac OS X) AppleWebKit/536.2 (KHTML, like Gecko) FxiOS/12.5i0923.0 Mobile/95B711 Safari/536.2",
"session_id": "60968d04-fa8f-4b8a-8758-08a3fc3dbde1",
"risk_score": 59.59... | michael37 | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by michael37 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-793f6a4d | bb563799350e2ce9dbb0284162680c25 | 0353234a007b7ba2c1a2804db1e1e8ec | null | null | null | null | null | null | null |
0541f940-4a08-4358-bdde-364ef84201c7 | 2025-06-30T06:15:26 | auth | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|low| desc=Auth timeout for sarahroth via OAuth from 155.85.202.199 No additional info | {
"geo_location": "South Georgia and the South Sandwich Islands",
"device_hash": "f3ff8af3fa621d436ce816db43d737a58d3cfdc3cc832256945535501c3342e4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.1; Trident/3.0)",
"session_id": "f3492d04-a1af-4c5b-910c-06e68ae3c913",
"risk_score": 34.39,
"co... | sarahroth | timeout | null | null | null | No additional info | Auth timeout for sarahroth via OAuth from 155.85.202.199 No additional info | null | null | null | null | 155.85.202.199 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 40:5c:ba:4f:7d:5e |
f1d7137e-d734-4c15-990c-d92856bf9625 | 2025-04-14T18:04:14 | 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 Azure by petersgina No additional info noise=category/tags/explore | {
"geo_location": "Marshall Islands",
"device_hash": "effd974792da458cd3272e71d201aa11338d14fc",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/6360-08-30 23:27:40 Firefox/3.6.18",
"session_id": "e120b8f7-d71e-482d-a378-838277b7a2b5",
"risk_score": 35.46,
"confidence": 0.72
} | petersgina | instance_creation | null | null | null | No additional info | Cloud instance_creation in Azure by petersgina No additional info | null | null | null | null | null | null | null | null | null | Azure | res-0d80ffc6 | null | null | null | null | null | null | null | null | null | null |
dd762bc1-d0d7-434d-b246-073c0bbbb731 | 2025-05-05T12:51:01 | network | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|info| desc=Network covert_channel from 122.228.22.112 to 56.198.241.234 No additional info | {
"geo_location": "Nicaragua",
"device_hash": "19a651705e2ed4dcac6e3364d7d2b7d182d33b49",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_12_4 rv:3.0; nl-AW) AppleWebKit/534.10.4 (KHTML, like Gecko) Version/5.0 Safari/534.10.4",
"session_id": "be1c0230-8355-42ce-a51b-052ed9e45634",
"risk_score": 50.3... | null | covert_channel | null | null | null | No additional info | Network covert_channel from 122.228.22.112 to 56.198.241.234 No additional info | {
"baseline_deviation": 1.09,
"entropy": 7.34,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 122.228.22.112 | 56.198.241.234 | null | null | null | null | null | null | null | null | null | null | UDP | 571,122 | null | null | null |
c30b2375-ed69-46ac-8e9b-87cc0576d9a2 | 2025-04-23T04:43:38 | cloud | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|info| desc=Cloud crypto_mining in OCI by jennifermcconnell No additional info | {
"geo_location": "Suriname",
"device_hash": "782081ccf8361aa0257f23d215a4208545c75a7af1bf7607de4ae4cb68042358",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; doi-IN) AppleWebKit/532.35.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B118 Safari/6532.35.2",
"session_id": "6be37fea-60db-469a-... | jennifermcconnell | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in OCI by jennifermcconnell No additional info | null | null | null | null | null | null | null | null | null | OCI | res-f8695c31 | null | null | null | null | null | null | null | null | null | null |
8d1e61bc-8d89-492a-ace9-9586287b4ac6 | 2025-04-27T19:50:05 | ai | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|low| desc=AI system model_inversion by xsims No additional info | {
"geo_location": "Oman",
"device_hash": "9deefe7699aafb13b2f6ce9040bad778",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.0; Trident/3.1)",
"session_id": "d431e94d-7149-425c-8d2c-f3ace967deae",
"risk_score": 52.13,
"confidence": 0.88
} | xsims | model_inversion | null | null | null | No additional info | AI system model_inversion by xsims No additional info | {
"baseline_deviation": 2.6,
"entropy": 6.25,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | model-067bdc55 | 424174a2c1a9ad086b1acb467ad559b8988fa88bc50b5ebac68a4bc62e17f8cc | 57831f8392b0b10e1d72c75224358866eb94da9f | null | null | null | null | null | null | null |
8c6e93ec-98ac-4232-9ab4-11818d723a9e | 2025-01-20T19:36:40 | network | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|medium| desc=Network protocol_anomaly from 73.35.171.56 to 126.78.255.249 MITRE Technique: T1078.004 | {
"geo_location": "Hong Kong",
"device_hash": "65b5c2d6b8011ed5de2b193db34a69c18c34a5c992a781bf8e3e6022f26ffc8d",
"user_agent": "Mozilla/5.0 (Windows NT 5.1; th-TH; rv:1.9.2.20) Gecko/4884-10-30 01:37:07 Firefox/15.0",
"session_id": "f1908de5-03a9-412b-9ca6-d6e75a58a0ef",
"risk_score": 86.64,
"confidence": ... | null | protocol_anomaly | null | null | null | MITRE Technique: T1078.004 | Network protocol_anomaly from 73.35.171.56 to 126.78.255.249 MITRE Technique: T1078.004 | null | null | null | null | 73.35.171.56 | 126.78.255.249 | null | null | null | null | null | null | null | null | null | null | TCP | 280,885 | null | null | null |
41128a02-370e-4737-b435-10e4c774df3a | 2025-02-20T16:20:28 | cloud | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|high| desc=Cloud crypto_mining in Azure by nguyenmark No additional info noise=TmV4dCBqb2luLg== | {
"geo_location": "Faroe Islands",
"device_hash": "c7651046e9a22043bdfe194b0abe0d16f95c6dc4",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/28.0.879.0 Safari/532.0",
"session_id": "5276956d-60f2-48fe-af09-2e64e86cd7fc",
"risk_score": 56.58,
"confidence": 0.12
} | nguyenmark | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in Azure by nguyenmark No additional info | {
"baseline_deviation": 1.31,
"entropy": 4.75,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | Azure | res-0bfe3df6 | null | null | null | null | null | null | null | null | null | null |
a86ac553-d562-423d-a2c6-cfd7bd985f3d | 2025-04-03T19:25:26 | firewall | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|critical| desc=Firewall deny NTP traffic from 72.144.197.171:327 to 104.216.230.50:823 MITRE Technique: T1566.001 | {
"geo_location": "Guam",
"device_hash": "05d6d2b9e5bfce13ef07b02d0906132f05d75b75",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 3_1_3 like Mac OS X) AppleWebKit/536.1 (KHTML, like Gecko) CriOS/37.0.859.0 Mobile/89O897 Safari/536.1",
"session_id": "06cfa7ff-24d2-45e3-80ea-e0bc0843ac4c",
"risk_score": 19.64,... | null | deny | null | null | null | MITRE Technique: T1566.001 | Firewall deny NTP traffic from 72.144.197.171:327 to 104.216.230.50:823 MITRE Technique: T1566.001 | null | null | null | null | 72.144.197.171 | 104.216.230.50 | null | null | null | null | null | null | null | null | 327 | 823 | NTP | 980,456 | 2,459 | null | null |
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