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 | src_ip stringlengths 8 15 ⌀ | dst_ip stringlengths 3 15 ⌀ | alert_type stringclasses 17 values | signature_id stringlengths 8 8 ⌀ | category stringclasses 5 values | additional_info stringlengths 18 148 | description stringlengths 45 225 | action stringclasses 55 values | bytes int64 105 1,000k ⌀ | protocol stringclasses 10 values | user stringlengths 3 22 ⌀ | object stringlengths 1 32 ⌀ | process_id int64 100 10k ⌀ | parent_process stringclasses 4 values | behavioral_analytics dict | device_type stringclasses 5 values | device_id stringlengths 12 12 ⌀ | firmware_version stringclasses 100 values | src_port int64 1 65.5k ⌀ | dst_port int64 1 65.5k ⌀ | duration int64 1 3.6k ⌀ | method stringclasses 7 values | mac_address stringlengths 17 17 ⌀ | model_id stringlengths 14 14 ⌀ | input_hash stringlengths 32 64 ⌀ | output_hash stringlengths 32 64 ⌀ | cloud_service stringclasses 5 values | resource_id stringlengths 12 12 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
457cd8a3-92d0-4ba9-90a5-3c5463d0d565 | 2025-04-25T16:48:47 | ai | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|high| desc=AI system fine_tuning by frankomar MITRE Technique: T1190 noise=0609754D | {
"geo_location": "Guernsey",
"device_hash": "23b0d5b20aa1e4530452dc72dad16a6e",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_6_6) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/32.0.864.0 Safari/536.1",
"session_id": "1ae26c88-4aaf-4d91-b900-e29f46e45740",
"risk_score": 57.52,
"confidence": 0.18
} | null | null | null | null | null | MITRE Technique: T1190 | AI system fine_tuning by frankomar MITRE Technique: T1190 | fine_tuning | null | null | frankomar | null | null | null | {
"baseline_deviation": 1.22,
"entropy": 2.96,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | model-e23d26eb | 2d3a19a73bc1e6d492b5a6d542c71e6e | 59c2050fe8e3569be07ce67ea4e1f2eae56b5588 | null | null |
3383dd69-b025-4e0f-bc94-81d0e3c09c98 | 2025-05-04T23:38:35 | iot | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|medium| desc=IoT device Sensor physical_tamper No additional info noise=Q2FuZGlkYXRlLg== | {
"geo_location": "Chile",
"device_hash": "0548dec02583686f5708e893315eb9733304832c",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 4_3_5 like Mac OS X) AppleWebKit/533.1 (KHTML, like Gecko) CriOS/14.0.868.0 Mobile/88K486 Safari/533.1",
"session_id": "6c0ef13e-4cbc-4457-bdc0-6a9e854d7a42",
"risk_score": 69.13,
"confidence": 0.69
} | null | null | null | null | null | No additional info | IoT device Sensor physical_tamper No additional info | physical_tamper | null | null | null | null | null | null | null | Sensor | iot-6a155c1d | 2.0 | null | null | null | null | null | null | null | null | null | null |
ba6f5b41-e395-4175-bebf-722e5f208596 | 2025-02-09T03:38:36 | ai | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|high| desc=AI system prompt_injection by christopher44 No additional info | {
"geo_location": "Zimbabwe",
"device_hash": "2ca5bd9775e569cfc9c31da69c4ccdba0c69ed613ab8276c6c10e99fda947852",
"user_agent": "Opera/8.99.(Windows NT 6.2; so-SO) Presto/2.9.179 Version/11.00",
"session_id": "1a15842e-4e53-430d-9170-3b9ce4ba1656",
"risk_score": 40.91,
"confidence": 0.82
} | null | null | null | null | null | No additional info | AI system prompt_injection by christopher44 No additional info | prompt_injection | null | null | christopher44 | null | null | null | null | null | null | null | null | null | null | null | null | model-2c04a959 | 46725d4d4be12869d7e74e14023724a1a04c4bddad47e0c4835d942df3a3fde1 | 7defb6aaca91efeaf20ad4881a5a429d402cb7a4ea55ad8fa539a99b64e87d4d | null | null |
66054114-77c7-4bf4-bb53-b40c02a568f0 | 2025-07-04T09:46:02 | firewall | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall log-only SSH traffic from 128.177.198.231:53878 to 180.17.35.198:849 No additional info | {
"geo_location": "Brazil",
"device_hash": "2a500eebb1867bd8209e379bfd76d63f",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/17.0.885.0 Safari/534.1",
"session_id": "a7ddecba-de06-411f-8e21-27f187060bb0",
"risk_score": 60.33,
"confidence": 0.38
} | 128.177.198.231 | 180.17.35.198 | null | null | null | No additional info | Firewall log-only SSH traffic from 128.177.198.231:53878 to 180.17.35.198:849 No additional info | log-only | 733,253 | SSH | null | null | null | null | null | null | null | null | 53,878 | 849 | 3,549 | null | null | null | null | null | null | null |
3def2d76-4cb7-4931-8f3b-f5d1b5de5434 | 2025-01-25T04:41:00 | auth | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|info| desc=Auth success for deannabauer via OAuth from 77.136.82.39 No additional info | {
"geo_location": "North Macedonia",
"device_hash": "19e18abb57052b2b99d12b69c3eb313f21fb6f7d",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_11_4; rv:1.9.4.20) Gecko/9881-12-21 01:28:01 Firefox/3.8",
"session_id": "4e94c516-c557-4673-bb5a-300b4f886530",
"risk_score": 53.95,
"confidence": 0.39
} | 77.136.82.39 | null | null | null | null | No additional info | Auth success for deannabauer via OAuth from 77.136.82.39 No additional info | success | null | null | deannabauer | null | null | null | null | null | null | null | null | null | null | OAuth | 21:78:28:c9:b1:e1 | null | null | null | null | null |
1222c27b-ceb0-4853-a0d6-09eba814ee07 | 2025-02-12T17:44:39 | network | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|medium| desc=Network data_exfiltration from 130.63.27.137 to 113.112.176.244 No additional info | {
"geo_location": "Saint Kitts and Nevis",
"device_hash": "3bff19d55a3ba386f092627c0f4b68dcee03c79c50a06257b07eb184b7e9d40e",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 14_8_1 like Mac OS X) AppleWebKit/533.2 (KHTML, like Gecko) FxiOS/16.2v8936.0 Mobile/72T444 Safari/533.2",
"session_id": "3d5764e2-ac1d-4975-888d-535b0c71a25a",
"risk_score": 23.64,
"confidence": 0.4
} | 130.63.27.137 | 113.112.176.244 | null | null | null | No additional info | Network data_exfiltration from 130.63.27.137 to 113.112.176.244 No additional info | data_exfiltration | 292,310 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
691daa6f-400a-4840-bae1-696605dfdc9a | 2025-03-28T20:08:29 | ids_alert | QRadar v7.5.0 | emergency | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|emergency| desc=QRadar Alert: DDoS detected from 119.4.85.100 targeting 196.72.32.229 No additional info | {
"geo_location": "Madagascar",
"device_hash": "4a147f847e597c02a1b8ae615e3bb2093b28ddede47fd8ccb8cda54d8360b56d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows CE; Trident/5.1)",
"session_id": "0829cc80-e34b-4f3f-8ebf-800eed1908a6",
"risk_score": 0,
"confidence": 0.13
} | 119.4.85.100 | 196.72.32.229 | DDoS | SIG-7268 | Policy | No additional info | QRadar Alert: DDoS detected from 119.4.85.100 targeting 196.72.32.229 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9396f50e-50c8-4e14-935e-6521461a378f | 2025-02-12T23:35:07 | auth | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|auth|info| desc=Auth bypass for stacey50 via passwordless from 99.128.186.55 MITRE Technique: T1071.001 | {
"geo_location": "Nicaragua",
"device_hash": "a8f70d2e862c2ab9e8d42c80d11049bf541d7b14",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_5_9 rv:4.0; fr-CA) AppleWebKit/532.40.4 (KHTML, like Gecko) Version/4.0 Safari/532.40.4",
"session_id": "76cb9777-b7f9-47a0-9373-7efd9f09887e",
"risk_score": 70.53,
"confidence": 0.43
} | 99.128.186.55 | null | null | null | null | MITRE Technique: T1071.001 | Auth bypass for stacey50 via passwordless from 99.128.186.55 MITRE Technique: T1071.001 | bypass | null | null | stacey50 | null | null | null | null | null | null | null | null | null | null | passwordless | 50:6a:c8:4e:00:18 | null | null | null | null | null |
e496ba4a-792b-435d-a8cd-c11eff6c16b1 | 2025-02-07T13:20:39 | endpoint | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|info| desc=Endpoint service_install thousand by umay No additional info noise=U2VlayBjYWxsLg== | {
"geo_location": "Greece",
"device_hash": "35f37bcdbb367a4913eac90562e31b91943936b0",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_12_8; rv:1.9.4.20) Gecko/8983-08-29 15:06:31 Firefox/10.0",
"session_id": "f61fc9b6-99af-42f9-a0af-4d33249542d4",
"risk_score": 71.29,
"confidence": 0.35
} | null | null | null | null | null | No additional info | Endpoint service_install thousand by umay No additional info | service_install | null | null | umay | thousand | 2,821 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
60394642-7738-4515-b580-35e19d8d9f6b | 2025-05-17T01:27:22 | endpoint | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint driver_load use by ocoleman MITRE Technique: T1574.002 | {
"geo_location": "Zambia",
"device_hash": "58db403f7d98dee6276be3dc1ebd4f6a",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_5_4; rv:1.9.3.20) Gecko/2520-05-01 17:56:17 Firefox/10.0",
"session_id": "ee48eb3b-ddb7-4fa4-a542-1bc084a8638f",
"risk_score": 38.84,
"confidence": 0.64
} | null | null | null | null | null | MITRE Technique: T1574.002 | Endpoint driver_load use by ocoleman MITRE Technique: T1574.002 | driver_load | null | null | ocoleman | use | 5,288 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b21d4a00-ed5c-4bfa-927d-7cca9d535ad2 | 2025-02-22T20:38:44 | ai | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|info| desc=AI system model_inversion by ramirezdeborah No additional info | {
"geo_location": "Tuvalu",
"device_hash": "026108abaa47b57412263b724bdb70dff98ac312d5597416a62d534c3f1d2cd0",
"user_agent": "Mozilla/5.0 (Windows NT 11.0; ayc-PE; rv:1.9.1.20) Gecko/3353-09-20 00:30:49 Firefox/3.6.20",
"session_id": "d73aead1-c0ac-4230-904e-8c7611de2f82",
"risk_score": 47.7,
"confidence": 0.2
} | null | null | null | null | null | No additional info | AI system model_inversion by ramirezdeborah No additional info | model_inversion | null | null | ramirezdeborah | null | null | null | null | null | null | null | null | null | null | null | null | model-4e5071bf | 0a48ce4f757c314f3d8669db1696ba1468773a8d | 99ecfaeaff0657a75985d5cdb508ac821739c8a3 | null | null |
ee6efe0a-dbe7-492c-a0dd-285cba8ba65a | 2025-04-09T20:26:24 | auth | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|high| desc=Auth challenge for michaelgarza via key from 10.66.72.195 Unconventional IOC: Quantum random number deviations | {
"geo_location": "San Marino",
"device_hash": "fee1ce0fd0b0823dde81807df5a44c04",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows CE; Trident/3.0)",
"session_id": "41def1bd-5b42-40d6-af54-fff1aafc4643",
"risk_score": 64.57,
"confidence": 0.57
} | 10.66.72.195 | null | null | null | null | Unconventional IOC: Quantum random number deviations | Auth challenge for michaelgarza via key from 10.66.72.195 Unconventional IOC: Quantum random number deviations | challenge | null | null | michaelgarza | null | null | null | null | null | null | null | null | null | null | key | d2:9f:e5:fc:1b:d5 | null | null | null | null | null |
bdb00090-8ed0-4193-9b9d-e69b27026a48 | 2025-05-01T21:29:32 | auth | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|low| desc=Auth bypass for angelakim via OAuth from 181.204.229.81 MITRE Technique: T1110.003 | {
"geo_location": "Lesotho",
"device_hash": "e09f2e05df9ddfb84607bcf817086a7c",
"user_agent": "Opera/8.55.(X11; Linux i686; ur-PK) Presto/2.9.178 Version/12.00",
"session_id": "b95c21ac-d116-40e1-be21-41dbec553949",
"risk_score": 37.55,
"confidence": 0.2
} | 181.204.229.81 | null | null | null | null | MITRE Technique: T1110.003 | Auth bypass for angelakim via OAuth from 181.204.229.81 MITRE Technique: T1110.003 | bypass | null | null | angelakim | null | null | null | null | null | null | null | null | null | null | OAuth | 8e:23:5f:1c:24:e0 | null | null | null | null | null |
f6993460-d80d-4550-8900-1b0c695bbccc | 2025-03-13T08:57:57 | network | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|medium| desc=Network latency_spike from 10.10.173.104 to 137.51.60.214 MITRE Technique: T1218.011 | {
"geo_location": "Thailand",
"device_hash": "eb3ce6b28280aaf8dde3b4e3c2d1aa9be38570ce",
"user_agent": "Mozilla/5.0 (Android 11; Mobile; rv:58.0) Gecko/58.0 Firefox/58.0",
"session_id": "11e65366-5914-4291-b623-fd13356632c4",
"risk_score": 63.02,
"confidence": 0.27
} | 10.10.173.104 | 137.51.60.214 | null | null | null | MITRE Technique: T1218.011 | Network latency_spike from 10.10.173.104 to 137.51.60.214 MITRE Technique: T1218.011 | latency_spike | 335,903 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
cc93789d-92df-42fc-a98c-b749f25cdbe4 | 2025-04-28T12:02:46 | iot | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|info| desc=IoT device HVAC sensor_spoofing MITRE Technique: T1059.005 | {
"geo_location": "Anguilla",
"device_hash": "433ba2b8cb75ce78fd718c6fdac52bdbab0d0d2e",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_12_2; rv:1.9.5.20) Gecko/5598-08-13 08:08:03 Firefox/3.6.17",
"session_id": "29bdc6e8-acc6-49a9-a019-f994f4583a2b",
"risk_score": 16.86,
"confidence": 0.68
} | null | null | null | null | null | MITRE Technique: T1059.005 | IoT device HVAC sensor_spoofing MITRE Technique: T1059.005 | sensor_spoofing | null | null | null | null | null | null | null | HVAC | iot-69105706 | 1.2 | null | null | null | null | null | null | null | null | null | null |
52fff2e9-9be1-4183-862d-e6576952c685 | 2025-02-17T06:37:13 | firewall | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|info| desc=Firewall inspect SMB traffic from 85.251.70.33:46085 to 11.192.69.9:69 No additional info | {
"geo_location": "Norway",
"device_hash": "7776ac56510efa9b9085c78dd96bedfc",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 11_4_1 like Mac OS X) AppleWebKit/536.1 (KHTML, like Gecko) CriOS/16.0.803.0 Mobile/75B216 Safari/536.1",
"session_id": "b8a6c5e3-2aa0-4a53-80c7-caabf77ff5f9",
"risk_score": 39.35,
"confidence": 0.12
} | 85.251.70.33 | 11.192.69.9 | null | null | null | No additional info | Firewall inspect SMB traffic from 85.251.70.33:46085 to 11.192.69.9:69 No additional info | inspect | 482,515 | SMB | null | null | null | null | null | null | null | null | 46,085 | 69 | 3,578 | null | null | null | null | null | null | null |
21490345-214a-4522-8375-61d99d33793c | 2025-04-15T23:20:10 | firewall | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|low| desc=Firewall quarantine ICMP traffic from 159.114.142.159:57648 to 15.126.97.36:798 No additional info noise=explore | {
"geo_location": "Guinea",
"device_hash": "fae6d0fb7abcd846f533e5434b58d24443185580",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.6.20) Gecko/3871-01-10 00:45:13 Firefox/3.8",
"session_id": "8879c1b3-6a30-4a88-be93-30d2c332c50e",
"risk_score": 0,
"confidence": 0.52
} | 159.114.142.159 | 15.126.97.36 | null | null | null | No additional info | Firewall quarantine ICMP traffic from 159.114.142.159:57648 to 15.126.97.36:798 No additional info | quarantine | 688,790 | ICMP | null | null | null | null | null | null | null | null | 57,648 | 798 | 2,462 | null | null | null | null | null | null | null |
351f39a1-d10b-4c21-86e8-9faf06179456 | 2025-01-18T05:19:16 | firewall | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|info| desc=Firewall quarantine SSH traffic from 10.93.164.29:469 to 58.163.171.188:56 MITRE Technique: T1078.004 | {
"geo_location": "Ireland",
"device_hash": "e3e86194edf603a542630b9c25f2bc0313db633aeca5bd0c39a5e22c9502dd37",
"user_agent": "Opera/9.28.(X11; Linux x86_64; se-NO) Presto/2.9.163 Version/12.00",
"session_id": "7aa2ee76-369c-4760-ac76-7d59976190b0",
"risk_score": 54.86,
"confidence": 0.06
} | 10.93.164.29 | 58.163.171.188 | null | null | null | MITRE Technique: T1078.004 | Firewall quarantine SSH traffic from 10.93.164.29:469 to 58.163.171.188:56 MITRE Technique: T1078.004 | quarantine | 203,247 | SSH | null | null | null | null | null | null | null | null | 469 | 56 | 3,494 | null | null | null | null | null | null | null |
ce48de2d-c29e-4b95-a078-7be9e2b746d7 | 2025-06-25T14:23:25 | endpoint | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|low| desc=Endpoint persistence_mechanism law by shawn92 MITRE Technique: T1059.001 | {
"geo_location": "Iraq",
"device_hash": "f045098aaeb3154141a07bb74380dd4c",
"user_agent": "Opera/8.34.(Windows 98; st-ZA) Presto/2.9.182 Version/10.00",
"session_id": "1cfc4d4c-656a-4649-a858-d4106dd1fa76",
"risk_score": 49.66,
"confidence": 0.68
} | null | null | null | null | null | MITRE Technique: T1059.001 | Endpoint persistence_mechanism law by shawn92 MITRE Technique: T1059.001 | persistence_mechanism | null | null | shawn92 | law | 9,883 | cmd.exe | {
"baseline_deviation": 2.15,
"entropy": 2.67,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
7c913d45-63a7-456d-a597-d7d4539cca8f | 2025-07-05T07:12:59 | network | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|high| desc=Network beaconing from 88.64.15.148 to 141.216.57.76 MITRE Technique: T1543.003 | {
"geo_location": "Qatar",
"device_hash": "458d946211c439ad3adf5a435bd632c9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 95; Trident/4.1)",
"session_id": "200955d8-e699-4647-9c8d-ee8f94293438",
"risk_score": 31.55,
"confidence": 0.71
} | 88.64.15.148 | 141.216.57.76 | null | null | null | MITRE Technique: T1543.003 | Network beaconing from 88.64.15.148 to 141.216.57.76 MITRE Technique: T1543.003 | beaconing | 204,273 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
43691f70-8129-43b7-9e68-a4d2062b9b8e | 2025-02-20T23:42:48 | ai | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|info| desc=AI system model_access by welchtracy No additional info | {
"geo_location": "Luxembourg",
"device_hash": "1df4323cd999dcff390baecf98cb3f32a5578d17eb72d2e87d0365b4ee0d636b",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_11_0; rv:1.9.6.20) Gecko/8559-05-12 21:55:24 Firefox/8.0",
"session_id": "4771387f-0e47-408c-b70f-77c52d02423f",
"risk_score": 14.77,
"confidence": 0.74
} | null | null | null | null | null | No additional info | AI system model_access by welchtracy No additional info | model_access | null | null | welchtracy | null | null | null | null | null | null | null | null | null | null | null | null | model-31fcb01c | cc00c85981f002b0c9b43def74faf4299f396796 | 849710de184614a70ae2b17c109df86f87d9de9bc0363ac46f8d6ac47aaa0b6a | null | null |
0d985ff5-b99c-43d2-9379-29f3e0095791 | 2025-02-06T12:41:17 | ids_alert | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|low| desc=LogRhythm Alert: DDoS detected from 184.27.212.115 targeting 23.67.163.4 MITRE Technique: T1134.001 | {
"geo_location": "Sweden",
"device_hash": "724975ddaa5d7e7e7a04a2851ed0ba8e",
"user_agent": "Opera/8.35.(X11; Linux i686; sw-KE) Presto/2.9.167 Version/11.00",
"session_id": "232f8bda-6dab-47d5-81b9-2c826e626e3c",
"risk_score": 57.47,
"confidence": 0.78
} | 184.27.212.115 | 23.67.163.4 | DDoS | SIG-9332 | Malware | MITRE Technique: T1134.001 | LogRhythm Alert: DDoS detected from 184.27.212.115 targeting 23.67.163.4 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 |
7af887eb-db8e-46fd-93e8-9370d3523727 | 2025-06-13T01:29:47 | auth | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|medium| desc=Auth failed for jsummers via key from 30.24.7.3 No additional info noise=bag|activity|animal | {
"geo_location": "Cocos (Keeling) Islands",
"device_hash": "e935ff675551e9e2c9932119e378eae1",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 14_2_1 like Mac OS X) AppleWebKit/536.0 (KHTML, like Gecko) CriOS/21.0.837.0 Mobile/97B686 Safari/536.0",
"session_id": "5f6372bd-7d01-43d7-80f5-4da739a245cc",
"risk_score": 71.15,
"confidence": 0.82
} | 30.24.7.3 | null | null | null | null | No additional info | Auth failed for jsummers via key from 30.24.7.3 No additional info | failed | null | null | jsummers | null | null | null | null | null | null | null | null | null | null | key | 0d:1a:c1:d3:c7:16 | null | null | null | null | null |
9e65f81b-39c2-43e8-92b7-2167e0f40bba | 2025-06-18T22:39:30 | ids_alert | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|critical| desc=Wazuh Alert: DDoS detected from 12.176.244.212 targeting 10.48.90.97 Associated Threat Actor: Cobalt Group noise=Q2l0aXplbi4= | {
"geo_location": "Luxembourg",
"device_hash": "dc2e2fde9b1018c4480f5e1d73e5b4fa",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; hne-IN) AppleWebKit/532.37.6 (KHTML, like Gecko) Version/4.0.5 Mobile/8B115 Safari/6532.37.6",
"session_id": "6d9f58bc-0802-4df9-b055-1f9098b0461c",
"risk_score": 43.05,
"confidence": 0.33
} | 12.176.244.212 | 10.48.90.97 | DDoS | SIG-8476 | Evasion | Associated Threat Actor: Cobalt Group | Wazuh Alert: DDoS detected from 12.176.244.212 targeting 10.48.90.97 Associated Threat Actor: Cobalt Group | null | null | null | null | null | null | null | {
"baseline_deviation": 0.57,
"entropy": 3.54,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
da306215-1008-4409-8ac6-e1335a411184 | 2030-05-11T19:31:31 | auth | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|low| desc=Auth bypass for emily64 via SAML from 25.205.125.192 No additional info | {
"geo_location": "Yemen",
"device_hash": "4b7a3732f92d81b735a481588bc995a0ee188ea4",
"user_agent": "Opera/9.97.(X11; Linux i686; ne-NP) Presto/2.9.163 Version/10.00",
"session_id": "5ccafea6-e09d-432f-9e70-732ac5aa26ea",
"risk_score": 51.18,
"confidence": 0.16
} | 25.205.125.192 | null | null | null | null | No additional info | Auth bypass for emily64 via SAML from 25.205.125.192 No additional info | bypass | null | null | emily64 | null | null | null | null | null | null | null | null | null | null | SAML | 53:59:b6:94:50:bb | null | null | null | null | null |
9ce806e4-e248-41f1-983f-833aede9b4e3 | 2025-03-06T23:18:53 | network | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|low| desc=Network latency_spike from 83.58.99.248 to 26.201.160.4 No additional info | {
"geo_location": "Belgium",
"device_hash": "224c0973b04199b6b3056b11b1aff064",
"user_agent": "Mozilla/5.0 (Android 4.4.4; Mobile; rv:68.0) Gecko/68.0 Firefox/68.0",
"session_id": "4264678c-1a24-4a20-855b-adb1b2ad9560",
"risk_score": 62.83,
"confidence": 0.46
} | 83.58.99.248 | 26.201.160.4 | null | null | null | No additional info | Network latency_spike from 83.58.99.248 to 26.201.160.4 No additional info | latency_spike | 850,276 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
dd7dcca7-40f3-4a30-ae77-1c31cd99110c | 2025-04-27T14:20:04 | cloud | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|info| desc=Cloud crypto_mining in AWS by debramckenzie MITRE Technique: T1134.001 | {
"geo_location": "Russia",
"device_hash": "49af303c5c8d261a82fcbe46972481969160503671fb524225fc10247ccbeb5c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 11.0; Trident/4.0)",
"session_id": "17c81ece-4c53-4d2c-bc41-c4a461f204fe",
"risk_score": 56.8,
"confidence": 0.85
} | null | null | null | null | null | MITRE Technique: T1134.001 | Cloud crypto_mining in AWS by debramckenzie MITRE Technique: T1134.001 | crypto_mining | null | null | debramckenzie | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-325fea3f |
fbd29410-f823-4ce9-a612-40c174ba77dc | 2025-02-17T20:08:35 | auth | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|low| desc=Auth bypass for williamspatricia via SAML from 159.118.107.132 MITRE Technique: T1053.005 | {
"geo_location": "Slovenia",
"device_hash": "d4d75abb174f7337d61c653f61d70088",
"user_agent": "Mozilla/5.0 (Windows NT 10.0; hi-IN; rv:1.9.2.20) Gecko/2441-07-08 04:10:30 Firefox/3.6.16",
"session_id": "ca1d1d46-b876-4d9c-8db2-3b6988b80c0f",
"risk_score": 32.03,
"confidence": 0.9
} | 159.118.107.132 | null | null | null | null | MITRE Technique: T1053.005 | Auth bypass for williamspatricia via SAML from 159.118.107.132 MITRE Technique: T1053.005 | bypass | null | null | williamspatricia | null | null | null | null | null | null | null | null | null | null | SAML | 70:8d:49:6f:17:6a | null | null | null | null | null |
c617042e-dc13-4b31-b881-9fbce04ca08d | 2025-05-03T21:50:59 | network | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|high| desc=Network covert_channel from 10.97.148.94 to 10.213.14.22 MITRE Technique: T1566.001 | {
"geo_location": "France",
"device_hash": "772941efcf6bb222053c483a7a108bb700fdb6144de202ccc22ddfdd6af6cf80",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 4.0; Trident/3.1)",
"session_id": "ff1860cd-0588-42cd-a19e-5d171764f171",
"risk_score": 72.16,
"confidence": 0.04
} | 10.97.148.94 | 10.213.14.22 | null | null | null | MITRE Technique: T1566.001 | Network covert_channel from 10.97.148.94 to 10.213.14.22 MITRE Technique: T1566.001 | covert_channel | 351,779 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4b2cc5c2-4c8c-4bc1-bac5-89dda312dc55 | 2025-02-04T05:38:04 | endpoint | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|info| desc=Endpoint scheduled_task /film/strong.avi by josewalter No additional info | {
"geo_location": "Antigua and Barbuda",
"device_hash": "58c93d493d730c7417dc91c8547dd08933431d95",
"user_agent": "Mozilla/5.0 (Linux; Android 2.1) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/40.0.861.0 Safari/534.2",
"session_id": "a1fa4e25-676a-4640-9fec-1961597a7e33",
"risk_score": 43.78,
"confidence": 0.25
} | null | null | null | null | null | No additional info | Endpoint scheduled_task /film/strong.avi by josewalter No additional info | scheduled_task | null | null | josewalter | /film/strong.avi | 8,894 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6c25b523-7f3f-4a56-b7c2-ffac3d9e9a4a | 2025-03-29T07:45:48 | cloud | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|medium| desc=Cloud instance_creation in Azure by smithcraig Associated Threat Actor: Conti | {
"geo_location": "Belarus",
"device_hash": "95e9d02acbb1d75452fac1e55799c1fd5ebfba9991a00a8d99e35a452cff449e",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.5.20) Gecko/3583-09-21 19:59:34 Firefox/3.6.6",
"session_id": "9fa93a2f-c739-4446-bf2f-2901d426776d",
"risk_score": 51.59,
"confidence": 0.05
} | null | null | null | null | null | Associated Threat Actor: Conti | Cloud instance_creation in Azure by smithcraig Associated Threat Actor: Conti | instance_creation | null | null | smithcraig | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-7257ccb6 |
3788e46c-f2bc-406d-b657-2179cd4616c7 | 2025-03-31T20:11:29 | firewall | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|high| desc=Firewall allow HTTPS traffic from 10.127.189.72:134 to 154.76.88.180:14154 MITRE Technique: T1574.002 noise=RGVhbC4= | {
"geo_location": "Congo",
"device_hash": "60dc91c65084316a62af743fdae60dcdf7884173e03ddc4e1059d2ca71c1eda3",
"user_agent": "Opera/8.10.(Windows NT 6.1; fil-PH) Presto/2.9.182 Version/10.00",
"session_id": "000549b3-0b8a-4f74-b6ec-65f727b6aad8",
"risk_score": 31.49,
"confidence": 0.81
} | 10.127.189.72 | 154.76.88.180 | null | null | null | MITRE Technique: T1574.002 | Firewall allow HTTPS traffic from 10.127.189.72:134 to 154.76.88.180:14154 MITRE Technique: T1574.002 | allow | 560,790 | HTTPS | null | null | null | null | null | null | null | null | 134 | 14,154 | 2,976 | null | null | null | null | null | null | null |
d9ce031b-c3e4-4d6b-a939-717ce8d92c00 | 2025-02-19T14:17:23 | auth | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|medium| desc=Auth timeout for cbennett via MFA from 62.193.174.135 Associated Threat Actor: Sandworm Team | {
"geo_location": "Russia",
"device_hash": "7b62827e9440a8c6194838852434a979661e83813ceefd6d37fef58305963ad7",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_7; rv:1.9.4.20) Gecko/5784-04-14 13:23:01 Firefox/9.0",
"session_id": "c86524de-d8e6-43c0-b21a-3352259b74c5",
"risk_score": 75.61,
"confidence": 0.02
} | 62.193.174.135 | null | null | null | null | Associated Threat Actor: Sandworm Team | Auth timeout for cbennett via MFA from 62.193.174.135 Associated Threat Actor: Sandworm Team | timeout | null | null | cbennett | null | null | null | null | null | null | null | null | null | null | MFA | ec:d7:2c:d0:22:17 | null | null | null | null | null |
7848101d-d580-4890-942c-d25821ded7db | 2025-03-04T20:29:57 | cloud | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|medium| desc=Cloud instance_creation in Alibaba by conniejones No additional info noise=often|relationship|painting | {
"geo_location": "China",
"device_hash": "7fd2108a8962b8e3566e35e7fc745ee79e5a19a0600e67c4b175745c94ac6390",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 11.0; Trident/4.1)",
"session_id": "64933f72-1dc0-46fb-9d14-23940cb66fe7",
"risk_score": 53.72,
"confidence": 0.66
} | null | null | null | null | null | No additional info | Cloud instance_creation in Alibaba by conniejones No additional info | instance_creation | null | null | conniejones | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-7fc1a001 |
3e2e4189-6e5a-482b-a454-88d397f6d443 | 2025-02-03T11:39:52 | auth | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|info| desc=Auth locked for zmitchell via MFA from 39.10.113.130 No additional info | {
"geo_location": "Sao Tome and Principe",
"device_hash": "63e3bbda17bed49b527b95ee53df4395",
"user_agent": "Opera/9.41.(X11; Linux x86_64; os-RU) Presto/2.9.183 Version/12.00",
"session_id": "5a3c93e6-e2d4-4c09-89bb-6213ee435694",
"risk_score": 27.02,
"confidence": 0.63
} | 39.10.113.130 | null | null | null | null | No additional info | Auth locked for zmitchell via MFA from 39.10.113.130 No additional info | locked | null | null | zmitchell | null | null | null | null | null | null | null | null | null | null | MFA | 47:f2:30:98:52:0f | null | null | null | null | null |
79f29d8a-2f30-4599-bc84-246c32d922ce | 2025-06-14T18:08:31 | firewall | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|medium| desc=Firewall allow HTTP traffic from 170.185.7.105:49352 to 198.156.206.211:4050 Geo anomaly: Impossible travel detected | {
"geo_location": "Jordan",
"device_hash": "b29753474c5f2a0ef3892512e6326a6ccc86a5e6",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98) AppleWebKit/532.24.1 (KHTML, like Gecko) Version/4.0 Safari/532.24.1",
"session_id": "494d1e3d-23fa-4151-ab98-249176a0dc42",
"risk_score": 60.48,
"confidence": 0.11
} | 170.185.7.105 | 198.156.206.211 | null | null | null | Geo anomaly: Impossible travel detected | Firewall allow HTTP traffic from 170.185.7.105:49352 to 198.156.206.211:4050 Geo anomaly: Impossible travel detected | allow | 33,522 | HTTP | null | null | null | null | null | null | null | null | 49,352 | 4,050 | 1,390 | null | null | null | null | null | null | null |
f5b134d2-c327-476a-aead-02e1c81937b6 | 2025-05-30T13:22:33 | auth | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|low| desc=Auth bypass for ijames via key from 117.13.237.132 MITRE Technique: T1190 | {
"geo_location": "Dominica",
"device_hash": "716a8871d2c507ef737458711119bb44250ee6e0105b34f07a76098e4509e9b7",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/7424-11-20 00:37:56 Firefox/9.0",
"session_id": "217f5468-bda5-4f59-8b2c-333561299fc8",
"risk_score": 47.86,
"confidence": 0.67
} | 117.13.237.132 | null | null | null | null | MITRE Technique: T1190 | Auth bypass for ijames via key from 117.13.237.132 MITRE Technique: T1190 | bypass | null | null | ijames | null | null | null | {
"baseline_deviation": 1.74,
"entropy": 2.04,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | key | 55:08:69:48:49:03 | null | null | null | null | null |
aee9cc6f-4b0b-4c99-940f-d78f60e3ce4e | 2025-04-03T20:53:15 | endpoint | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|medium| desc=Endpoint memory_injection impact by emily59 Associated Threat Actor: TA505 | {
"geo_location": "China",
"device_hash": "3b40cf2a8764b5e3e57d677da79ea0d88615bb30",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_0) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/17.0.847.0 Safari/532.2",
"session_id": "3a65dbb8-2ed2-4217-b2af-2e32f1b24cba",
"risk_score": 50.48,
"confidence": 0.75
} | null | null | null | null | null | Associated Threat Actor: TA505 | Endpoint memory_injection impact by emily59 Associated Threat Actor: TA505 | memory_injection | null | null | emily59 | impact | 1,488 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
498629d5-c8a6-4188-98c4-bed34d0f22d4 | 2027-10-19T22:01:16 | firewall | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|firewall|high| desc=Firewall drop HTTPS traffic from 219.163.231.245:911 to 52.111.54.218:15322 MITRE Technique: T1110.003 | Associated Threat Actor: BlueNoroff | {
"geo_location": "Bahrain",
"device_hash": "d3b2cbe16cbec4ef2456bf86833681a19a2326f3",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_12_0) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/24.0.882.0 Safari/531.2",
"session_id": "9920c5b1-e9fc-4b50-a3bd-8442dfb8df41",
"risk_score": 63.33,
"confidence": 0.32
} | 219.163.231.245 | 52.111.54.218 | null | null | null | MITRE Technique: T1110.003 | Associated Threat Actor: BlueNoroff | Firewall drop HTTPS traffic from 219.163.231.245:911 to 52.111.54.218:15322 MITRE Technique: T1110.003 | Associated Threat Actor: BlueNoroff | drop | 570,602 | HTTPS | null | null | null | null | null | null | null | null | 911 | 15,322 | 1,537 | null | null | null | null | null | null | null |
d6482bda-8ee9-43b0-a54e-cd48f51eb49e | 2025-03-08T21:41:04 | network | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|medium| desc=Network covert_channel from 219.30.254.114 to 122.114.190.223 MITRE Technique: T1190 noise=explain|cover|perform | {
"geo_location": "Uruguay",
"device_hash": "69f5361b5a5860eab96ce1645c32bf61c87802ae062678b57c7adefb460b683c",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/55.0.812.0 Safari/533.0",
"session_id": "582cae62-57be-4d8f-948a-3d997a63f048",
"risk_score": 63.02,
"confidence": 0.91
} | 219.30.254.114 | 122.114.190.223 | null | null | null | MITRE Technique: T1190 | Network covert_channel from 219.30.254.114 to 122.114.190.223 MITRE Technique: T1190 | covert_channel | 189,800 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
37074bb1-3e07-4010-a6da-6c26e18d5a68 | 2025-04-18T10:05:17 | auth | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|medium| desc=Auth failed for mitchellhudson via OAuth from 210.37.254.149 No additional info | {
"geo_location": "Kazakhstan",
"device_hash": "18472ec2b2bdb095da05ca3dd89cd0e3",
"user_agent": "Mozilla/5.0 (Windows NT 5.2; ps-AF; rv:1.9.2.20) Gecko/4617-01-04 18:31:47 Firefox/3.8",
"session_id": "9cb880d9-3e1f-487b-b640-b09d8953daaf",
"risk_score": 33.01,
"confidence": 0
} | 210.37.254.149 | null | null | null | null | No additional info | Auth failed for mitchellhudson via OAuth from 210.37.254.149 No additional info | failed | null | null | mitchellhudson | null | null | null | null | null | null | null | null | null | null | OAuth | df:ae:6c:1b:7f:c6 | null | null | null | null | null |
b49d3c59-11bd-4104-bb7b-ba18c658bb0c | 2025-05-23T04:37:00 | iot | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|low| desc=IoT device Medical command_injection No additional info | {
"geo_location": "Tanzania",
"device_hash": "d5d01e55d2596243b6ac1eb7a1ad2f846b600113",
"user_agent": "Mozilla/5.0 (Windows NT 5.01; he-IL; rv:1.9.0.20) Gecko/9869-10-16 09:44:13 Firefox/3.8",
"session_id": "34a5147a-6499-4373-84a4-b7761fc154ff",
"risk_score": 50.14,
"confidence": 0.63
} | null | null | null | null | null | No additional info | IoT device Medical command_injection No additional info | command_injection | null | null | null | null | null | null | {
"baseline_deviation": 1.74,
"entropy": 7.35,
"frequency_anomaly": false,
"sequence_anomaly": true
} | Medical | iot-754b62de | 1.6 | null | null | null | null | null | null | null | null | null | null |
57ace8ab-b6ba-451c-b676-50be5d86820a | 2027-02-22T01:28:36 | network | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|info| desc=Network latency_spike from 174.255.25.186 to 106.253.80.171 No additional info | {
"geo_location": "Saudi Arabia",
"device_hash": "bee60ac95018174e7ae8b812fd873396",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 95; Trident/3.0)",
"session_id": "7511169a-bb74-489b-89be-0005543bcb59",
"risk_score": 62.63,
"confidence": 0.97
} | 174.255.25.186 | 106.253.80.171 | null | null | null | No additional info | Network latency_spike from 174.255.25.186 to 106.253.80.171 No additional info | latency_spike | 8,178 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f7aa68f4-b139-4640-90db-b3858470ed80 | 2025-05-10T18:06:00 | auth | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|info| desc=Auth bypass for uwilliams via OAuth from 159.253.147.16 No additional info | {
"geo_location": "Namibia",
"device_hash": "b0d7bee1aa44f5ba8012b8c98524a1e7e9fda9cf4c3fa1b3d2159a6a248d5407",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_11_4; rv:1.9.2.20) Gecko/2330-06-06 08:54:22 Firefox/3.6.13",
"session_id": "c77e3138-41cc-4c39-abb6-4616306a844d",
"risk_score": 71.43,
"confidence": 0.38
} | 159.253.147.16 | null | null | null | null | No additional info | Auth bypass for uwilliams via OAuth from 159.253.147.16 No additional info | bypass | null | null | uwilliams | null | null | null | null | null | null | null | null | null | null | OAuth | 2a:93:6e:c6:46:05 | null | null | null | null | null |
63e25420-9327-4aa4-ba52-d02e6d42ed38 | 2024-01-19T19:23:17 | endpoint | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint process_start we by douglasmiles MITRE Technique: T1110.003 | {
"geo_location": "Romania",
"device_hash": "94f4f0703ecfa9acf8b1a903f8ae76dc582e3c4a",
"user_agent": "Opera/8.75.(Windows NT 6.1; szl-PL) Presto/2.9.185 Version/12.00",
"session_id": "d4fd2f39-6baf-41af-a822-93dc70ccdd98",
"risk_score": 38.89,
"confidence": 0.73
} | null | null | null | null | null | MITRE Technique: T1110.003 | Endpoint process_start we by douglasmiles MITRE Technique: T1110.003 | process_start | null | null | douglasmiles | we | 5,376 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0e3ed823-151b-4a17-9d26-06442d17489f | 2025-01-20T00:33:03 | firewall | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|info| desc=Firewall deny RDP traffic from 173.49.10.235:1015 to 143.93.222.41:417 Beaconing behavior detected noise=door|speak|because | {
"geo_location": "Eritrea",
"device_hash": "e741e18168858d344ff357fb484e52fac055033b",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 15_8_2 like Mac OS X) AppleWebKit/532.0 (KHTML, like Gecko) FxiOS/18.2q2743.0 Mobile/00B048 Safari/532.0",
"session_id": "f156c022-51c7-40fe-a102-78b1270ed608",
"risk_score": 49.67,
"confidence": 0.85
} | 173.49.10.235 | 143.93.222.41 | null | null | null | Beaconing behavior detected | Firewall deny RDP traffic from 173.49.10.235:1015 to 143.93.222.41:417 Beaconing behavior detected | deny | 840,039 | RDP | null | null | null | null | null | null | null | null | 1,015 | 417 | 2,477 | null | null | null | null | null | null | null |
5802f6ff-df92-4242-ac30-39e4f96bee06 | 2025-03-02T10:50:37 | iot | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|medium| desc=IoT device Medical side_channel No additional info | {
"geo_location": "Russia",
"device_hash": "957fa2e92fd30aa9be0e491489c14f99",
"user_agent": "Opera/9.25.(Windows NT 6.2; hne-IN) Presto/2.9.181 Version/11.00",
"session_id": "b4f83129-7f92-48f1-978d-c0d100a77167",
"risk_score": 66.05,
"confidence": 0.2
} | null | null | null | null | null | No additional info | IoT device Medical side_channel No additional info | side_channel | null | null | null | null | null | null | null | Medical | iot-8de26378 | 10.2 | null | null | null | null | null | null | null | null | null | null |
df2ae4e5-2855-4ed2-bdef-7ce0cdb2f7a3 | 2025-07-01T11:36:22 | auth | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|high| desc=Auth timeout for jasontyler via password from 171.233.137.192 No additional info | {
"geo_location": "Morocco",
"device_hash": "bd6a30d3e1d9bebc8ae1e4e4032164328773c922b7a8d722a040a56bdcfcd530",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_1; rv:1.9.6.20) Gecko/8505-03-15 22:41:02 Firefox/14.0",
"session_id": "31dd1813-bf36-4ba5-a6ef-e8bfd1e00cb1",
"risk_score": 83.91,
"confidence": 0.67
} | 171.233.137.192 | null | null | null | null | No additional info | Auth timeout for jasontyler via password from 171.233.137.192 No additional info | timeout | null | null | jasontyler | null | null | null | null | null | null | null | null | null | null | password | ad:97:3f:aa:f9:0a | null | null | null | null | null |
a8efac47-00eb-4928-84f8-cbde589c4381 | 2025-04-22T15:29:06 | ai | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|critical| desc=AI system prompt_injection by michaelbutler No additional info noise=SGUgbG9uZy4= | {
"geo_location": "Iran",
"device_hash": "a409de652abdd23fccbda17c693b721f2a06bd92",
"user_agent": "Opera/9.78.(X11; Linux x86_64; ht-HT) Presto/2.9.172 Version/12.00",
"session_id": "15bf28a1-1c1b-4525-b24e-f31169266b6e",
"risk_score": 32.04,
"confidence": 0.15
} | null | null | null | null | null | No additional info | AI system prompt_injection by michaelbutler No additional info | prompt_injection | null | null | michaelbutler | null | null | null | null | null | null | null | null | null | null | null | null | model-4f263aba | ed1f5e6c28977de75e9cd2fe6c3c9a1a2b4972bfa51a38cef847e02240d8fdfb | ecc32b5297a17d115ceb215805c8e085 | null | null |
017be6ae-464b-40f3-ac5e-e615b961f96c | 2025-01-18T08:05:55 | cloud | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|critical| desc=Cloud lambda_execution in Alibaba by rbradley No additional info noise=SXRzZWxmLg== | {
"geo_location": "Togo",
"device_hash": "0f39aa369dc6f393f31fe6219a47507d0c5aebcd9f30a5618bd588f7516515b9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows CE; Trident/5.0)",
"session_id": "7dfba6df-fd73-4de8-9f17-f702c3324cf7",
"risk_score": 51.96,
"confidence": 0.36
} | null | null | null | null | null | No additional info | Cloud lambda_execution in Alibaba by rbradley No additional info | lambda_execution | null | null | rbradley | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-21113ed8 |
c5c7710d-225e-46f8-8637-fda9bb87dd96 | 2025-06-05T04:27:57 | ai | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ai|high| desc=AI system adversarial_input by xlee No additional info | {
"geo_location": "Western Sahara",
"device_hash": "30fe01ec97ddc4f643c4ed0e4ee43a6e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Trident/4.0)",
"session_id": "193a5a81-c731-4195-9aa5-06999853eb09",
"risk_score": 36.42,
"confidence": 0.05
} | null | null | null | null | null | No additional info | AI system adversarial_input by xlee No additional info | adversarial_input | null | null | xlee | null | null | null | null | null | null | null | null | null | null | null | null | model-14d86fed | ae82451517660f89d5a2ef83601286e4d0d9faf4 | ff8191bcc6bbbab9fc68639c37c0d01263e868238646803b9e656eda290ff7f9 | null | null |
395baa34-339d-4ec6-b761-b6d74a417640 | 2025-04-22T20:34:56 | ids_alert | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ids_alert|medium| desc=OSSEC Alert: MFA Bypass detected from 138.180.120.29 targeting 114.209.143.28 MITRE Technique: T1218.011 | {
"geo_location": "Indonesia",
"device_hash": "b6301fba4c2bf25456582e07cdb7e2f4b597a57074f843453937bd96338e757e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 4.0; Trident/5.0)",
"session_id": "5aac40c2-7e97-4303-8630-6f85d905065e",
"risk_score": 58.89,
"confidence": 0.61
} | 138.180.120.29 | 114.209.143.28 | MFA Bypass | SIG-9841 | Malware | MITRE Technique: T1218.011 | OSSEC Alert: MFA Bypass detected from 138.180.120.29 targeting 114.209.143.28 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 |
5e81ca9f-dcb7-4f05-999f-f7ea0a1fb5a8 | 2025-07-04T22:42:26 | firewall | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|low| desc=Firewall drop ICMP traffic from 177.113.156.103:212 to 211.98.173.172:317 No additional info | {
"geo_location": "Antarctica (the territory South of 60 deg S)",
"device_hash": "c57ab6923970cf57a5d8a34ed22358c45723c87b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.0; Trident/5.1)",
"session_id": "c5f5cf1e-d53c-44dc-8e49-edb493e64e4f",
"risk_score": 36.37,
"confidence": 0.57
} | 177.113.156.103 | 211.98.173.172 | null | null | null | No additional info | Firewall drop ICMP traffic from 177.113.156.103:212 to 211.98.173.172:317 No additional info | drop | 653,110 | ICMP | null | null | null | null | null | null | null | null | 212 | 317 | 1,503 | null | null | null | null | null | null | null |
18ac61f1-98f3-4dc5-aeb0-6a802d9050da | 2025-02-27T11:35:11 | iot | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|low| desc=IoT device Camera firmware_update No additional info | {
"geo_location": "Kiribati",
"device_hash": "4f374ac60aa91e1b4075e4dd6c51abf9",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.0) AppleWebKit/535.10.3 (KHTML, like Gecko) Version/4.0 Safari/535.10.3",
"session_id": "7dee696d-2f78-4de3-9ff9-b27624f93524",
"risk_score": 83.62,
"confidence": 0.84
} | null | null | null | null | null | No additional info | IoT device Camera firmware_update No additional info | firmware_update | null | null | null | null | null | null | null | Camera | iot-094ac26e | 2.1 | null | null | null | null | null | null | null | null | null | null |
d588fe80-7f90-4c49-adc8-b72d7b5c8e1e | 2025-02-25T11:40:28 | iot | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|low| desc=IoT device Sensor side_channel No additional info | {
"geo_location": "United Kingdom",
"device_hash": "690dd20a384294ebb061557ff4a727734eab437008fc1d20cf552a9970a86fe2",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.0; Trident/4.1)",
"session_id": "f25a5c8b-5a51-439e-b2d8-3d102ff499cb",
"risk_score": 67.88,
"confidence": 0.03
} | null | null | null | null | null | No additional info | IoT device Sensor side_channel No additional info | side_channel | null | null | null | null | null | null | null | Sensor | iot-72a6bdc6 | 5.8 | null | null | null | null | null | null | null | null | null | null |
2e7102c6-e096-416b-8af4-0d7d85ca76d4 | 2025-05-01T10:32:11 | network | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|high| desc=Network covert_channel from 119.156.192.35 to 102.85.189.163 MITRE Technique: T1204.002 | {
"geo_location": "Saint Vincent and the Grenadines",
"device_hash": "381b207562665d8da6cee69d2121e6e048e343b88ed7f4fff481ce5d04d868f1",
"user_agent": "Mozilla/5.0 (Android 2.0.1; Mobile; rv:21.0) Gecko/21.0 Firefox/21.0",
"session_id": "51eb7e39-d4ca-43d3-bc79-5987494ee9c5",
"risk_score": 47.24,
"confidence": 0.41
} | 119.156.192.35 | 102.85.189.163 | null | null | null | MITRE Technique: T1204.002 | Network covert_channel from 119.156.192.35 to 102.85.189.163 MITRE Technique: T1204.002 | covert_channel | 291,372 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
03442df4-bdd4-4380-a92c-fa03333732d7 | 2025-03-18T07:23:35 | cloud | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|critical| desc=Cloud crypto_mining in GCP by jacobprice Unconventional IOC: ACPI table modifications | {
"geo_location": "Montserrat",
"device_hash": "47443b642aad40bd71ace1655d24b7ce00841e7941aedc1ee4f5b06f1d52c2be",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; se-NO) AppleWebKit/534.19.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B117 Safari/6534.19.7",
"session_id": "84193333-188e-406c-b576-f3ffae2f9853",
"risk_score": 32.91,
"confidence": 0.05
} | null | null | null | null | null | Unconventional IOC: ACPI table modifications | Cloud crypto_mining in GCP by jacobprice Unconventional IOC: ACPI table modifications | crypto_mining | null | null | jacobprice | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-ec6feea3 |
0a0f9b50-152a-4ec7-a2be-d8e9386e288f | 2025-04-21T00:07:02 | ai | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|medium| desc=AI system adversarial_input by ortizmelanie MITRE Technique: T1110.003 | {
"geo_location": "Armenia",
"device_hash": "68b76f8b7d68b2eac0d1670dea7b8b3d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.2; Trident/3.1)",
"session_id": "dfed9d2e-9c2d-4394-b029-de3eae56cfb9",
"risk_score": 46.09,
"confidence": 0.85
} | null | null | null | null | null | MITRE Technique: T1110.003 | AI system adversarial_input by ortizmelanie MITRE Technique: T1110.003 | adversarial_input | null | null | ortizmelanie | null | null | null | null | null | null | null | null | null | null | null | null | model-89ab1d7b | 71a629d064c6631b83f8a29138272399 | 6e92c1f43a4b4ba0aa3cf262aa1c71041f5dfe0b92f22ed41f246595153c51db | null | null |
04a62122-f550-4955-afc4-51998b98f1d3 | 2025-03-22T00:39:05 | firewall | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|info| desc=Firewall quarantine DNS traffic from 26.96.123.103:875 to 132.212.26.239:144 No additional info | {
"geo_location": "Romania",
"device_hash": "12afec108dd916076570238fb37a953e8543e59b",
"user_agent": "Mozilla/5.0 (Android 2.3; Mobile; rv:42.0) Gecko/42.0 Firefox/42.0",
"session_id": "32205386-5fb4-4747-9683-0924264ec214",
"risk_score": 52.78,
"confidence": 0.64
} | 26.96.123.103 | 132.212.26.239 | null | null | null | No additional info | Firewall quarantine DNS traffic from 26.96.123.103:875 to 132.212.26.239:144 No additional info | quarantine | 675,054 | DNS | null | null | null | null | null | null | null | null | 875 | 144 | 2,215 | null | null | null | null | null | null | null |
b76c5851-f1e6-4f30-98e1-3be369d124c1 | 2025-01-27T23:42:00 | firewall | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|low| desc=Firewall allow HTTP traffic from 215.248.133.195:119 to 72.43.207.53:7411 Geo anomaly: Impossible travel detected | {
"geo_location": "Micronesia",
"device_hash": "868c34ae154cf5154622e69855059e6a",
"user_agent": "Opera/9.46.(Windows NT 5.2; it-IT) Presto/2.9.162 Version/10.00",
"session_id": "547c5d35-74f9-4f4f-b8da-572ce52a819c",
"risk_score": 73.17,
"confidence": 0.2
} | 215.248.133.195 | 72.43.207.53 | null | null | null | Geo anomaly: Impossible travel detected | Firewall allow HTTP traffic from 215.248.133.195:119 to 72.43.207.53:7411 Geo anomaly: Impossible travel detected | allow | 336,559 | HTTP | null | null | null | null | null | null | null | null | 119 | 7,411 | 3,207 | null | null | null | null | null | null | null |
93d26f60-8e8c-4a0a-a47b-06f75f3eba26 | 2025-05-17T03:10:55 | network | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|critical| desc=Network beaconing from 10.86.105.96 to 199.44.152.71 MITRE Technique: T1059.001 | {
"geo_location": "China",
"device_hash": "563137aa5488832f1d7d2ba68095fa0a",
"user_agent": "Opera/9.89.(X11; Linux i686; pap-AW) Presto/2.9.174 Version/11.00",
"session_id": "dfa99ce6-6e1c-4d91-bc5e-47d77477a1a2",
"risk_score": 41.63,
"confidence": 0.53
} | 10.86.105.96 | 199.44.152.71 | null | null | null | MITRE Technique: T1059.001 | Network beaconing from 10.86.105.96 to 199.44.152.71 MITRE Technique: T1059.001 | beaconing | 73,827 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ac4f5f50-7cbd-40d2-9202-13a687a9684e | 2025-01-19T21:23:47 | ids_alert | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|critical| desc=Trellix Alert: DNS Tunneling detected from 111.190.128.64 targeting 47.5.176.244 No additional info | {
"geo_location": "Georgia",
"device_hash": "cbbb3f4386dd5a1e306389032fa9c5c2717a7da6cc307233e863d42f6eb93c47",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 4.0; Trident/4.0)",
"session_id": "420c6080-ef09-4dfb-b4d5-e521580fd2a4",
"risk_score": 20.03,
"confidence": 0.59
} | 111.190.128.64 | 47.5.176.244 | DNS Tunneling | SIG-6538 | Evasion | No additional info | Trellix Alert: DNS Tunneling detected from 111.190.128.64 targeting 47.5.176.244 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
20e1ed53-c508-4c51-a508-13a88e29fee4 | 2026-07-27T16:08:01 | ids_alert | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ids_alert|low| desc=OSSEC Alert: Domain Fronting detected from 26.250.21.136 targeting 196.34.40.246 No additional info noise=V2hlbi4= | {
"geo_location": "Kiribati",
"device_hash": "a53293fe695dc586346cd89fd35e809248d9559b8e7069b43f6786309d8b3439",
"user_agent": "Opera/8.24.(X11; Linux x86_64; ckb-IQ) Presto/2.9.184 Version/10.00",
"session_id": "c1a6cff7-531a-46db-b87f-db0d610c6430",
"risk_score": 34.68,
"confidence": 0.97
} | 26.250.21.136 | 196.34.40.246 | Domain Fronting | SIG-9365 | Recon | No additional info | OSSEC Alert: Domain Fronting detected from 26.250.21.136 targeting 196.34.40.246 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f6b80dd6-293a-411f-ad02-b5a2c2ff6910 | 2025-01-22T06:17:14 | ids_alert | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|high| desc=Trellix Alert: DDoS detected from 10.130.209.182 targeting N/A No additional info noise=RWFzeS4= | {
"geo_location": "Croatia",
"device_hash": "6d8a17219e34e4e4bbcbac53c906c745",
"user_agent": "Mozilla/5.0 (Windows NT 5.01) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/60.0.823.0 Safari/533.0",
"session_id": "d4508fd4-edda-486d-8a3c-47353828ce76",
"risk_score": 57.07,
"confidence": 0.48
} | 10.130.209.182 | N/A | DDoS | SIG-7954 | Evasion | No additional info | Trellix Alert: DDoS detected from 10.130.209.182 targeting N/A No additional info | null | null | null | null | null | null | null | {
"baseline_deviation": 2.22,
"entropy": 7.06,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
7100ed06-eb89-4bc8-bdd5-8190f1000330 | 2030-06-02T07:52:56 | network | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|low| desc=Network covert_channel from 59.36.89.38 to 111.26.167.193 No additional info noise=75B927A7 | {
"geo_location": "Niue",
"device_hash": "b4a26d3e9cb1c50645a9f41bd8740905",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 4_3_5 like Mac OS X) AppleWebKit/531.1 (KHTML, like Gecko) CriOS/37.0.806.0 Mobile/06B323 Safari/531.1",
"session_id": "d3f0fae6-2eb3-40e7-ade1-bfbe71f0e8e2",
"risk_score": 75.11,
"confidence": 0.9
} | 59.36.89.38 | 111.26.167.193 | null | null | null | No additional info | Network covert_channel from 59.36.89.38 to 111.26.167.193 No additional info | covert_channel | 256,857 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f39ce67d-8df7-4af3-bf00-643d58ea2b78 | 2025-01-29T10:18:02 | auth | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|high| desc=Auth locked for floressamantha via OAuth from 13.117.181.220 No additional info | {
"geo_location": "Saint Vincent and the Grenadines",
"device_hash": "fe5adbb99a4f432cba7e015f162b17db",
"user_agent": "Opera/8.60.(X11; Linux x86_64; de-BE) Presto/2.9.170 Version/10.00",
"session_id": "600eb395-bfd2-417b-a38e-1576710dbd9f",
"risk_score": 29.49,
"confidence": 0.54
} | 13.117.181.220 | null | null | null | null | No additional info | Auth locked for floressamantha via OAuth from 13.117.181.220 No additional info | locked | null | null | floressamantha | null | null | null | null | null | null | null | null | null | null | OAuth | 57:1c:30:a9:ec:63 | null | null | null | null | null |
66af4613-8eec-4b0d-aa1d-a81921bfe081 | 2025-03-05T01:29:48 | ids_alert | Vectra AI v5.0.0 | emergency | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ids_alert|emergency| desc=Vectra AI Alert: AI Model Poisoning detected from 208.189.228.249 targeting 97.177.17.70 No additional info | {
"geo_location": "Cook Islands",
"device_hash": "a9c2bdcbb0f06870c1995c83a4eda3704785e954",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_1) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/60.0.892.0 Safari/533.0",
"session_id": "dfaed4d0-68b3-441f-86c9-01879b7c7043",
"risk_score": 51.78,
"confidence": 0.77
} | 208.189.228.249 | 97.177.17.70 | AI Model Poisoning | SIG-3654 | Evasion | No additional info | Vectra AI Alert: AI Model Poisoning detected from 208.189.228.249 targeting 97.177.17.70 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
68b0184f-587c-4d36-afa0-5454de396203 | 2025-03-15T20:04:57 | ai | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|critical| desc=AI system model_access by kristinacook No additional info | {
"geo_location": "Mayotte",
"device_hash": "d0c5ba365624594d0b573871a4a9fffb",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/5.1)",
"session_id": "79ca8001-2c76-4541-a342-29c2edd764a5",
"risk_score": 94.37,
"confidence": 0.65
} | null | null | null | null | null | No additional info | AI system model_access by kristinacook No additional info | model_access | null | null | kristinacook | null | null | null | null | null | null | null | null | null | null | null | null | model-7a219d37 | 3a83693a89bf64f6ab2e94523d388b6f00c71cd4f503390dcf75905e13eba28f | 030c80d04bad0a413b5b38e8767a7031 | null | null |
88bc7709-03dc-40f4-a900-20f19f49d892 | 2025-03-30T07:04:46 | endpoint | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint process_stop /big/rock.docx by kristencochran No additional info | {
"geo_location": "Sao Tome and Principe",
"device_hash": "29ac8d90d83478ac30bac373cac82a136ddf35de",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.01; Trident/3.0)",
"session_id": "67991f5b-2b12-4822-9599-1aa3e94f82d5",
"risk_score": 72.17,
"confidence": 0.9
} | null | null | null | null | null | No additional info | Endpoint process_stop /big/rock.docx by kristencochran No additional info | process_stop | null | null | kristencochran | /big/rock.docx | 8,185 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
dfa2cd4a-932a-49de-884c-aba534d66ea8 | 2025-03-06T06:55:31 | cloud | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|low| desc=Cloud lambda_execution in Alibaba by destiny90 Unconventional IOC: Unusual DNS TXT records | {
"geo_location": "Georgia",
"device_hash": "1aabeb0046cfead5ef4eb643fb2113433bc88222",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/19.0.815.0 Safari/536.2",
"session_id": "9cc7ae10-02a9-4b0f-846d-600f3107ab1b",
"risk_score": 65.74,
"confidence": 0.75
} | null | null | null | null | null | Unconventional IOC: Unusual DNS TXT records | Cloud lambda_execution in Alibaba by destiny90 Unconventional IOC: Unusual DNS TXT records | lambda_execution | null | null | destiny90 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-13dbc9ee |
aa189ea5-d0ce-42f8-810a-44127a027988 | 2025-03-24T10:43:21 | ai | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|high| desc=AI system adversarial_input by erinfoster MITRE Technique: T1071.001 | {
"geo_location": "China",
"device_hash": "5d62e86bc28ff0644bfb50112706aa6cc1ec6e99",
"user_agent": "Mozilla/5.0 (Windows 98) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/30.0.800.0 Safari/534.2",
"session_id": "4392f5d3-f496-4b2b-967b-6427a162b400",
"risk_score": 49.1,
"confidence": 0.5
} | null | null | null | null | null | MITRE Technique: T1071.001 | AI system adversarial_input by erinfoster MITRE Technique: T1071.001 | adversarial_input | null | null | erinfoster | null | null | null | {
"baseline_deviation": 1.49,
"entropy": 4.56,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | model-9feae312 | 49973d2fd005e278bdc0f4e80e7e430d415cb0f8 | 05f3192687146c2501cf796ed4db19e814a70f9d | null | null |
a30c8c1c-be1f-4364-9563-fd9396eed535 | 2025-03-09T09:22:05 | endpoint | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint persistence_mechanism /sometimes/in.wav by eddiemartinez Fileless execution detected | {
"geo_location": "French Polynesia",
"device_hash": "29fc490a50d99c4b6fb9e6482d4473c5c0964afd0b7acd74c17ed4c180bb7683",
"user_agent": "Opera/8.93.(X11; Linux i686; he-IL) Presto/2.9.188 Version/11.00",
"session_id": "323b4ed8-d44c-447a-aa67-91f58a43446f",
"risk_score": 62.56,
"confidence": 0.29
} | null | null | null | null | null | Fileless execution detected | Endpoint persistence_mechanism /sometimes/in.wav by eddiemartinez Fileless execution detected | persistence_mechanism | null | null | eddiemartinez | /sometimes/in.wav | 7,843 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
28e0f0e0-8966-4ca0-95ad-bfa225c6efec | 2025-06-27T02:49:46 | ids_alert | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ids_alert|medium| desc=FireEye HX Alert: Cloud API Abuse detected from 103.137.24.24 targeting N/A No additional info | {
"geo_location": "Hong Kong",
"device_hash": "40db05aa9df13017e77debea448e3dfd5a30f979",
"user_agent": "Opera/8.71.(Windows NT 4.0; nan-TW) Presto/2.9.165 Version/11.00",
"session_id": "41435a60-39e8-4d50-ba92-bd922e8032bb",
"risk_score": 48.98,
"confidence": 0.85
} | 103.137.24.24 | N/A | Cloud API Abuse | SIG-3475 | Evasion | No additional info | FireEye HX Alert: Cloud API Abuse detected from 103.137.24.24 targeting N/A No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8719cbff-9f59-4d74-974e-5601a896c8f1 | 2025-02-08T18:43:45 | firewall | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|high| desc=Firewall deny DNS traffic from 103.127.31.253:762 to 105.231.101.193:34 MITRE Technique: T1486 noise=UHJvdGVjdC4= | {
"geo_location": "Georgia",
"device_hash": "d2f0aa264598eddf0cb3e3f81d86433e",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98; Win 9x 4.90) AppleWebKit/532.21.4 (KHTML, like Gecko) Version/4.0.1 Safari/532.21.4",
"session_id": "2da88acc-612c-4a64-89bf-197d0c83117a",
"risk_score": 40.73,
"confidence": 0.79
} | 103.127.31.253 | 105.231.101.193 | null | null | null | MITRE Technique: T1486 | Firewall deny DNS traffic from 103.127.31.253:762 to 105.231.101.193:34 MITRE Technique: T1486 | deny | 280,694 | DNS | null | null | null | null | null | null | null | null | 762 | 34 | 3,052 | null | null | null | null | null | null | null |
230089e1-b9ac-419c-ae36-6a60d6d7879a | 2025-06-11T12:41:14 | firewall | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|critical| desc=Firewall quarantine SSH traffic from 140.20.6.133:533 to 10.64.16.18:25218 No additional info | {
"geo_location": "Philippines",
"device_hash": "34abb009c3756a3ef9e6489267b840385b07203e47b0319738e2ae2d6b1ce02a",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_2) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/35.0.834.0 Safari/531.0",
"session_id": "d3d0ff9b-6cbb-4186-b6e9-2e355a3db34f",
"risk_score": 76.27,
"confidence": 0.66
} | 140.20.6.133 | 10.64.16.18 | null | null | null | No additional info | Firewall quarantine SSH traffic from 140.20.6.133:533 to 10.64.16.18:25218 No additional info | quarantine | 767,974 | SSH | null | null | null | null | null | null | null | null | 533 | 25,218 | 298 | null | null | null | null | null | null | null |
cd3fe149-e13a-4a64-af40-0f8e319070df | 2025-04-05T19:56:56 | endpoint | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint service_install mind by melinda81 No additional info | {
"geo_location": "Antigua and Barbuda",
"device_hash": "317731c3b6cd5c4a140b2c9ab640ca31",
"user_agent": "Opera/8.53.(Windows NT 11.0; nb-NO) Presto/2.9.163 Version/10.00",
"session_id": "ad7b6cf2-ce0e-4c63-aeb0-f8c5027c99a8",
"risk_score": 61.88,
"confidence": 0.94
} | null | null | null | null | null | No additional info | Endpoint service_install mind by melinda81 No additional info | service_install | null | null | melinda81 | mind | 6,206 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ed5f8e97-d22b-444c-938e-59c88da64aa4 | 2025-03-09T06:24:06 | cloud | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|medium| desc=Cloud api_abuse in Alibaba by william49 No additional info | {
"geo_location": "Saint Vincent and the Grenadines",
"device_hash": "12b539524bdd40e90e50d7e857b9834616e052bc8b40777f694a281bbbb45fe7",
"user_agent": "Mozilla/5.0 (Android 8.1.0; Mobile; rv:19.0) Gecko/19.0 Firefox/19.0",
"session_id": "e0a62004-e78d-4b4f-b4c4-44811a23cf35",
"risk_score": 57.08,
"confidence": 0.45
} | null | null | null | null | null | No additional info | Cloud api_abuse in Alibaba by william49 No additional info | api_abuse | null | null | william49 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-85e24f82 |
3aeee67d-6858-4a66-aa50-c6be61d02688 | 2025-02-03T02:57:34 | firewall | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|medium| desc=Firewall log-only RDP traffic from 36.218.170.200:106 to 208.178.38.12:587 No additional info | {
"geo_location": "Seychelles",
"device_hash": "ed849af77b399c5bde90301fa58818ed",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.6.20) Gecko/8608-08-24 11:56:30 Firefox/8.0",
"session_id": "36cf0d84-c943-4732-9812-203d70c80e3a",
"risk_score": 47.7,
"confidence": 0.52
} | 36.218.170.200 | 208.178.38.12 | null | null | null | No additional info | Firewall log-only RDP traffic from 36.218.170.200:106 to 208.178.38.12:587 No additional info | log-only | 564,489 | RDP | null | null | null | null | null | null | null | null | 106 | 587 | 2,577 | null | null | null | null | null | null | null |
4bbe3808-7e94-4626-a678-f2d2eb63abf6 | 2025-05-14T03:48:30 | firewall | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|critical| desc=Firewall inspect SSH traffic from 67.127.148.83:32 to 193.229.96.225:724 No additional info | {
"geo_location": "Finland",
"device_hash": "b453d2ce2eb43c870053cae3171219bbb0dc18c5",
"user_agent": "Mozilla/5.0 (Windows NT 11.0) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/29.0.840.0 Safari/536.1",
"session_id": "7396e9d3-7723-42e1-8800-e86ceed00883",
"risk_score": 62.61,
"confidence": 0.84
} | 67.127.148.83 | 193.229.96.225 | null | null | null | No additional info | Firewall inspect SSH traffic from 67.127.148.83:32 to 193.229.96.225:724 No additional info | inspect | 694,749 | SSH | null | null | null | null | null | null | null | null | 32 | 724 | 2,658 | null | null | null | null | null | null | null |
b289e094-33aa-4a32-838e-cce7cd0f2b44 | 2025-02-21T06:18:22 | firewall | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall drop UDP traffic from 81.229.132.136:346 to 181.75.58.247:939 MITRE Technique: T1053.005 | {
"geo_location": "Brunei Darussalam",
"device_hash": "002c0b6da86aa7e0e53ea697eebeb159",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.0; Trident/3.1)",
"session_id": "dd6f8bf2-e914-45ef-a67d-e35725174fc1",
"risk_score": 65.84,
"confidence": 0.55
} | 81.229.132.136 | 181.75.58.247 | null | null | null | MITRE Technique: T1053.005 | Firewall drop UDP traffic from 81.229.132.136:346 to 181.75.58.247:939 MITRE Technique: T1053.005 | drop | 171,033 | UDP | null | null | null | null | null | null | null | null | 346 | 939 | 1,208 | null | null | null | null | null | null | null |
44fe1c6b-e5dc-4dbe-9511-b7b24faa59a3 | 2025-02-25T14:44:42 | endpoint | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint memory_injection /technology/health.json by christina01 No additional info noise=pull|these|minute | {
"geo_location": "Egypt",
"device_hash": "89059975139cd42b21dff4b59b9ec840dacb69e7",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; ast-ES) AppleWebKit/534.24.7 (KHTML, like Gecko) Version/3.0.5 Mobile/8B118 Safari/6534.24.7",
"session_id": "22cddb3e-160e-4ad2-803c-59fae6a928d8",
"risk_score": 60.9,
"confidence": 0.94
} | null | null | null | null | null | No additional info | Endpoint memory_injection /technology/health.json by christina01 No additional info | memory_injection | null | null | christina01 | /technology/health.json | 6,037 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
855c684c-b017-46bd-9a30-f3f39179f5bf | 2025-02-13T18:14:10 | ai | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|high| desc=AI system membership_inference by larry02 MITRE Technique: T1574.002 | {
"geo_location": "Jersey",
"device_hash": "16519448becd969095c7f851018ab3a6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Win 9x 4.90; Trident/3.0)",
"session_id": "2ced7180-09eb-40f1-9671-e01372d00d74",
"risk_score": 24.27,
"confidence": 0.76
} | null | null | null | null | null | MITRE Technique: T1574.002 | AI system membership_inference by larry02 MITRE Technique: T1574.002 | membership_inference | null | null | larry02 | null | null | null | null | null | null | null | null | null | null | null | null | model-08852405 | 041e3a068d97ea4db4e35a6893f12103cb952e6fc59e7fe73693da3c19ce0c03 | a42cd3eb9e0ada3c772f745c38f40a941f258e64 | null | null |
c96cd4c2-fde2-4c96-89d9-aaa42ad2ce9a | 2025-07-09T11:29:17 | cloud | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|low| desc=Cloud storage_access in AWS by carpentersusan No additional info | {
"geo_location": "Niger",
"device_hash": "fc680b2c04768df799637fe57daed1e6117a00d8",
"user_agent": "Opera/8.15.(Windows NT 4.0; mni-IN) Presto/2.9.166 Version/10.00",
"session_id": "c7683fc7-fb3d-45c7-8e72-0ed92d82906a",
"risk_score": 47.07,
"confidence": 0.35
} | null | null | null | null | null | No additional info | Cloud storage_access in AWS by carpentersusan No additional info | storage_access | null | null | carpentersusan | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-d97f0666 |
4736daea-b783-47aa-baef-63eebc873b55 | 2020-11-11T21:23:46 | iot | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|info| desc=IoT device Sensor firmware_update MITRE Technique: T1547.001 | {
"geo_location": "Belarus",
"device_hash": "4d3c3fa97d21a074787ef534f134f94a",
"user_agent": "Opera/8.57.(Windows NT 5.2; fil-PH) Presto/2.9.168 Version/12.00",
"session_id": "3a8f298d-0419-4349-b8d3-58df1a72541c",
"risk_score": 68.08,
"confidence": 0.41
} | null | null | null | null | null | MITRE Technique: T1547.001 | IoT device Sensor firmware_update MITRE Technique: T1547.001 | firmware_update | null | null | null | null | null | null | null | Sensor | iot-7d41631b | 6.5 | null | null | null | null | null | null | null | null | null | null |
811291ed-8f8d-407d-af70-f228646b0616 | 2025-03-29T15:50:08 | auth | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|high| desc=Auth timeout for jjones via OAuth from 194.66.23.74 No additional info | {
"geo_location": "Bhutan",
"device_hash": "2dc6bf320a854e19c7b08ed2fa2097b5",
"user_agent": "Opera/8.44.(X11; Linux x86_64; fo-FO) Presto/2.9.167 Version/11.00",
"session_id": "0d549437-969f-40d4-ac86-ae58ff6051d1",
"risk_score": 63.04,
"confidence": 0.42
} | 194.66.23.74 | null | null | null | null | No additional info | Auth timeout for jjones via OAuth from 194.66.23.74 No additional info | timeout | null | null | jjones | null | null | null | {
"baseline_deviation": 1.57,
"entropy": 3.62,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | OAuth | 88:7a:e6:b2:2b:93 | null | null | null | null | null |
5b236802-b2cd-4984-8cf6-ce0ef9686d2b | 2025-05-01T14:36:23 | network | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|critical| desc=Network beaconing from 79.250.58.99 to 12.141.221.14 No additional info | {
"geo_location": "Angola",
"device_hash": "6197eba1bdacab6ae4ced7b38103ada9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; Trident/5.1)",
"session_id": "90d95e24-4944-4878-8bf5-9a446800e61d",
"risk_score": 12.12,
"confidence": 0.9
} | 79.250.58.99 | 12.141.221.14 | null | null | null | No additional info | Network beaconing from 79.250.58.99 to 12.141.221.14 No additional info | beaconing | 160,544 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6e0df63f-960a-4668-8415-7271ffc596d4 | 2025-04-06T21:37:11 | cloud | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|cloud|medium| desc=Cloud instance_creation in AWS by michelleweiss MITRE Technique: T1486 | {
"geo_location": "Brunei Darussalam",
"device_hash": "6c819f84c85f5a30e97815985e1622c2",
"user_agent": "Opera/9.32.(X11; Linux i686; sl-SI) Presto/2.9.180 Version/11.00",
"session_id": "2f82510e-ae85-43d4-bf76-553c5366e4e7",
"risk_score": 55.18,
"confidence": 0.29
} | null | null | null | null | null | MITRE Technique: T1486 | Cloud instance_creation in AWS by michelleweiss MITRE Technique: T1486 | instance_creation | null | null | michelleweiss | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-f88e0a1f |
af0051b9-228f-44f9-801d-edf227367bbd | 2025-05-03T14:50:35 | ai | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|high| desc=AI system training_data_poisoning by dylan33 MITRE Technique: T1059.005 | {
"geo_location": "Central African Republic",
"device_hash": "30abbb7300c3b2c7d15086e130ae19d02fb5300f",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_8_7 rv:4.0; ckb-IQ) AppleWebKit/535.49.2 (KHTML, like Gecko) Version/4.1 Safari/535.49.2",
"session_id": "f199a065-f25f-4d00-b004-3cb2d96f7d00",
"risk_score": 40.15,
"confidence": 0.21
} | null | null | null | null | null | MITRE Technique: T1059.005 | AI system training_data_poisoning by dylan33 MITRE Technique: T1059.005 | training_data_poisoning | null | null | dylan33 | null | null | null | {
"baseline_deviation": 1.64,
"entropy": 3.32,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | model-a8d58d01 | 7b72966f9800f2a33936dd39f6442859 | 8c078c76b14fbbd6704b1cae7955b1bc00fd9a2e46416e4379cda02b5ce3c5ed | null | null |
2a2d1507-240b-48c4-974e-48dd12b7da67 | 2025-02-17T20:39:58 | auth | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|low| desc=Auth success for tracyjones via SAML from 118.22.23.230 No additional info | {
"geo_location": "Qatar",
"device_hash": "357c851c6d7503004c18218eab40ff00",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.1; Trident/5.1)",
"session_id": "ec503c56-52da-4291-b0ad-01522d76a013",
"risk_score": 10.77,
"confidence": 0.26
} | 118.22.23.230 | null | null | null | null | No additional info | Auth success for tracyjones via SAML from 118.22.23.230 No additional info | success | null | null | tracyjones | null | null | null | null | null | null | null | null | null | null | SAML | 5b:0c:fe:41:6f:c4 | null | null | null | null | null |
e61b04b6-a326-4487-9f9a-a44ecee156ff | 2025-04-25T19:34:30 | ai | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|high| desc=AI system membership_inference by robert99 No additional info noise=C0BC7B69 | {
"geo_location": "Reunion",
"device_hash": "e44ee07402e8ff5d23081313fb729690",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/5192-11-28 17:15:47 Firefox/3.6.7",
"session_id": "96eb868a-cb68-4823-bdae-351c8ae28754",
"risk_score": 87.03,
"confidence": 0.08
} | null | null | null | null | null | No additional info | AI system membership_inference by robert99 No additional info | membership_inference | null | null | robert99 | null | null | null | null | null | null | null | null | null | null | null | null | model-6e2922f6 | 672bc9d8780b754ee2e4d4b64a17be01303859a7 | 5f529ac01ca4089b89d5348c4e9b32c2e2a2949c | null | null |
3fbf7396-ea1c-4b19-a31b-a42b7c5bd049 | 2025-05-18T13:01:05 | cloud | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|cloud|medium| desc=Cloud crypto_mining in Alibaba by rebecca78 No additional info | {
"geo_location": "Saint Helena",
"device_hash": "f076caf115998b2c052877742a5480dfdc213a09",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_8_6) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/57.0.826.0 Safari/533.0",
"session_id": "47d6ec94-7d6a-4c4c-903c-cea11186199e",
"risk_score": 47.4,
"confidence": 0.84
} | null | null | null | null | null | No additional info | Cloud crypto_mining in Alibaba by rebecca78 No additional info | crypto_mining | null | null | rebecca78 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-0d1c08ea |
b74085a0-a728-48ff-a771-0e43920242b1 | 2025-05-13T22:57:44 | cloud | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|cloud|medium| desc=Cloud storage_access in OCI by yowen MITRE Technique: T1134.001 | {
"geo_location": "Cayman Islands",
"device_hash": "742e4a8bc77ec306f7168532bbb97244",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 4.0; Trident/3.1)",
"session_id": "25033ba6-032f-491f-9905-7916c3a84d0f",
"risk_score": 52.11,
"confidence": 1
} | null | null | null | null | null | MITRE Technique: T1134.001 | Cloud storage_access in OCI by yowen MITRE Technique: T1134.001 | storage_access | null | null | yowen | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-e6360ee3 |
f2b24b96-a771-4e69-9e2a-11c329c1c659 | 2025-02-22T13:22:38 | network | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|low| desc=Network beaconing from 102.244.161.57 to 136.33.132.47 No additional info noise=category/tags | {
"geo_location": "Timor-Leste",
"device_hash": "a19c076065da03a800993d56cb46a3728d8253c0",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98; Win 9x 4.90) AppleWebKit/532.8.5 (KHTML, like Gecko) Version/4.0.1 Safari/532.8.5",
"session_id": "bb13f3bd-814a-45f0-bb2a-6e06ff47a3bc",
"risk_score": 92.88,
"confidence": 0.8
} | 102.244.161.57 | 136.33.132.47 | null | null | null | No additional info | Network beaconing from 102.244.161.57 to 136.33.132.47 No additional info | beaconing | 568,711 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
52d4875c-6da6-408d-b19e-c6518884a7e0 | 2025-04-29T14:18:11 | cloud | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|cloud|critical| desc=Cloud lambda_execution in Alibaba by erikdorsey Associated Threat Actor: APT37 | {
"geo_location": "Ecuador",
"device_hash": "87f372f4221950055f3c50e36d62e622e03fd6d9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Trident/5.1)",
"session_id": "62f4badd-6b41-4199-884e-0483e1d4456e",
"risk_score": 64.57,
"confidence": 0.1
} | null | null | null | null | null | Associated Threat Actor: APT37 | Cloud lambda_execution in Alibaba by erikdorsey Associated Threat Actor: APT37 | lambda_execution | null | null | erikdorsey | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-4b121c81 |
a7a042de-6c5f-498f-8039-4a93a4009c57 | 2025-05-30T22:58:04 | ids_alert | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ids_alert|low| desc=FireEye HX Alert: Domain Fronting detected from 10.136.114.96 targeting 14.140.98.122 MITRE Technique: T1543.003 | {
"geo_location": "Luxembourg",
"device_hash": "e68d6c6a5360b0e5e42a68c74213b3a3",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 98; Trident/4.1)",
"session_id": "9f769147-8c00-4cf0-92b7-fbd9fa265e1b",
"risk_score": 64.7,
"confidence": 0.59
} | 10.136.114.96 | 14.140.98.122 | Domain Fronting | SIG-4824 | Recon | MITRE Technique: T1543.003 | FireEye HX Alert: Domain Fronting detected from 10.136.114.96 targeting 14.140.98.122 MITRE Technique: T1543.003 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e8507b57-86e6-48d8-b47a-e77e513dec30 | 2025-01-25T02:14:14 | iot | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|medium| desc=IoT device Sensor sensor_spoofing MITRE Technique: T1078.004 | {
"geo_location": "French Polynesia",
"device_hash": "7aa64b87eb5d1f3a128067549e1a6d34b194407a",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_11_2; rv:1.9.5.20) Gecko/6271-08-24 04:19:21 Firefox/10.0",
"session_id": "2252dc6a-5789-4859-a83a-cdd0d969661d",
"risk_score": 78.94,
"confidence": 0.24
} | null | null | null | null | null | MITRE Technique: T1078.004 | IoT device Sensor sensor_spoofing MITRE Technique: T1078.004 | sensor_spoofing | null | null | null | null | null | null | null | Sensor | iot-51707245 | 9.3 | null | null | null | null | null | null | null | null | null | null |
9d623955-b5f6-4a1e-8d15-ee0b67e35534 | 2025-03-18T03:33:14 | ai | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|critical| desc=AI system fine_tuning by swilcox MITRE Technique: T1218.011 noise=0F48AF20 | {
"geo_location": "Micronesia",
"device_hash": "e016da7bf7064e7144bb855ede56c0c3",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; nn-NO) AppleWebKit/532.15.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B118 Safari/6532.15.2",
"session_id": "6021c069-fd0f-4c1c-ab3f-2a4d08cb7b65",
"risk_score": 72.57,
"confidence": 0.96
} | null | null | null | null | null | MITRE Technique: T1218.011 | AI system fine_tuning by swilcox MITRE Technique: T1218.011 | fine_tuning | null | null | swilcox | null | null | null | null | null | null | null | null | null | null | null | null | model-db3ed4c9 | 9c111953c560e996d5c4e4699e6466b89856ce72 | 884a1c86378b18b570d6ff5ddb8865bfed545f50 | null | null |
3c86f8de-610f-440d-8cf3-5c3e14a69059 | 2025-03-10T11:12:37 | 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: Fileless Attack detected from 119.136.247.246 targeting 137.19.97.136 Associated Threat Actor: APT34 noise=SHVzYmFuZC4= | {
"geo_location": "Taiwan",
"device_hash": "4dc174a66ef371eb8a09af1a3fb448ee",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; hi-IN) AppleWebKit/532.45.5 (KHTML, like Gecko) Version/3.0.5 Mobile/8B112 Safari/6532.45.5",
"session_id": "f6a9f6ad-d029-4150-941b-94fedd0ae948",
"risk_score": 58.95,
"confidence": 0.33
} | 119.136.247.246 | 137.19.97.136 | Fileless Attack | SIG-9498 | Policy | Associated Threat Actor: APT34 | Palo Alto Cortex Alert: Fileless Attack detected from 119.136.247.246 targeting 137.19.97.136 Associated Threat Actor: APT34 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8d0a6363-f67e-47d6-bf04-1533e43f4cde | 2025-06-07T08:55:21 | firewall | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|critical| desc=Firewall drop TCP traffic from 10.148.36.94:461 to 101.145.24.14:6015 Associated Threat Actor: Lazarus Group | {
"geo_location": "Slovakia (Slovak Republic)",
"device_hash": "74b9a3ef5ff59832f3f7edd82b303d7cb3ee755e19fbe4ad40914cf2b802eef5",
"user_agent": "Opera/9.50.(Windows NT 6.1; kok-IN) Presto/2.9.161 Version/12.00",
"session_id": "aabb85c4-4f1f-4fc3-abef-88de56e81066",
"risk_score": 56.76,
"confidence": 0.98
} | 10.148.36.94 | 101.145.24.14 | null | null | null | Associated Threat Actor: Lazarus Group | Firewall drop TCP traffic from 10.148.36.94:461 to 101.145.24.14:6015 Associated Threat Actor: Lazarus Group | drop | 687,830 | TCP | null | null | null | null | null | null | null | null | 461 | 6,015 | 50 | null | null | null | null | null | null | null |
87d739f5-bd18-44fd-9b26-738adbf8bcae | 2025-02-07T16:39:38 | 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: Fileless Attack detected from 100.11.54.63 targeting N/A No additional info | {
"geo_location": "Syrian Arab Republic",
"device_hash": "c071d563b4653444298da2016263bb78",
"user_agent": "Mozilla/5.0 (Android 6.0.1; Mobile; rv:40.0) Gecko/40.0 Firefox/40.0",
"session_id": "a392be7e-00f5-4e21-9909-2b3eec5af3c6",
"risk_score": 62.25,
"confidence": 0.89
} | 100.11.54.63 | N/A | Fileless Attack | SIG-5899 | Malware | No additional info | Palo Alto Cortex Alert: Fileless Attack detected from 100.11.54.63 targeting N/A No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
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