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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
51459767-f0ce-48c3-af4c-c126be8ebf00 | 2025-02-12T11:07:35 | ids_alert | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ids_alert|medium| desc=Splunk Alert: Cloud API Abuse detected from 36.165.107.58 targeting 106.59.114.216 Associated Threat Actor: Lazarus Group | {
"geo_location": "Cape Verde",
"device_hash": "846bf6eb8429764d91c85afd945f0f624f19f4d1",
"user_agent": "Opera/9.46.(X11; Linux x86_64; iw-IL) Presto/2.9.186 Version/10.00",
"session_id": "b6db6eff-5280-434c-9599-4af53cd5c4f9",
"risk_score": 35.3,
"confidence": 0.09
} | 36.165.107.58 | 106.59.114.216 | Cloud API Abuse | SIG-9764 | Exploit | Associated Threat Actor: Lazarus Group | Splunk Alert: Cloud API Abuse detected from 36.165.107.58 targeting 106.59.114.216 Associated Threat Actor: Lazarus Group | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f2cdae90-f6cd-47be-b29f-ed32783004a6 | 2025-05-16T07:56:29 | auth | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|info| desc=Auth locked for garychen via key from 88.137.86.47 MITRE Technique: T1543.003 | {
"geo_location": "Guernsey",
"device_hash": "5effa3457a9246431f747557f6773666",
"user_agent": "Opera/9.86.(Windows NT 6.1; tn-ZA) Presto/2.9.185 Version/10.00",
"session_id": "ce5726d1-ae90-4c60-9042-8540dba71832",
"risk_score": 31.19,
"confidence": 0.14
} | 88.137.86.47 | null | null | null | null | MITRE Technique: T1543.003 | Auth locked for garychen via key from 88.137.86.47 MITRE Technique: T1543.003 | locked | null | null | garychen | null | null | null | null | null | null | null | null | null | null | key | a0:ac:71:88:a5:a1 | null | null | null | null | null |
acad6ea0-6e70-4cba-b6a1-2087b861e939 | 2025-02-24T22:21:29 | ai | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|low| desc=AI system model_access by dmata No additional info | {
"geo_location": "Indonesia",
"device_hash": "c5148f8710f6a61aef11a6de99945a2965e206b6",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/24.0.816.0 Safari/536.0",
"session_id": "023af876-bcd9-47fa-a2c1-b09a59fde0a7",
"risk_score": 71.68,
"confidence": 0.73
} | null | null | null | null | null | No additional info | AI system model_access by dmata No additional info | model_access | null | null | dmata | null | null | null | null | null | null | null | null | null | null | null | null | model-1c8c4d02 | 18526e0c491fad246364205124e51395e394a1ba | caa858234eff626fac12592e9322602de4db6359 | null | null |
9bc644a2-6415-4ae6-8249-53e8f0f401d6 | 2025-06-02T18:30:13 | ids_alert | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ids_alert|medium| desc=Splunk Alert: XSS detected from 38.78.179.185 targeting 108.80.127.121 No additional info | {
"geo_location": "Guyana",
"device_hash": "ddff5cd25091fd071c9bcc1f7c2d15f0",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_6) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/26.0.801.0 Safari/535.2",
"session_id": "93d97b3f-656d-44d7-8faf-c3896055e970",
"risk_score": 81.01,
"confidence": 0.41
} | 38.78.179.185 | 108.80.127.121 | XSS | SIG-4979 | Evasion | No additional info | Splunk Alert: XSS detected from 38.78.179.185 targeting 108.80.127.121 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
cbdd0c82-4bdc-4e0b-a821-6aa84285e85d | 2025-03-19T08:07:10 | iot | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|info| desc=IoT device Thermostat command_injection No additional info noise=wp-content/categories/wp-content | {
"geo_location": "Taiwan",
"device_hash": "43f44fb3dec2f1e80ff67da0196c75d1e16e97d0",
"user_agent": "Mozilla/5.0 (Windows NT 5.2; tn-ZA; rv:1.9.2.20) Gecko/8559-12-03 18:42:13 Firefox/3.6.14",
"session_id": "1aee4ad1-2d12-4edf-b922-c64b9d8fef44",
"risk_score": 60.63,
"confidence": 0.27
} | null | null | null | null | null | No additional info | IoT device Thermostat command_injection No additional info | command_injection | null | null | null | null | null | null | null | Thermostat | iot-3751a403 | 10.6 | null | null | null | null | null | null | null | null | null | null |
7ee523aa-9426-4a07-a977-b5e4fae01efc | 2025-03-08T16:39:35 | ids_alert | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|high| desc=Trellix Alert: XSS detected from 10.150.187.139 targeting N/A No additional info noise=south|evidence|current | {
"geo_location": "Sao Tome and Principe",
"device_hash": "4e3ab372de27bc220a070984da1b7fa1",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_11_6 rv:6.0; tg-TJ) AppleWebKit/531.32.1 (KHTML, like Gecko) Version/5.1 Safari/531.32.1",
"session_id": "798be809-b16b-42a0-8124-9900837d3ffc",
"risk_score": 66.9,
"confidence": 0.07
} | 10.150.187.139 | N/A | XSS | SIG-2373 | Malware | No additional info | Trellix Alert: XSS detected from 10.150.187.139 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 |
91af4f7d-83be-4d88-9b95-dfb40b1b4386 | 2025-01-21T18:24:30 | iot | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|low| desc=IoT device Medical firmware_update MITRE Technique: T1110.003 | {
"geo_location": "Guernsey",
"device_hash": "faa4049fb531525a99504dec814111d703ef1396",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 10_3_3 like Mac OS X) AppleWebKit/531.2 (KHTML, like Gecko) FxiOS/17.2k4226.0 Mobile/73V017 Safari/531.2",
"session_id": "8973774d-6ad2-42d6-b88e-91431d1e5d27",
"risk_score": 61.51,
"confidence": 0.02
} | null | null | null | null | null | MITRE Technique: T1110.003 | IoT device Medical firmware_update MITRE Technique: T1110.003 | firmware_update | null | null | null | null | null | null | null | Medical | iot-488132ad | 10.9 | null | null | null | null | null | null | null | null | null | null |
e34ce403-fb80-4fe8-8102-533e8ddcd8cc | 2025-06-29T06:21:17 | cloud | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|info| desc=Cloud crypto_mining in AWS by melissahendricks No additional info | {
"geo_location": "North Korea",
"device_hash": "1561daf4e48d68077c1b9ccdc9e585dfc889e84fe82814fb1032602f38dc7ced",
"user_agent": "Mozilla/5.0 (Linux; Android 5.0) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/21.0.804.0 Safari/534.0",
"session_id": "1bcfec9f-5f1f-4938-804c-bab27db004de",
"risk_score": 64.2,
"confidence": 0.53
} | null | null | null | null | null | No additional info | Cloud crypto_mining in AWS by melissahendricks No additional info | crypto_mining | null | null | melissahendricks | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-be22a39a |
bf00d2ec-e604-4cc8-932d-9f9010b56c2c | 2025-05-02T23:09:23 | firewall | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|medium| desc=Firewall allow SMB traffic from 110.5.208.6:721 to 7.122.196.118:235 MITRE Technique: T1574.002 | Geo anomaly: Impossible travel detected | {
"geo_location": "Sudan",
"device_hash": "cbe86fac2002826126e5929c4afef4181f41dcdf",
"user_agent": "Mozilla/5.0 (Android 2.3.6; Mobile; rv:18.0) Gecko/18.0 Firefox/18.0",
"session_id": "29fadf87-d432-43aa-ba78-e44ffb2dbc06",
"risk_score": 45.6,
"confidence": 0.28
} | 110.5.208.6 | 7.122.196.118 | null | null | null | MITRE Technique: T1574.002 | Geo anomaly: Impossible travel detected | Firewall allow SMB traffic from 110.5.208.6:721 to 7.122.196.118:235 MITRE Technique: T1574.002 | Geo anomaly: Impossible travel detected | allow | 71,469 | SMB | null | null | null | null | null | null | null | null | 721 | 235 | 1,614 | null | null | null | null | null | null | null |
c146420f-af59-4769-bbf9-e070f2454333 | 2025-02-05T17:04:22 | firewall | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|medium| desc=Firewall inspect RDP traffic from 146.62.18.62:15724 to 43.81.124.43:807 No additional info | {
"geo_location": "Tokelau",
"device_hash": "cf30bb7222db95dd0aeb3d7ec27dda338c32fac9659de4bf791afc6bef15b949",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 95; Trident/5.0)",
"session_id": "71c3eeca-26f3-4519-9c2a-2f31e38af014",
"risk_score": 48.75,
"confidence": 0.18
} | 146.62.18.62 | 43.81.124.43 | null | null | null | No additional info | Firewall inspect RDP traffic from 146.62.18.62:15724 to 43.81.124.43:807 No additional info | inspect | 510,428 | RDP | null | null | null | null | null | null | null | null | 15,724 | 807 | 3,301 | null | null | null | null | null | null | null |
adf1d87a-ad6b-4071-a6dd-f99772c0d53e | 2025-06-21T03:10:59 | ids_alert | Tanium v7.4.0 | emergency | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|emergency| desc=Tanium Alert: AI Model Poisoning detected from 122.121.233.239 targeting N/A No additional info noise=QnV5IHlvdW5nLg== | {
"geo_location": "Austria",
"device_hash": "39e03d6084e4194f375f9b815e2d542c80a294640ff3c5b47197f3e81d82de3a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.2; Trident/5.0)",
"session_id": "cf006aef-8d26-47ff-bd91-0540cdceac31",
"risk_score": 45.91,
"confidence": 0.18
} | 122.121.233.239 | N/A | AI Model Poisoning | SIG-8281 | Policy | No additional info | Tanium Alert: AI Model Poisoning detected from 122.121.233.239 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 |
cfc7c3eb-f519-4e57-a42f-29f6b58b67d8 | 2025-05-06T18:40:50 | ids_alert | OSSEC v3.7.0 | emergency | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ids_alert|emergency| desc=OSSEC Alert: XSS detected from 150.229.129.159 targeting 71.240.213.239 MITRE Technique: T1078.004 | {
"geo_location": "North Korea",
"device_hash": "398a46de888b6e27c77a5b019638e460b3317a38f0bfba7b33802ab24658bf0f",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.0) AppleWebKit/531.35.3 (KHTML, like Gecko) Version/4.1 Safari/531.35.3",
"session_id": "bb4b59e7-5d4b-4331-b92d-b659bef72f7a",
"risk_score": 43.86,
"confidence": 0.31
} | 150.229.129.159 | 71.240.213.239 | XSS | SIG-3092 | Recon | MITRE Technique: T1078.004 | OSSEC Alert: XSS detected from 150.229.129.159 targeting 71.240.213.239 MITRE Technique: T1078.004 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
572370a2-19c9-4559-ac73-49f11801df51 | 2025-04-14T17:58:21 | ids_alert | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ids_alert|medium| desc=Elastic SIEM Alert: MFA Bypass detected from 201.108.101.65 targeting N/A Associated Threat Actor: REvil | {
"geo_location": "Uganda",
"device_hash": "519b1cdc6953690f3fb67693510b89ed9acf9357b0758c0a65ed994c591e7b11",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_6_8) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/44.0.839.0 Safari/534.0",
"session_id": "e88eee27-7d70-4ce4-bee1-212e601a99b2",
"risk_score": 37.63,
"confidence": 0.96
} | 201.108.101.65 | N/A | MFA Bypass | SIG-3012 | Evasion | Associated Threat Actor: REvil | Elastic SIEM Alert: MFA Bypass detected from 201.108.101.65 targeting N/A Associated Threat Actor: REvil | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f66de7a9-1f72-4bd2-a850-61608f7b90b2 | 2025-06-23T04:27:15 | iot | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|critical| desc=IoT device HVAC protocol_violation No additional info | {
"geo_location": "Kiribati",
"device_hash": "32aa7ba572645876df1001236964b21ee7d4229f",
"user_agent": "Opera/8.73.(Windows CE; ug-CN) Presto/2.9.177 Version/10.00",
"session_id": "531628c2-7e6d-4ba4-a120-450f5a0cc657",
"risk_score": 100,
"confidence": 0.14
} | null | null | null | null | null | No additional info | IoT device HVAC protocol_violation No additional info | protocol_violation | null | null | null | null | null | null | {
"baseline_deviation": 2.84,
"entropy": 6.63,
"frequency_anomaly": true,
"sequence_anomaly": true
} | HVAC | iot-df17851e | 1.2 | null | null | null | null | null | null | null | null | null | null |
73c11354-a47f-4c34-bea5-8f6254e0e2b1 | 2025-04-15T23:29:01 | network | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|low| desc=Network covert_channel from 180.199.107.158 to 74.186.250.105 No additional info | {
"geo_location": "Svalbard & Jan Mayen Islands",
"device_hash": "3b3bc410215aab99aa4cc2d3f96f01faeebaad23c3ec350fb930a1c3fc41ab4b",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 10_3_3 like Mac OS X) AppleWebKit/534.2 (KHTML, like Gecko) FxiOS/13.9s4280.0 Mobile/61V020 Safari/534.2",
"session_id": "43b540ec-49ea-48fd-a451-a26120d38447",
"risk_score": 50.38,
"confidence": 0.04
} | 180.199.107.158 | 74.186.250.105 | null | null | null | No additional info | Network covert_channel from 180.199.107.158 to 74.186.250.105 No additional info | covert_channel | 615,683 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
59f4587c-944e-43a4-b444-ca10392a3c42 | 2025-02-01T02:12:55 | endpoint | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint process_start eight by fblack MITRE Technique: T1566.001 | {
"geo_location": "Antigua and Barbuda",
"device_hash": "c98436cf4db6643abd04066d1c08bc3a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 4.0; Trident/3.0)",
"session_id": "91e819d9-4df4-426c-ac84-86793a513eb6",
"risk_score": 71.37,
"confidence": 0.01
} | null | null | null | null | null | MITRE Technique: T1566.001 | Endpoint process_start eight by fblack MITRE Technique: T1566.001 | process_start | null | null | fblack | eight | 5,881 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3f88fb79-ef7e-4d17-bcc4-adaa2d5ea551 | 2025-05-25T10:33:03 | iot | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|info| desc=IoT device HVAC unusual_activity Sensor spoofing detected | {
"geo_location": "France",
"device_hash": "b52ff8adaa5f8094125e5925ebe96d7184ffc99c",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 14_8_1 like Mac OS X) AppleWebKit/533.2 (KHTML, like Gecko) FxiOS/17.9p4567.0 Mobile/61M887 Safari/533.2",
"session_id": "82e19043-cb7d-4d01-878e-4787cf97a437",
"risk_score": 49.28,
"confidence": 0.22
} | null | null | null | null | null | Sensor spoofing detected | IoT device HVAC unusual_activity Sensor spoofing detected | unusual_activity | null | null | null | null | null | null | null | HVAC | iot-e87a35ee | 4.0 | null | null | null | null | null | null | null | null | null | null |
af0a1ca0-0705-4a15-bd71-6daeeb8d8dff | 2025-05-03T14:27:48 | auth | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|info| desc=Auth success for jamesibarra via passwordless from 166.176.29.241 No additional info | {
"geo_location": "China",
"device_hash": "c69e36633e8d808120ef6ed899a272958d9cddd8",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; fy-DE) AppleWebKit/532.18.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B111 Safari/6532.18.2",
"session_id": "76b9da3a-2210-4ca3-8314-395b0f033917",
"risk_score": 63.48,
"confidence": 0.08
} | 166.176.29.241 | null | null | null | null | No additional info | Auth success for jamesibarra via passwordless from 166.176.29.241 No additional info | success | null | null | jamesibarra | null | null | null | null | null | null | null | null | null | null | passwordless | 0d:2d:36:01:7a:b0 | null | null | null | null | null |
53616cec-b16b-4e88-bf90-13aa02c415b0 | 2025-04-11T03:36:32 | firewall | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|medium| desc=Firewall log-only HTTP traffic from 52.4.235.241:953 to 135.114.114.16:610 No additional info noise=category | {
"geo_location": "Oman",
"device_hash": "c49f1f82221cd178c05e1abf3333256e",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 12_4_8 like Mac OS X) AppleWebKit/532.0 (KHTML, like Gecko) FxiOS/12.1s5134.0 Mobile/30S429 Safari/532.0",
"session_id": "929b291c-9d9d-428f-af42-c6a849d5f8ed",
"risk_score": 36.01,
"confidence": 0.75
} | 52.4.235.241 | 135.114.114.16 | null | null | null | No additional info | Firewall log-only HTTP traffic from 52.4.235.241:953 to 135.114.114.16:610 No additional info | log-only | 91,017 | HTTP | null | null | null | null | null | null | null | null | 953 | 610 | 796 | null | null | null | null | null | null | null |
2125fee0-3ee5-40b2-8cf1-a1736314e612 | 2025-05-29T19:23:39 | auth | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|info| desc=Auth timeout for hramirez via key from 10.136.61.64 No additional info | {
"geo_location": "Gabon",
"device_hash": "ee014e2acff797109b458b651f90cad9040829b5",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 3_1_3 like Mac OS X) AppleWebKit/535.1 (KHTML, like Gecko) FxiOS/10.0g5425.0 Mobile/99B884 Safari/535.1",
"session_id": "801888fa-d0f7-4922-b698-46eaad2d45a1",
"risk_score": 36.44,
"confidence": 0.84
} | 10.136.61.64 | null | null | null | null | No additional info | Auth timeout for hramirez via key from 10.136.61.64 No additional info | timeout | null | null | hramirez | null | null | null | {
"baseline_deviation": 1.79,
"entropy": 2.27,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | key | 33:12:2e:78:c5:d9 | null | null | null | null | null |
58b933d3-bda4-497e-9aba-01716c122d52 | 2025-01-19T23:22:05 | auth | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|low| desc=Auth challenge for susancox via OAuth from 34.180.204.203 MITRE Technique: T1574.002 noise=business|ok|member | {
"geo_location": "Senegal",
"device_hash": "2c8196cf188f04560a545f8c7480517671f469dd1ecc3339990631b00f674144",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.1; Trident/5.1)",
"session_id": "40300a12-9741-4244-95ad-1abdc2663ac0",
"risk_score": 99.38,
"confidence": 0.89
} | 34.180.204.203 | null | null | null | null | MITRE Technique: T1574.002 | Auth challenge for susancox via OAuth from 34.180.204.203 MITRE Technique: T1574.002 | challenge | null | null | susancox | null | null | null | null | null | null | null | null | null | null | OAuth | ea:4b:97:1d:e7:fd | null | null | null | null | null |
cff3c205-cdd3-4991-914a-be8270ea0239 | 2025-02-27T02:15:31 | firewall | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|info| desc=Firewall deny HTTPS traffic from 164.240.153.119:32916 to 14.15.59.234:882 Unconventional IOC: CPU microcode changes | {
"geo_location": "Palestinian Territory",
"device_hash": "a4adbf50bcc4368746c24bea44269b4ac4eb1dd7",
"user_agent": "Opera/9.85.(X11; Linux i686; bo-IN) Presto/2.9.187 Version/10.00",
"session_id": "6f506a94-c211-42f9-904b-5b166100a2db",
"risk_score": 66.25,
"confidence": 0.78
} | 164.240.153.119 | 14.15.59.234 | null | null | null | Unconventional IOC: CPU microcode changes | Firewall deny HTTPS traffic from 164.240.153.119:32916 to 14.15.59.234:882 Unconventional IOC: CPU microcode changes | deny | 683,906 | HTTPS | null | null | null | null | null | null | null | null | 32,916 | 882 | 2,738 | null | null | null | null | null | null | null |
8bd10181-d071-41fa-9b3b-5b4bfaf0b3fa | 2025-01-24T12:30:15 | auth | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|low| desc=Auth failed for william98 via OAuth from 201.94.175.176 No additional info | {
"geo_location": "Cape Verde",
"device_hash": "844ad771029b8dd26d5188206d7692ef219b4b054a02dd3bb053cecf8ee65eb3",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; yi-US) AppleWebKit/535.34.1 (KHTML, like Gecko) Version/4.0.5 Mobile/8B111 Safari/6535.34.1",
"session_id": "57952c7a-317b-4f07-95e4-df13a6edbe25",
"risk_score": 62.71,
"confidence": 0.65
} | 201.94.175.176 | null | null | null | null | No additional info | Auth failed for william98 via OAuth from 201.94.175.176 No additional info | failed | null | null | william98 | null | null | null | null | null | null | null | null | null | null | OAuth | 6a:18:db:92:cd:fa | null | null | null | null | null |
9a3574bc-c569-4b40-baad-4519d1b4e63a | 2025-01-24T10:52:54 | cloud | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|cloud|low| desc=Cloud container_escape in Azure by lharper No additional info | {
"geo_location": "Sudan",
"device_hash": "52481ce4d9f15a58ffc57da387e036be",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.0; Trident/4.0)",
"session_id": "32558a90-2421-4272-9310-2f425db10167",
"risk_score": 51.91,
"confidence": 0.97
} | null | null | null | null | null | No additional info | Cloud container_escape in Azure by lharper No additional info | container_escape | null | null | lharper | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-6c1f90f9 |
de72c045-4cde-4bc6-8aed-cf5559166ac3 | 2025-01-22T20:36:20 | ids_alert | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|critical| desc=AlienVault Alert: Living-off-the-Land detected from 197.179.161.184 targeting 49.134.137.8 No additional info | {
"geo_location": "Saint Barthelemy",
"device_hash": "14552183d1f5bba2c53d2ebf17198051",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_5_3 rv:2.0; mai-IN) AppleWebKit/534.19.1 (KHTML, like Gecko) Version/5.0 Safari/534.19.1",
"session_id": "45d754dd-d658-4c48-92e7-efd7038edaae",
"risk_score": 59.46,
"confidence": 0.25
} | 197.179.161.184 | 49.134.137.8 | Living-off-the-Land | SIG-8544 | Exploit | No additional info | AlienVault Alert: Living-off-the-Land detected from 197.179.161.184 targeting 49.134.137.8 No additional info | null | null | null | null | null | null | null | {
"baseline_deviation": 0.91,
"entropy": 3.37,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
994175a0-4a65-430f-bb10-c77480ab0ca3 | 2025-06-10T01:35:08 | cloud | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud api_abuse in AWS by keithbarker Associated Threat Actor: BlueNoroff | {
"geo_location": "Central African Republic",
"device_hash": "972e9354c493a7e85e63de5d16ba17c224186445190193c93b5c12de2a0f9e45",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98) AppleWebKit/531.8.5 (KHTML, like Gecko) Version/4.0.3 Safari/531.8.5",
"session_id": "55d137f4-c947-4abb-a217-895a2a67c200",
"risk_score": 20.45,
"confidence": 0.54
} | null | null | null | null | null | Associated Threat Actor: BlueNoroff | Cloud api_abuse in AWS by keithbarker Associated Threat Actor: BlueNoroff | api_abuse | null | null | keithbarker | null | null | null | {
"baseline_deviation": 2.99,
"entropy": 4.84,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | AWS | res-c358ffc2 |
6c66c1ce-24a3-49d3-b3e3-6793b2a5eb61 | 2025-03-16T18:02:44 | ai | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|low| desc=AI system membership_inference by ruizshannon Associated Threat Actor: APT38 | {
"geo_location": "Isle of Man",
"device_hash": "3ec51662a5ff2a026f5b2ecb8f4c3111e9086326bb79f1c0f03f651d63d94ef8",
"user_agent": "Mozilla/5.0 (Android 2.2; Mobile; rv:30.0) Gecko/30.0 Firefox/30.0",
"session_id": "73918ad0-f424-4c77-a14d-ec7b1f7ce504",
"risk_score": 48.84,
"confidence": 0.34
} | null | null | null | null | null | Associated Threat Actor: APT38 | AI system membership_inference by ruizshannon Associated Threat Actor: APT38 | membership_inference | null | null | ruizshannon | null | null | null | null | null | null | null | null | null | null | null | null | model-7aad2356 | 97b665a4db72f2e0e9f3a27ab79193e87aa994b13bf2649bcadcf667622889be | c0235116934543213e74943079d03172851e0663 | null | null |
2ae6566d-7fcb-4d7a-a044-4392582c1f6e | 2025-03-26T20:12:49 | firewall | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|info| desc=Firewall quarantine HTTPS traffic from 181.237.88.200:862 to 187.140.73.5:21893 No additional info | {
"geo_location": "Aruba",
"device_hash": "3ff631e64bc2433c1f3e89d3280b130e6162486e58132dcf6103af90658ac68d",
"user_agent": "Mozilla/5.0 (Windows NT 10.0; th-TH; rv:1.9.1.20) Gecko/2568-12-18 14:24:49 Firefox/10.0",
"session_id": "d60131ab-c5bb-4db5-acbc-01eb4e020c16",
"risk_score": 74.13,
"confidence": 0.91
} | 181.237.88.200 | 187.140.73.5 | null | null | null | No additional info | Firewall quarantine HTTPS traffic from 181.237.88.200:862 to 187.140.73.5:21893 No additional info | quarantine | 6,925 | HTTPS | null | null | null | null | null | null | null | null | 862 | 21,893 | 2,136 | null | null | null | null | null | null | null |
2e60356f-8905-4e28-a582-54a0b9bdc7fe | 2025-05-24T22:07:05 | cloud | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|critical| desc=Cloud api_abuse in Alibaba by jacobjensen No additional info | {
"geo_location": "Djibouti",
"device_hash": "bcebd381009c0c6a7974b654def15fd0",
"user_agent": "Mozilla/5.0 (Android 4.4.1; Mobile; rv:17.0) Gecko/17.0 Firefox/17.0",
"session_id": "35c37e05-46d4-478d-93be-d5880e017079",
"risk_score": 66.35,
"confidence": 0.28
} | null | null | null | null | null | No additional info | Cloud api_abuse in Alibaba by jacobjensen No additional info | api_abuse | null | null | jacobjensen | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-3fc0b49a |
9fcc137c-f73a-4c46-99a4-4fdb7e73fa4d | 2025-05-12T04:22:18 | network | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|low| desc=Network data_exfiltration from 197.63.150.253 to 210.206.24.239 No additional info noise=once|follow|will | {
"geo_location": "Panama",
"device_hash": "bc946188c855991bd42702b93eca9264",
"user_agent": "Mozilla/5.0 (Windows NT 5.0) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/45.0.859.0 Safari/532.2",
"session_id": "f6c1acab-6a06-46cc-8d4e-4cbce9eb5166",
"risk_score": 100,
"confidence": 0.7
} | 197.63.150.253 | 210.206.24.239 | null | null | null | No additional info | Network data_exfiltration from 197.63.150.253 to 210.206.24.239 No additional info | data_exfiltration | 174,802 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2c7e3ab9-5946-4b64-b0f8-1f8760b559fb | 2025-06-04T11:30:34 | iot | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|high| desc=IoT device Camera unusual_activity Unconventional IOC: UEFI variable tampering | {
"geo_location": "United Kingdom",
"device_hash": "d414957e3493cce94eb99ab9cb182c3cc5e6139f5b85d6e962f7687838c0955f",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 14_2_1 like Mac OS X) AppleWebKit/532.1 (KHTML, like Gecko) CriOS/20.0.888.0 Mobile/96R013 Safari/532.1",
"session_id": "e64e4499-f7ee-4f56-ac39-7551a7ded1c7",
"risk_score": 39.91,
"confidence": 0.94
} | null | null | null | null | null | Unconventional IOC: UEFI variable tampering | IoT device Camera unusual_activity Unconventional IOC: UEFI variable tampering | unusual_activity | null | null | null | null | null | null | null | Camera | iot-eede4d98 | 2.1 | null | null | null | null | null | null | null | null | null | null |
d93bcb3d-c551-4606-b9d0-391fdcedb361 | 2025-05-20T06:50:45 | auth | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|low| desc=Auth bypass for ckelly via biometric from 10.58.183.93 No additional info | {
"geo_location": "Peru",
"device_hash": "47ed01507b887e2d3a88522723b6cf39654305448522b75d745d827a5a6b6ad4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.2; Trident/4.1)",
"session_id": "bc072fa3-7969-48af-8c59-a7477a80a034",
"risk_score": 0.04,
"confidence": 0.99
} | 10.58.183.93 | null | null | null | null | No additional info | Auth bypass for ckelly via biometric from 10.58.183.93 No additional info | bypass | null | null | ckelly | null | null | null | null | null | null | null | null | null | null | biometric | dd:e5:66:71:c6:41 | null | null | null | null | null |
257047b2-f416-4f7a-bf4d-80253486ef69 | 2025-02-27T05:54:28 | iot | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|low| desc=IoT device Sensor protocol_violation No additional info | {
"geo_location": "Monaco",
"device_hash": "98618d52f56dc179152bbffb3becf9c9730bba7fe04765de7d16939880e674ff",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows CE; Trident/3.1)",
"session_id": "b6a7d044-4cc5-4b90-80ba-ae75e7a1a7f4",
"risk_score": 35.91,
"confidence": 0.06
} | null | null | null | null | null | No additional info | IoT device Sensor protocol_violation No additional info | protocol_violation | null | null | null | null | null | null | null | Sensor | iot-bb8ca5b7 | 3.4 | null | null | null | null | null | null | null | null | null | null |
5e3b9b9c-fb97-4e90-83f0-5942ef88905a | 2025-05-24T16:03:46 | iot | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|high| desc=IoT device Medical physical_tamper No additional info | {
"geo_location": "Qatar",
"device_hash": "c9d422b0f4eb77b00018f8fe6c94746cef6336c7e89d45e45f37c7b57201ba7c",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 14_8_1 like Mac OS X) AppleWebKit/534.2 (KHTML, like Gecko) CriOS/43.0.839.0 Mobile/09Y343 Safari/534.2",
"session_id": "97560a63-7db6-4927-b5c9-a37370517f0b",
"risk_score": 23.57,
"confidence": 0.47
} | null | null | null | null | null | No additional info | IoT device Medical physical_tamper No additional info | physical_tamper | null | null | null | null | null | null | null | Medical | iot-c49b7de6 | 6.5 | null | null | null | null | null | null | null | null | null | null |
ba238e91-ef88-404f-a746-9e73d6ab7e11 | 2022-02-16T17:02:29 | endpoint | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint process_start this by hernandezbrian MITRE Technique: T1059.005 | {
"geo_location": "Montenegro",
"device_hash": "1de27496fc01a4ebb3a86b27b3761804",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.0) AppleWebKit/534.47.2 (KHTML, like Gecko) Version/5.0.5 Safari/534.47.2",
"session_id": "fbc1c014-63e0-47d8-94b0-05e87a14c73e",
"risk_score": 54.32,
"confidence": 0.68
} | null | null | null | null | null | MITRE Technique: T1059.005 | Endpoint process_start this by hernandezbrian MITRE Technique: T1059.005 | process_start | null | null | hernandezbrian | this | 1,004 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3d924986-a3bf-408c-a37c-ea8b5fc7e0c0 | 2028-07-31T13:03:02 | cloud | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|medium| desc=Cloud permission_escalation in OCI by cortezjoseph Associated Threat Actor: APT41 | {
"geo_location": "Guinea",
"device_hash": "eda106bc24c45d7778a786a2059fe648",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_1; rv:1.9.2.20) Gecko/4072-09-20 22:12:44 Firefox/3.6.15",
"session_id": "a02fa0d2-1869-427f-9bf4-bb9ddb3a12e9",
"risk_score": 97.43,
"confidence": 0.48
} | null | null | null | null | null | Associated Threat Actor: APT41 | Cloud permission_escalation in OCI by cortezjoseph Associated Threat Actor: APT41 | permission_escalation | null | null | cortezjoseph | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-2b99ef91 |
ce3aea21-8c30-42f3-9749-2b019481ed25 | 2025-05-08T15:50:46 | ai | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|medium| desc=AI system training_data_poisoning by jonesevan No additional info noise=U2VsbCB5YXJkLg== | {
"geo_location": "Benin",
"device_hash": "496cedcb61530c21cfba41cd58d02c877ffaa36c584588985fe92a4cf66da0c4",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; sk-SK) AppleWebKit/531.40.3 (KHTML, like Gecko) Version/3.0.5 Mobile/8B117 Safari/6531.40.3",
"session_id": "a27c04db-cce4-4bb3-b54a-6b8465fc90d8",
"risk_score": 12.78,
"confidence": 0.79
} | null | null | null | null | null | No additional info | AI system training_data_poisoning by jonesevan No additional info | training_data_poisoning | null | null | jonesevan | null | null | null | null | null | null | null | null | null | null | null | null | model-50dfb5eb | ed3e8fa34776fa4ef7d4f06037f319653b54d89e174c9e4df041869ea92beb85 | fb340b1fe4c145fa39a10f0570dbd55ea95162f0 | null | null |
fbb41640-9ebb-4164-9ec4-39dcf710c5b6 | 2025-06-06T18:58:54 | iot | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|medium| desc=IoT device HVAC battery_drain No additional info noise=consider|party|leader | {
"geo_location": "Guernsey",
"device_hash": "23f0450e6775c257bc0be30e7d1379f632db0bb8",
"user_agent": "Opera/9.16.(X11; Linux i686; uz-UZ) Presto/2.9.170 Version/11.00",
"session_id": "8f88cc85-e756-462d-9420-3fd45f5b993a",
"risk_score": 59.37,
"confidence": 0.89
} | null | null | null | null | null | No additional info | IoT device HVAC battery_drain No additional info | battery_drain | null | null | null | null | null | null | null | HVAC | iot-36260263 | 7.8 | null | null | null | null | null | null | null | null | null | null |
83b0f913-75f4-40d4-ab08-aa94ffe06b50 | 2025-01-22T12:56:29 | ai | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ai|info| desc=AI system model_access by jimmy29 No additional info | {
"geo_location": "Grenada",
"device_hash": "264eaceb576d037aafc5c6af15ec7abcca95564851becaa378ef4bed086c4fc7",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.1; Trident/4.1)",
"session_id": "e8bb7dc0-48c1-4974-a317-a1dd9f3048e2",
"risk_score": 60.86,
"confidence": 0.85
} | null | null | null | null | null | No additional info | AI system model_access by jimmy29 No additional info | model_access | null | null | jimmy29 | null | null | null | null | null | null | null | null | null | null | null | null | model-01a643cc | 41b27055bb53c27cc1d41a9d67ae8c09 | a78875151f36aada4b944c6c191a9a44 | null | null |
254cba06-8fa0-48e5-83fe-f6eef082312a | 2025-06-06T21:17:19 | firewall | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall deny ICMP traffic from 174.25.236.56:771 to 194.63.7.204:252 No additional info | {
"geo_location": "Austria",
"device_hash": "160c6dd43d3e2c0ebc376c4f2f7b38ab2171e107",
"user_agent": "Opera/9.62.(Windows NT 5.2; ik-CA) Presto/2.9.176 Version/10.00",
"session_id": "f0b4c9a2-5553-4b07-afba-dc8b65391ad4",
"risk_score": 67.63,
"confidence": 0.03
} | 174.25.236.56 | 194.63.7.204 | null | null | null | No additional info | Firewall deny ICMP traffic from 174.25.236.56:771 to 194.63.7.204:252 No additional info | deny | 927,491 | ICMP | null | null | null | null | null | null | null | null | 771 | 252 | 2,285 | null | null | null | null | null | null | null |
2e2b950b-7699-400d-a3df-08582c6a2af9 | 2025-04-07T16:17:09 | network | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|critical| desc=Network protocol_anomaly from 64.165.66.3 to 26.53.113.68 No additional info noise=green|also|popular | {
"geo_location": "Egypt",
"device_hash": "8902c895b7722e0735905586c38b1bc58f92f462",
"user_agent": "Mozilla/5.0 (Linux; Android 2.2.2) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/57.0.819.0 Safari/532.1",
"session_id": "936729fc-ab52-48ec-9371-a8f4bec1c146",
"risk_score": 22.97,
"confidence": 0.4
} | 64.165.66.3 | 26.53.113.68 | null | null | null | No additional info | Network protocol_anomaly from 64.165.66.3 to 26.53.113.68 No additional info | protocol_anomaly | 233,614 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d3e3e685-2ae1-4858-96e4-64fc962b659f | 2025-05-07T08:36:11 | network | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|critical| desc=Network protocol_anomaly from 173.92.201.70 to 63.122.9.78 MITRE Technique: T1071.001 | Associated Threat Actor: Lazarus Group | {
"geo_location": "Myanmar",
"device_hash": "54f6546e351a6842e9fc736c6c0b07d2b966d03c",
"user_agent": "Mozilla/5.0 (Windows 98; Win 9x 4.90) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/56.0.837.0 Safari/532.1",
"session_id": "e6c3ae93-2f2a-45b3-b148-e0eaca27b667",
"risk_score": 21.2,
"confidence": 0.75
} | 173.92.201.70 | 63.122.9.78 | null | null | null | MITRE Technique: T1071.001 | Associated Threat Actor: Lazarus Group | Network protocol_anomaly from 173.92.201.70 to 63.122.9.78 MITRE Technique: T1071.001 | Associated Threat Actor: Lazarus Group | protocol_anomaly | 311,461 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b2af37fb-3c5e-4231-b062-9a3b1c9a7a68 | 2025-05-15T17:04:35 | firewall | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall inspect RDP traffic from 183.110.85.186:421 to 88.171.150.27:36001 MITRE Technique: T1078.004 | {
"geo_location": "Italy",
"device_hash": "ce39a702583075f5bcc36b9994bef0bc9d3b1b1f",
"user_agent": "Mozilla/5.0 (Windows 98) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/16.0.834.0 Safari/533.0",
"session_id": "0dfc058f-9ef0-474c-8352-7aa4bc969c1d",
"risk_score": 54.25,
"confidence": 0.49
} | 183.110.85.186 | 88.171.150.27 | null | null | null | MITRE Technique: T1078.004 | Firewall inspect RDP traffic from 183.110.85.186:421 to 88.171.150.27:36001 MITRE Technique: T1078.004 | inspect | 903,649 | RDP | null | null | null | null | null | null | null | null | 421 | 36,001 | 1,419 | null | null | null | null | null | null | null |
ce13f200-66f1-4286-867c-83f42e1ac2a1 | 2025-03-11T14:41:18 | auth | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|high| desc=Auth bypass for karenball via password from 37.108.87.50 MITRE Technique: T1053.005 | {
"geo_location": "Portugal",
"device_hash": "8f3096abe45ce8f2fbbf00e8ace9e26da47f4177",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.2) AppleWebKit/532.35.1 (KHTML, like Gecko) Version/5.0 Safari/532.35.1",
"session_id": "a6a5967f-fe7a-4f23-9de4-b90c3bb9666e",
"risk_score": 50.99,
"confidence": 0.83
} | 37.108.87.50 | null | null | null | null | MITRE Technique: T1053.005 | Auth bypass for karenball via password from 37.108.87.50 MITRE Technique: T1053.005 | bypass | null | null | karenball | null | null | null | null | null | null | null | null | null | null | password | 3a:36:6b:ae:58:0a | null | null | null | null | null |
cca9d5d7-698b-4bec-a733-8cc1631bf9ef | 2025-01-15T17:17:27 | iot | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|critical| desc=IoT device Sensor sensor_spoofing MITRE Technique: T1218.011 | {
"geo_location": "Yemen",
"device_hash": "23649ede355a2c4ab8b87d3d133f6e15",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 11.0; Trident/5.1)",
"session_id": "91bcd31c-264c-44e7-9901-4fe90ad9e702",
"risk_score": 50.88,
"confidence": 0.44
} | null | null | null | null | null | MITRE Technique: T1218.011 | IoT device Sensor sensor_spoofing MITRE Technique: T1218.011 | sensor_spoofing | null | null | null | null | null | null | {
"baseline_deviation": 2.07,
"entropy": 5.31,
"frequency_anomaly": true,
"sequence_anomaly": false
} | Sensor | iot-b5f1141b | 6.0 | null | null | null | null | null | null | null | null | null | null |
69a8fa40-e709-4339-a13d-09b050cad3c2 | 2025-06-27T19:26:20 | endpoint | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint persistence_mechanism /bring/fish.webm by xcole No additional info noise=tags | {
"geo_location": "Uganda",
"device_hash": "5168240ae062a3253946bb0a9cf57a9e45fe62668ac18959f5bed6054577446c",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; nan-TW) AppleWebKit/535.4.5 (KHTML, like Gecko) Version/3.0.5 Mobile/8B116 Safari/6535.4.5",
"session_id": "e2c8daf5-e059-4350-a894-05112761267f",
"risk_score": 58.16,
"confidence": 0.85
} | null | null | null | null | null | No additional info | Endpoint persistence_mechanism /bring/fish.webm by xcole No additional info | persistence_mechanism | null | null | xcole | /bring/fish.webm | 1,805 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ce2aff8b-2455-4a34-9ba9-69986ea409fa | 2025-05-22T20:52:10 | ai | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ai|info| desc=AI system model_inversion by daviderik No additional info | {
"geo_location": "North Korea",
"device_hash": "68398688e2db6a4511e9d5978700f1af16103f2e",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_6_8 rv:2.0; bn-IN) AppleWebKit/531.44.5 (KHTML, like Gecko) Version/4.0.4 Safari/531.44.5",
"session_id": "8d595446-634e-426c-9a62-f2cb4e219c88",
"risk_score": 93.35,
"confidence": 0.01
} | null | null | null | null | null | No additional info | AI system model_inversion by daviderik No additional info | model_inversion | null | null | daviderik | null | null | null | null | null | null | null | null | null | null | null | null | model-810f6a56 | 0ad92e99df631a49f8cfdbe61a39e191e7a44491 | d2acf9c4d666746ff4109e152048b7d7 | null | null |
5a118a8c-a9ed-4738-babf-e452fbff9261 | 2025-05-27T04:04:34 | endpoint | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|medium| desc=Endpoint registry_change /risk/will.mp4 by usnyder No additional info noise=wp-content/explore | {
"geo_location": "Cayman Islands",
"device_hash": "e1910329d9d0bdb547183fda4aa69ee2",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.1) AppleWebKit/532.4.7 (KHTML, like Gecko) Version/4.1 Safari/532.4.7",
"session_id": "144d0ea3-523e-4287-8462-f4deebdda3e5",
"risk_score": 44.23,
"confidence": 0.88
} | null | null | null | null | null | No additional info | Endpoint registry_change /risk/will.mp4 by usnyder No additional info | registry_change | null | null | usnyder | /risk/will.mp4 | 2,367 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
31ea1aa6-dd35-455b-a72d-93617769f0f3 | 2025-06-27T13:20:54 | network | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|info| desc=Network beaconing from 10.34.51.204 to 17.27.68.17 No additional info | {
"geo_location": "Guadeloupe",
"device_hash": "ddaced8f314232b9d9596592112b2d1c",
"user_agent": "Opera/8.35.(Windows 98; Win 9x 4.90; niu-NZ) Presto/2.9.177 Version/11.00",
"session_id": "ab3aead7-0a6c-453f-bf8e-93bb8536041a",
"risk_score": 33.44,
"confidence": 0.8
} | 10.34.51.204 | 17.27.68.17 | null | null | null | No additional info | Network beaconing from 10.34.51.204 to 17.27.68.17 No additional info | beaconing | 548,310 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
952b82d6-0c4e-4515-af4f-513567112e8e | 2025-01-13T19:00:43 | firewall | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|high| desc=Firewall deny UDP traffic from 22.182.42.111:755 to 45.157.87.216:375 MITRE Technique: T1134.001 | {
"geo_location": "French Polynesia",
"device_hash": "b7bfdb0ac961deebd343c1c523b4cfc6af71b6dbd98c482b25cd0b7203cea621",
"user_agent": "Opera/9.92.(Windows NT 5.01; sv-SE) Presto/2.9.174 Version/11.00",
"session_id": "1d33f65e-8c71-4dad-95b5-86a2224182f0",
"risk_score": 62.53,
"confidence": 0.18
} | 22.182.42.111 | 45.157.87.216 | null | null | null | MITRE Technique: T1134.001 | Firewall deny UDP traffic from 22.182.42.111:755 to 45.157.87.216:375 MITRE Technique: T1134.001 | deny | 660,470 | UDP | null | null | null | null | null | null | null | null | 755 | 375 | 1,306 | null | null | null | null | null | null | null |
584b8336-d0db-4bcc-b647-be8265871538 | 2025-07-11T00:43:39 | ids_alert | LogRhythm v7.5.0 | emergency | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|emergency| desc=LogRhythm Alert: Container Escape detected from 20.88.199.175 targeting 178.212.88.0 MITRE Technique: T1110.003 | {
"geo_location": "Tuvalu",
"device_hash": "6f2fd031255f87fc05843ebf4b302f09845ca3a9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 10.0; Trident/4.0)",
"session_id": "99d10a50-b3f4-48ac-af48-e503064c0fc8",
"risk_score": 50.81,
"confidence": 0.17
} | 20.88.199.175 | 178.212.88.0 | Container Escape | SIG-4415 | Evasion | MITRE Technique: T1110.003 | LogRhythm Alert: Container Escape detected from 20.88.199.175 targeting 178.212.88.0 MITRE Technique: T1110.003 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
de8041fa-fae2-4ccb-b616-cf5537a67f54 | 2029-12-26T10:46:50 | auth | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|low| desc=Auth failed for juan94 via SAML from 124.4.111.201 Credential stuffing pattern detected | {
"geo_location": "Saint Lucia",
"device_hash": "eca3d2ed164f0fcac7852e83bf6f243ee91457407655fa4ae451878752eea50f",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/59.0.813.0 Safari/535.1",
"session_id": "253c92ae-c64e-4aaf-a26e-ddd685ca7c43",
"risk_score": 35.07,
"confidence": 0.47
} | 124.4.111.201 | null | null | null | null | Credential stuffing pattern detected | Auth failed for juan94 via SAML from 124.4.111.201 Credential stuffing pattern detected | failed | null | null | juan94 | null | null | null | null | null | null | null | null | null | null | SAML | 0f:57:aa:4b:c7:7a | null | null | null | null | null |
250c9e5b-785a-432b-9db2-ee662f927208 | 2025-06-05T21:20:41 | ai | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ai|high| desc=AI system model_inversion by karenwilson MITRE Technique: T1053.005 | Associated Threat Actor: Mustang Panda noise=790F63E5 | {
"geo_location": "Taiwan",
"device_hash": "cb67c015066518fe1264fc7075663ecd62eda1cb",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; tcy-IN) AppleWebKit/533.48.4 (KHTML, like Gecko) Version/4.0.5 Mobile/8B116 Safari/6533.48.4",
"session_id": "c952baa2-a118-4a4e-b234-06378dbd9980",
"risk_score": 64.55,
"confidence": 0.4
} | null | null | null | null | null | MITRE Technique: T1053.005 | Associated Threat Actor: Mustang Panda | AI system model_inversion by karenwilson MITRE Technique: T1053.005 | Associated Threat Actor: Mustang Panda | model_inversion | null | null | karenwilson | null | null | null | null | null | null | null | null | null | null | null | null | model-c8b14f45 | 77f519d72db8c0069ff6f7f67794bd56f413b2c0 | 8604cf1cf54c701e9a428638679e348a9d76e7c5 | null | null |
fa5baeb8-7916-4ba1-b34d-7368aec4ec89 | 2025-06-07T23:03:20 | cloud | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|cloud|info| desc=Cloud shadow_it in Azure by wrightscott No additional info | {
"geo_location": "Australia",
"device_hash": "84ead9eafefdf628b487bf73ff8140c4e79e852bb9cd1a71c792b229603de689",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 95; Trident/5.1)",
"session_id": "2f2d440f-9faf-4cdc-bf39-8f3570a63734",
"risk_score": 37.95,
"confidence": 0.65
} | null | null | null | null | null | No additional info | Cloud shadow_it in Azure by wrightscott No additional info | shadow_it | null | null | wrightscott | null | null | null | {
"baseline_deviation": 1.43,
"entropy": 7.01,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | Azure | res-53930021 |
38cab2b9-ba1d-4b4b-b0f7-4f07a714c31d | 2025-04-24T12:38:51 | iot | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|medium| desc=IoT device Camera unusual_activity MITRE Technique: T1486 | {
"geo_location": "Liechtenstein",
"device_hash": "35650a3691f45b0781a2e35eb13408448a63b64dc0969a6841122599f4a05421",
"user_agent": "Opera/9.61.(X11; Linux x86_64; lzh-TW) Presto/2.9.177 Version/11.00",
"session_id": "d34652d1-50e5-4e2c-af5a-dac038e7c16a",
"risk_score": 73.74,
"confidence": 0.7
} | null | null | null | null | null | MITRE Technique: T1486 | IoT device Camera unusual_activity MITRE Technique: T1486 | unusual_activity | null | null | null | null | null | null | null | Camera | iot-531a44c5 | 5.4 | null | null | null | null | null | null | null | null | null | null |
482ec830-7f99-49ae-8a56-1e3be06e0820 | 2025-06-30T21:34:12 | endpoint | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint persistence_mechanism /glass/medical.css by msmith MITRE Technique: T1078.004 | {
"geo_location": "Croatia",
"device_hash": "d6d2307e785f11ed1a0e65dac8d0e90bc3eb4ff7",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_7_5; rv:1.9.5.20) Gecko/7337-06-12 22:57:57 Firefox/3.8",
"session_id": "47be4498-2000-4e29-b390-ef6629cb18cf",
"risk_score": 33.06,
"confidence": 0.23
} | null | null | null | null | null | MITRE Technique: T1078.004 | Endpoint persistence_mechanism /glass/medical.css by msmith MITRE Technique: T1078.004 | persistence_mechanism | null | null | msmith | /glass/medical.css | 6,818 | svchost.exe | {
"baseline_deviation": 1.64,
"entropy": 2.57,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
f07ffbef-11c8-4217-aa0c-5c4160c7b39b | 2025-02-18T15:48:56 | firewall | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall allow DNS traffic from 3.161.214.40:475 to 102.119.179.136:332 No additional info | {
"geo_location": "Burkina Faso",
"device_hash": "7f6beea2cdae2f4d4b9d24c5f3829ae6ec7ad70c",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_8_5 rv:6.0; bhb-IN) AppleWebKit/532.10.6 (KHTML, like Gecko) Version/5.0.5 Safari/532.10.6",
"session_id": "0fe4cf5a-f282-4503-8651-a8ff30d19fe9",
"risk_score": 32.97,
"confidence": 0.85
} | 3.161.214.40 | 102.119.179.136 | null | null | null | No additional info | Firewall allow DNS traffic from 3.161.214.40:475 to 102.119.179.136:332 No additional info | allow | 530,455 | DNS | null | null | null | null | null | null | null | null | 475 | 332 | 806 | null | null | null | null | null | null | null |
fe70a515-f96e-43a3-8c94-944d63d1162c | 2025-06-25T10:58:12 | network | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|high| desc=Network bandwidth_usage from 154.107.85.87 to 177.80.61.90 Associated Threat Actor: TA505 | {
"geo_location": "Mayotte",
"device_hash": "72976a5d1dc6fa645139b5c05d6aee9273a2788be4c43cb4fd5deadcee5146ab",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 2_2_1 like Mac OS X) AppleWebKit/535.0 (KHTML, like Gecko) CriOS/14.0.847.0 Mobile/49X650 Safari/535.0",
"session_id": "964adfe3-78d6-450a-9d8c-17dc00ed4708",
"risk_score": 21.02,
"confidence": 0.33
} | 154.107.85.87 | 177.80.61.90 | null | null | null | Associated Threat Actor: TA505 | Network bandwidth_usage from 154.107.85.87 to 177.80.61.90 Associated Threat Actor: TA505 | bandwidth_usage | 839,362 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c69641e3-d1e6-49d1-9e7f-78464ad69aed | 2025-02-07T20:19:45 | iot | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|high| desc=IoT device HVAC side_channel No additional info | {
"geo_location": "Malawi",
"device_hash": "2e7d96f3e7664f254b9c1bffd7d50f27",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98) AppleWebKit/535.6.4 (KHTML, like Gecko) Version/5.0.4 Safari/535.6.4",
"session_id": "80efca27-510c-476e-b2db-88da4fc9cd54",
"risk_score": 52,
"confidence": 0.23
} | null | null | null | null | null | No additional info | IoT device HVAC side_channel No additional info | side_channel | null | null | null | null | null | null | null | HVAC | iot-f3fcbbac | 9.1 | null | null | null | null | null | null | null | null | null | null |
b4cf6e57-cc15-4e08-ab34-95bde73da12d | 2025-03-24T19:46:47 | network | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|critical| desc=Network data_exfiltration from 10.158.190.235 to 41.250.113.37 No additional info noise=tags/blog | {
"geo_location": "Slovakia (Slovak Republic)",
"device_hash": "563734131a94505deb00e645ee5bc746951765bb",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 4_2_1 like Mac OS X) AppleWebKit/536.1 (KHTML, like Gecko) CriOS/59.0.865.0 Mobile/80P639 Safari/536.1",
"session_id": "fd49f0aa-24d1-451a-900e-5cc39b4762bc",
"risk_score": 40.22,
"confidence": 0.31
} | 10.158.190.235 | 41.250.113.37 | null | null | null | No additional info | Network data_exfiltration from 10.158.190.235 to 41.250.113.37 No additional info | data_exfiltration | 980,013 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f7eb1847-fc7e-4720-aec5-defd888463b4 | 2025-02-22T07:07:21 | ai | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|low| desc=AI system fine_tuning by schroederlisa MITRE Technique: T1486 | {
"geo_location": "Bhutan",
"device_hash": "585a2a78213761252893c438ec68bcf4",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98; Win 9x 4.90) AppleWebKit/531.13.5 (KHTML, like Gecko) Version/4.0.3 Safari/531.13.5",
"session_id": "62b227be-c06b-41b8-b003-012da3efb8e2",
"risk_score": 38.43,
"confidence": 0.12
} | null | null | null | null | null | MITRE Technique: T1486 | AI system fine_tuning by schroederlisa MITRE Technique: T1486 | fine_tuning | null | null | schroederlisa | null | null | null | null | null | null | null | null | null | null | null | null | model-a61e3a2d | f86d17d0a2baea82b5bcb898873ae535aae6ea2d8e91ed811ad79f7e3cd3e5eb | cbb5a7adf0f4298e0a9645ac8172a4c5c4c41911c10822d089ac493afd0bdab8 | null | null |
e04fcf6e-5ce6-45a2-96c6-6040f1e9e7ae | 2025-05-16T23:36:48 | iot | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|medium| desc=IoT device Sensor protocol_violation No additional info | {
"geo_location": "British Indian Ocean Territory (Chagos Archipelago)",
"device_hash": "ff916e9783229f92d82547469af85130472c9900",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_8_0) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/17.0.809.0 Safari/534.1",
"session_id": "eb6157b0-1b88-4b72-9e66-a481b875daf7",
"risk_score": 62.77,
"confidence": 0.24
} | null | null | null | null | null | No additional info | IoT device Sensor protocol_violation No additional info | protocol_violation | null | null | null | null | null | null | null | Sensor | iot-ecefb874 | 10.1 | null | null | null | null | null | null | null | null | null | null |
5a7dcfb4-6647-4abf-979f-0ef5af628114 | 2025-04-12T19:46:56 | iot | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|medium| desc=IoT device Camera command_injection No additional info noise=charge|others|like | {
"geo_location": "Montserrat",
"device_hash": "c5fba4a04022ebcb7a38d999b2683367ecc6098e",
"user_agent": "Mozilla/5.0 (Windows 98; hne-IN; rv:1.9.0.20) Gecko/5696-04-07 02:35:59 Firefox/14.0",
"session_id": "2e132120-768d-42cd-9df3-2c46e67df3f0",
"risk_score": 58.5,
"confidence": 0.77
} | null | null | null | null | null | No additional info | IoT device Camera command_injection No additional info | command_injection | null | null | null | null | null | null | null | Camera | iot-c17a8318 | 9.7 | null | null | null | null | null | null | null | null | null | null |
52b62497-6bdf-4583-adf0-2eae6d1edde2 | 2025-05-07T19:29:47 | ids_alert | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|critical| desc=Tanium Alert: DDoS detected from 90.199.114.29 targeting N/A No additional info | {
"geo_location": "Afghanistan",
"device_hash": "6304758a4508b790ab3c8714c30b8aabbe6f1163",
"user_agent": "Opera/9.59.(Windows NT 5.01; hi-IN) Presto/2.9.182 Version/12.00",
"session_id": "eec99706-c68c-4a04-a13d-3bb92086831d",
"risk_score": 45.76,
"confidence": 0.53
} | 90.199.114.29 | N/A | DDoS | SIG-9522 | Malware | No additional info | Tanium Alert: DDoS detected from 90.199.114.29 targeting N/A No additional info | null | null | null | null | null | null | null | {
"baseline_deviation": 0.75,
"entropy": 5.37,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
b73ba00e-3921-4e14-89ce-e51b5a4122e0 | 2025-02-11T10:16:55 | 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 141.3.2.62 targeting 189.16.249.6 MITRE Technique: T1574.002 | {
"geo_location": "Wallis and Futuna",
"device_hash": "c1030d594b67ad0423d1665796222177",
"user_agent": "Opera/8.47.(Windows 95; hr-HR) Presto/2.9.180 Version/12.00",
"session_id": "ccf08234-4895-46fd-9c52-ce6837d1feea",
"risk_score": 46.96,
"confidence": 0.6
} | 141.3.2.62 | 189.16.249.6 | Living-off-the-Land | SIG-2272 | Policy | MITRE Technique: T1574.002 | CrowdStrike Alert: Living-off-the-Land detected from 141.3.2.62 targeting 189.16.249.6 MITRE Technique: T1574.002 | null | null | null | null | null | null | null | {
"baseline_deviation": 1.7,
"entropy": 5.31,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
45bf3035-93ca-4fa0-8d54-41f404759580 | 2025-06-30T07:45:26 | cloud | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud crypto_mining in Azure by mike66 No additional info noise=only|note|international | {
"geo_location": "United Kingdom",
"device_hash": "349930eb5bc237f3d113e77bb4b2ad767c94e576bb6193fb065e69bd91bddf4b",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 10.0) AppleWebKit/533.40.3 (KHTML, like Gecko) Version/4.0.4 Safari/533.40.3",
"session_id": "6a4f99f8-0970-46a0-895a-ec3f6d232b4f",
"risk_score": 49.41,
"confidence": 0.81
} | null | null | null | null | null | No additional info | Cloud crypto_mining in Azure by mike66 No additional info | crypto_mining | null | null | mike66 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-ad35d7eb |
3d1ba12d-bd5b-40bd-939c-2ee51423b07c | 2025-01-22T22:02:58 | auth | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|info| desc=Auth challenge for michaeljordan via password from 78.185.26.3 MITRE Technique: T1486 | {
"geo_location": "Syrian Arab Republic",
"device_hash": "ba98fa337a68865166c3498cb3a99ac16e30d544e392c1451e40fed515fc6068",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Win 9x 4.90; Trident/4.0)",
"session_id": "c0634882-0b8b-4940-a76f-1b32f213a523",
"risk_score": 38.32,
"confidence": 0.57
} | 78.185.26.3 | null | null | null | null | MITRE Technique: T1486 | Auth challenge for michaeljordan via password from 78.185.26.3 MITRE Technique: T1486 | challenge | null | null | michaeljordan | null | null | null | null | null | null | null | null | null | null | password | 83:a7:cc:00:a5:fc | null | null | null | null | null |
e01f1e9c-d7e6-4732-826f-38ae39db1390 | 2025-01-27T09:13:05 | iot | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|critical| desc=IoT device Camera unusual_activity Associated Threat Actor: Lazarus Group | {
"geo_location": "United States Minor Outlying Islands",
"device_hash": "89a233ec9044c31ad13e281303cb5539ae31736e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Win 9x 4.90; Trident/5.0)",
"session_id": "324a9835-1ccd-4a54-92fb-a6da798aca60",
"risk_score": 79.63,
"confidence": 0.18
} | null | null | null | null | null | Associated Threat Actor: Lazarus Group | IoT device Camera unusual_activity Associated Threat Actor: Lazarus Group | unusual_activity | null | null | null | null | null | null | null | Camera | iot-e76cc43f | 8.8 | null | null | null | null | null | null | null | null | null | null |
d784f345-1639-4056-a023-ec83bcd3aba5 | 2023-01-06T22:10:09 | cloud | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|info| desc=Cloud storage_access in OCI by tracieschneider MITRE Technique: T1134.001 | {
"geo_location": "Montenegro",
"device_hash": "0a93d558e40f53e32fd112f8c05134906c5137e2",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 4.0) AppleWebKit/532.20.7 (KHTML, like Gecko) Version/4.0 Safari/532.20.7",
"session_id": "8488cc56-a25f-471d-821c-4a7e77d5c673",
"risk_score": 51.6,
"confidence": 0.39
} | null | null | null | null | null | MITRE Technique: T1134.001 | Cloud storage_access in OCI by tracieschneider MITRE Technique: T1134.001 | storage_access | null | null | tracieschneider | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-da171d87 |
35498408-60d5-45ca-8330-7f8e18aceb44 | 2025-02-17T16:47:29 | network | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|medium| desc=Network protocol_anomaly from 87.220.39.60 to 143.25.41.94 MITRE Technique: T1574.002 noise=wp-content/main/category | {
"geo_location": "Latvia",
"device_hash": "8e37101ead28067060fc0f3b8309c51dbc9a0c1e",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_2_1 like Mac OS X) AppleWebKit/535.1 (KHTML, like Gecko) FxiOS/11.2a8416.0 Mobile/07B924 Safari/535.1",
"session_id": "ce483727-e3b6-43be-bda2-83dfed3c8c66",
"risk_score": 44.5,
"confidence": 0.42
} | 87.220.39.60 | 143.25.41.94 | null | null | null | MITRE Technique: T1574.002 | Network protocol_anomaly from 87.220.39.60 to 143.25.41.94 MITRE Technique: T1574.002 | protocol_anomaly | 300,270 | TCP | null | null | null | null | {
"baseline_deviation": 2.18,
"entropy": 7.15,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
94100b2c-590c-49e2-92dc-b796c1ca141f | 2025-02-10T05:49:54 | cloud | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud api_abuse in Azure by okelly No additional info | {
"geo_location": "Algeria",
"device_hash": "a32b189173018a82f19385a04720acfd955829c8",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/40.0.808.0 Safari/535.0",
"session_id": "f574a84d-efe1-43ea-a0a5-f660fd0ae4a9",
"risk_score": 59.12,
"confidence": 0.34
} | null | null | null | null | null | No additional info | Cloud api_abuse in Azure by okelly No additional info | api_abuse | null | null | okelly | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-00425066 |
5ea04ed2-5851-4225-bc19-7895e2d260ac | 2028-03-28T01:22:01 | endpoint | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|info| desc=Endpoint process_start project by vcobb Associated Threat Actor: Lazarus Group | {
"geo_location": "Haiti",
"device_hash": "6a09d7a44c215301c00a505ab563b9d0e84b7e2c5edaa27ae606d5de00e75704",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; ru-UA) AppleWebKit/534.29.4 (KHTML, like Gecko) Version/3.0.5 Mobile/8B118 Safari/6534.29.4",
"session_id": "d49ca923-3b2e-4ff3-a531-5cd5d53ada6d",
"risk_score": 29.18,
"confidence": 0.6
} | null | null | null | null | null | Associated Threat Actor: Lazarus Group | Endpoint process_start project by vcobb Associated Threat Actor: Lazarus Group | process_start | null | null | vcobb | project | 345 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b0840f11-999d-4823-9c39-b37e5e694344 | 2025-06-10T04:26:32 | cloud | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|critical| desc=Cloud api_abuse in Alibaba by michelehawkins No additional info | {
"geo_location": "American Samoa",
"device_hash": "0e5232a2bb558c9b0c9156d47f70a34faef5a5a2",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 10.0; Trident/5.0)",
"session_id": "34de97a9-9c58-4576-8787-00e6eebd8596",
"risk_score": 35.26,
"confidence": 0.24
} | null | null | null | null | null | No additional info | Cloud api_abuse in Alibaba by michelehawkins No additional info | api_abuse | null | null | michelehawkins | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-515002f4 |
8e975a4a-cbe6-43bf-bb5e-15da1c376599 | 2025-05-12T02:29:45 | ids_alert | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ids_alert|medium| desc=Microsoft Sentinel Alert: Fileless Attack detected from 10.226.250.203 targeting 69.72.121.254 MITRE Technique: T1190 | {
"geo_location": "Chile",
"device_hash": "9552f6b7f7d7e829de0a26092c2197011f4f2289",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_6_7) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/36.0.824.0 Safari/536.0",
"session_id": "2cced558-86df-4319-ba78-58110858dfea",
"risk_score": 41.42,
"confidence": 0.14
} | 10.226.250.203 | 69.72.121.254 | Fileless Attack | SIG-9444 | Exploit | MITRE Technique: T1190 | Microsoft Sentinel Alert: Fileless Attack detected from 10.226.250.203 targeting 69.72.121.254 MITRE Technique: T1190 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2e601790-e5f5-4c43-9851-4397a0a35b7f | 2025-02-16T19:37:13 | ids_alert | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ids_alert|high| desc=Microsoft Sentinel Alert: AI Model Poisoning detected from 201.163.96.177 targeting 32.58.41.137 MITRE Technique: T1110.003 | {
"geo_location": "Lao People's Democratic Republic",
"device_hash": "8a99e6a827525237736b6100bc802a3fdba8ece3",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Trident/3.1)",
"session_id": "bb8e1176-833b-4fbd-a421-501969638b6c",
"risk_score": 79.22,
"confidence": 0.13
} | 201.163.96.177 | 32.58.41.137 | AI Model Poisoning | SIG-7072 | Exploit | MITRE Technique: T1110.003 | Microsoft Sentinel Alert: AI Model Poisoning detected from 201.163.96.177 targeting 32.58.41.137 MITRE Technique: T1110.003 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f03ddc56-f484-481f-9f0b-388d5534d819 | 2025-01-26T01:18:51 | cloud | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|low| desc=Cloud shadow_it in GCP by hillvalerie No additional info | {
"geo_location": "Macao",
"device_hash": "e02462ca0a109447ee0ed416c3b92d3f4924abed1d6520ffcc021a2aaa7f545c",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.6.20) Gecko/2451-01-14 17:02:25 Firefox/4.0",
"session_id": "f9d697c2-b7e4-4a6f-8248-07c8c667ba0d",
"risk_score": 74.42,
"confidence": 0.07
} | null | null | null | null | null | No additional info | Cloud shadow_it in GCP by hillvalerie No additional info | shadow_it | null | null | hillvalerie | null | null | null | {
"baseline_deviation": 2.99,
"entropy": 4.08,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | GCP | res-27292bf4 |
ead135b0-b4e3-4e33-bbe5-4e8a3b8f68bc | 2025-02-21T15:44:13 | auth | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|low| desc=Auth locked for hparker via passwordless from 28.147.125.118 MITRE Technique: T1053.005 | {
"geo_location": "Estonia",
"device_hash": "35eb0ae97bf53a55f3a32e9f566ef61f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 4.0; Trident/4.1)",
"session_id": "dacee3a7-b91d-4add-abdd-bed0c928e084",
"risk_score": 26.33,
"confidence": 0.94
} | 28.147.125.118 | null | null | null | null | MITRE Technique: T1053.005 | Auth locked for hparker via passwordless from 28.147.125.118 MITRE Technique: T1053.005 | locked | null | null | hparker | null | null | null | null | null | null | null | null | null | null | passwordless | ed:bc:44:df:b2:1b | null | null | null | null | null |
cd0d16f9-9d2e-4d1b-a75a-81fd3a328041 | 2025-03-13T20:33:01 | network | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|low| desc=Network covert_channel from 72.128.196.100 to 54.26.159.75 MITRE Technique: T1078.004 noise=26E3F7B9 | {
"geo_location": "Nigeria",
"device_hash": "8efc282b1fca6b6ab82b4caa66a9677f43314bc6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.01; Trident/5.1)",
"session_id": "ebcd36a9-544b-4732-8277-dc56b7c11bb1",
"risk_score": 100,
"confidence": 0.61
} | 72.128.196.100 | 54.26.159.75 | null | null | null | MITRE Technique: T1078.004 | Network covert_channel from 72.128.196.100 to 54.26.159.75 MITRE Technique: T1078.004 | covert_channel | 512,852 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8c41c58e-541d-4cd1-be43-0367977d4c05 | 2025-05-10T22:42:35 | ai | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|info| desc=AI system model_inversion by shellyprice No additional info | {
"geo_location": "American Samoa",
"device_hash": "3c7742b72095033a557a2b1793ae0172a45a5d4316709a7fbd51508d7415f6c9",
"user_agent": "Opera/9.68.(Windows NT 11.0; ss-ZA) Presto/2.9.180 Version/11.00",
"session_id": "ee97d684-6d0f-4d27-a49f-1e2ea32da505",
"risk_score": 54.01,
"confidence": 0.31
} | null | null | null | null | null | No additional info | AI system model_inversion by shellyprice No additional info | model_inversion | null | null | shellyprice | null | null | null | null | null | null | null | null | null | null | null | null | model-bcce2a0e | c65dfe862938556d8a8a4bc2edf6fed895af989c | 5fed324d2aeae54896c01799caeda0a4c3ed0fec9ce98aa5b9cb6103a0002374 | null | null |
fb4b2339-e130-486a-b06d-3229d76f033f | 2025-06-09T11:41:24 | ids_alert | OSSEC v3.7.0 | emergency | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ids_alert|emergency| desc=OSSEC Alert: Living-off-the-Land detected from 36.73.251.98 targeting 178.228.89.228 No additional info | {
"geo_location": "Cambodia",
"device_hash": "0c3ee04fabdab6b5ce5719efd0d86023081a4cbb0102bc39118fb8d584b60fe3",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/5258-01-30 02:43:43 Firefox/3.8",
"session_id": "d02afc0a-bdde-4248-9724-a744d8931a66",
"risk_score": 37.65,
"confidence": 0.05
} | 36.73.251.98 | 178.228.89.228 | Living-off-the-Land | SIG-7626 | Exploit | No additional info | OSSEC Alert: Living-off-the-Land detected from 36.73.251.98 targeting 178.228.89.228 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3d5fae28-f44d-4f3b-9e1d-68428e18cc54 | 2025-05-06T10:34:46 | iot | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|critical| desc=IoT device Thermostat protocol_violation No additional info | {
"geo_location": "Guadeloupe",
"device_hash": "eaa5c88cbf69dd9207bba95a11c4c0d3",
"user_agent": "Mozilla/5.0 (Android 4.0.4; Mobile; rv:24.0) Gecko/24.0 Firefox/24.0",
"session_id": "2b5ecb65-f2b7-4642-8d04-228b1ab6b4b6",
"risk_score": 27.32,
"confidence": 0.2
} | null | null | null | null | null | No additional info | IoT device Thermostat protocol_violation No additional info | protocol_violation | null | null | null | null | null | null | null | Thermostat | iot-b76a08a8 | 8.5 | null | null | null | null | null | null | null | null | null | null |
7fa6cddb-1c93-464c-b244-9a4226f15374 | 2025-02-03T03:22:26 | endpoint | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|info| desc=Endpoint memory_injection /because/exist.webm by mtaylor Unconventional IOC: Power consumption spikes | {
"geo_location": "Sierra Leone",
"device_hash": "db939cdf71e1c80750eae2fdd0d45663be8891d4a9d599162296d3641beed8d6",
"user_agent": "Opera/8.18.(Windows NT 5.0; gez-ET) Presto/2.9.180 Version/11.00",
"session_id": "8ffaade4-a0e8-45e7-b038-083ce3044e1b",
"risk_score": 46.68,
"confidence": 0.64
} | null | null | null | null | null | Unconventional IOC: Power consumption spikes | Endpoint memory_injection /because/exist.webm by mtaylor Unconventional IOC: Power consumption spikes | memory_injection | null | null | mtaylor | /because/exist.webm | 7,236 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d877b89c-05c4-45ba-98ba-e186770bf189 | 2025-05-26T06:22:40 | cloud | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|medium| desc=Cloud lambda_execution in Alibaba by kimberlygill No additional info | {
"geo_location": "Saint Barthelemy",
"device_hash": "858d5ef7b15bd325e1536c574f87de8c25f13961e5c920af14bc3b5ec368f3fa",
"user_agent": "Mozilla/5.0 (Linux; Android 7.1.1) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/29.0.840.0 Safari/533.0",
"session_id": "a954a53b-ada8-4534-b7ab-1dd838b253a4",
"risk_score": 91.75,
"confidence": 0.96
} | null | null | null | null | null | No additional info | Cloud lambda_execution in Alibaba by kimberlygill No additional info | lambda_execution | null | null | kimberlygill | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-1cea834e |
0b33c38e-9437-4d38-9f41-9f7a99faa795 | 2025-03-22T10:15:15 | firewall | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall allow TCP traffic from 59.97.129.232:100 to 10.152.56.20:665 No additional info noise=QW55dGhpbmcu | {
"geo_location": "Guinea-Bissau",
"device_hash": "f4a0a8b9872374ab9c59faa66151da26",
"user_agent": "Mozilla/5.0 (Windows NT 5.0; uk-UA; rv:1.9.2.20) Gecko/9419-02-19 02:23:15 Firefox/10.0",
"session_id": "908736e9-c927-44c2-a538-91d89c57259b",
"risk_score": 100,
"confidence": 0.38
} | 59.97.129.232 | 10.152.56.20 | null | null | null | No additional info | Firewall allow TCP traffic from 59.97.129.232:100 to 10.152.56.20:665 No additional info | allow | 635,157 | TCP | null | null | null | null | null | null | null | null | 100 | 665 | 1,162 | null | null | null | null | null | null | null |
47b61632-dd45-420d-9129-a06493ccdc2a | 2025-03-11T14:40:43 | auth | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|auth|medium| desc=Auth bypass for hernandezrichard via OAuth from 31.221.204.199 Unconventional IOC: Thermal sensor anomalies | {
"geo_location": "Congo",
"device_hash": "b1068dad5ee47e25b3752ee3649ca866569733d78367527a6fb95cec53c1f56f",
"user_agent": "Mozilla/5.0 (Linux; Android 4.4.1) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/42.0.861.0 Safari/531.0",
"session_id": "a0ca5ead-a624-48aa-9a86-348a5e35c613",
"risk_score": 23.3,
"confidence": 0.92
} | 31.221.204.199 | null | null | null | null | Unconventional IOC: Thermal sensor anomalies | Auth bypass for hernandezrichard via OAuth from 31.221.204.199 Unconventional IOC: Thermal sensor anomalies | bypass | null | null | hernandezrichard | null | null | null | null | null | null | null | null | null | null | OAuth | a8:3e:e0:f8:4c:62 | null | null | null | null | null |
3db947e4-cb88-4635-bd80-32f4b5f07eaf | 2025-05-08T00:10:27 | ai | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|info| desc=AI system model_access by chrisking MITRE Technique: T1566.001 | {
"geo_location": "Russian Federation",
"device_hash": "768e91f21b524fd0331beb6982750e8c",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_9_0) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/30.0.886.0 Safari/532.0",
"session_id": "ff473614-e1e5-4ebf-b934-5835f0d51a55",
"risk_score": 66,
"confidence": 0.45
} | null | null | null | null | null | MITRE Technique: T1566.001 | AI system model_access by chrisking MITRE Technique: T1566.001 | model_access | null | null | chrisking | null | null | null | null | null | null | null | null | null | null | null | null | model-3e59f794 | c16ac23c630e32ada57c0d7d7ec78f24d7293a2524bd035a980c7c5f3a94e7ba | 4687a99a2f7a46a2f1c793fb0fe97ccb933e8d6e | null | null |
51147084-e2ab-42a9-be00-194ee6e0ad55 | 2025-06-15T10:01:51 | ai | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|medium| desc=AI system membership_inference by kingsusan No additional info | {
"geo_location": "Sri Lanka",
"device_hash": "c2037df2f2735a810133c78e5273f8e4672d74b6",
"user_agent": "Opera/8.53.(Windows 95; as-IN) Presto/2.9.163 Version/11.00",
"session_id": "0c310ed5-f5ba-4890-8950-14555b662a0b",
"risk_score": 69.66,
"confidence": 0.94
} | null | null | null | null | null | No additional info | AI system membership_inference by kingsusan No additional info | membership_inference | null | null | kingsusan | null | null | null | null | null | null | null | null | null | null | null | null | model-01de1c92 | 30c35c760925fc1d4681dc6b645f1bebad412a7bda7585d34ed03857a9632a34 | e5d32295a74a52f78ac021eba93a29cb | null | null |
9cd4e9a8-f612-470f-85ff-cc1b98992a7b | 2025-06-09T22:44:24 | cloud | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|info| desc=Cloud storage_access in Azure by kiddsara MITRE Technique: T1547.001 | {
"geo_location": "Indonesia",
"device_hash": "07a706e53d72924447d8dc9d88bb2565bd35544d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 95; Trident/5.1)",
"session_id": "ab55ca9f-90bf-4266-ae00-47f145f14381",
"risk_score": 24.47,
"confidence": 0.04
} | null | null | null | null | null | MITRE Technique: T1547.001 | Cloud storage_access in Azure by kiddsara MITRE Technique: T1547.001 | storage_access | null | null | kiddsara | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-367b68ce |
c5b5e444-186b-4060-ad62-4c765f49957a | 2025-01-26T12:07:33 | ai | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|info| desc=AI system fine_tuning by joseph69 No additional info | {
"geo_location": "United States Minor Outlying Islands",
"device_hash": "b52bfda8dc7a6a557ae50d0f6a1db4d373a3d9b3",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.2) AppleWebKit/535.40.5 (KHTML, like Gecko) Version/4.0.3 Safari/535.40.5",
"session_id": "3c9bc9b3-4c3c-4433-b299-6ad183180a8a",
"risk_score": 45.34,
"confidence": 0.84
} | null | null | null | null | null | No additional info | AI system fine_tuning by joseph69 No additional info | fine_tuning | null | null | joseph69 | null | null | null | null | null | null | null | null | null | null | null | null | model-cd5c2f87 | a74dde7327bfd0f0d79eba53b6f5441b9061df74 | bc66fa17ea33828a88c70865da54405488d374b9159d5fe49d89c87fee40902a | null | null |
75714b85-01f6-4b40-ba54-c406ab64a37e | 2025-03-17T07:27:07 | ids_alert | Tanium v7.4.0 | emergency | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|emergency| desc=Tanium Alert: Brute Force detected from 10.75.164.119 targeting N/A No additional info | {
"geo_location": "Russia",
"device_hash": "e5412d35291dbb4475759d90f5679286cb56018d7f4f5eae0fb43e84fc77ab02",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/17.0.872.0 Safari/536.2",
"session_id": "e7d65793-ac8e-47f8-8687-5ab36d5b3fc5",
"risk_score": 59.36,
"confidence": 0.33
} | 10.75.164.119 | N/A | Brute Force | SIG-1701 | Evasion | No additional info | Tanium Alert: Brute Force detected from 10.75.164.119 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 |
48cd3739-f8ab-40e2-9ca2-61a986a19309 | 2025-05-02T18:22:48 | ai | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|critical| desc=AI system api_abuse by bennettlauren MITRE Technique: T1547.001 | Associated Threat Actor: Wizard Spider | {
"geo_location": "Bosnia and Herzegovina",
"device_hash": "b331786615bf8fa7a08830cfff296765f9c767e9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.01; Trident/5.1)",
"session_id": "e7ad2757-fcde-4a2b-82fe-ee9ccaa06726",
"risk_score": 39.63,
"confidence": 0.02
} | null | null | null | null | null | MITRE Technique: T1547.001 | Associated Threat Actor: Wizard Spider | AI system api_abuse by bennettlauren MITRE Technique: T1547.001 | Associated Threat Actor: Wizard Spider | api_abuse | null | null | bennettlauren | null | null | null | null | null | null | null | null | null | null | null | null | model-c7fed7c4 | e3fd68a15f8b3f87a69bf8cbac5d9b8f9b2d9d3e | 93b33e9d2f98caff40115d2c39e2399af27b49726c73bb36a98fc9d2d8e9acae | null | null |
68e13024-eb47-4ff2-8ad1-7fd24587a639 | 2025-06-13T06:56:15 | auth | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|low| desc=Auth failed for robertmccoy via key from 10.235.87.89 No additional info | {
"geo_location": "Palestinian Territory",
"device_hash": "6948af00f3d36f08278a51a0afcb9e18",
"user_agent": "Opera/9.79.(Windows 95; es-US) Presto/2.9.186 Version/11.00",
"session_id": "e2ce07c5-c77e-4e62-8a42-c31d5bcbc402",
"risk_score": 47.16,
"confidence": 0.23
} | 10.235.87.89 | null | null | null | null | No additional info | Auth failed for robertmccoy via key from 10.235.87.89 No additional info | failed | null | null | robertmccoy | null | null | null | null | null | null | null | null | null | null | key | 27:64:af:90:64:15 | null | null | null | null | null |
6146e8d9-2ae8-47f0-838b-a4a746fe221a | 2025-03-20T11:23:52 | endpoint | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|low| desc=Endpoint wmi_exec /movie/ground.avi by patricia46 No additional info | {
"geo_location": "Palestinian Territory",
"device_hash": "bf42bfbdc3f64f82b87882eff28cbc14e00c032ef608e55d5d5634134fc394d5",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/534.46.2 (KHTML, like Gecko) Version/4.0.1 Safari/534.46.2",
"session_id": "ad2ccc5c-3918-4c90-b09a-7d84ba80077a",
"risk_score": 69.76,
"confidence": 0.59
} | null | null | null | null | null | No additional info | Endpoint wmi_exec /movie/ground.avi by patricia46 No additional info | wmi_exec | null | null | patricia46 | /movie/ground.avi | 1,948 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ce14cb06-5bab-4d2d-b228-6131a93fe225 | 2025-04-19T03:08:00 | endpoint | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|high| desc=Endpoint process_start /more/force.png by ndavis MITRE Technique: T1218.011 | Unconventional IOC: ACPI table modifications | Living-off-the-land technique detected | {
"geo_location": "Kyrgyz Republic",
"device_hash": "f0a67074c083b87f1e431a09462c9bdc3c37b6b4e95973291b1c102a783455e9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.0; Trident/4.0)",
"session_id": "b9305deb-986e-4667-89de-c4a7467a98b5",
"risk_score": 68.47,
"confidence": 0.63
} | null | null | null | null | null | MITRE Technique: T1218.011 | Unconventional IOC: ACPI table modifications | Living-off-the-land technique detected | Endpoint process_start /more/force.png by ndavis MITRE Technique: T1218.011 | Unconventional IOC: ACPI table modifications | Living-off-the-land technique detected | process_start | null | null | ndavis | /more/force.png | 5,151 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ea1251cd-74c0-4307-86f9-e87a9ed7bf03 | 2025-05-07T21:23:53 | firewall | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|info| desc=Firewall log-only TCP traffic from 183.69.104.237:403 to 197.189.113.169:1 No additional info | {
"geo_location": "Sri Lanka",
"device_hash": "861ca3d7c3bebcc9d25384090011d3a4",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; cy-GB) AppleWebKit/532.15.5 (KHTML, like Gecko) Version/4.0.5 Mobile/8B113 Safari/6532.15.5",
"session_id": "168cdc59-19b1-42b5-a3b5-d43d70796def",
"risk_score": 75.67,
"confidence": 0.42
} | 183.69.104.237 | 197.189.113.169 | null | null | null | No additional info | Firewall log-only TCP traffic from 183.69.104.237:403 to 197.189.113.169:1 No additional info | log-only | 468,494 | TCP | null | null | null | null | null | null | null | null | 403 | 1 | 360 | null | null | null | null | null | null | null |
fa0c2659-fa71-4e23-88d9-f11c28a3f513 | 2025-06-20T22:18:45 | network | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|low| desc=Network latency_spike from 185.66.164.7 to 176.56.231.31 No additional info | {
"geo_location": "Russia",
"device_hash": "ef0d207f7ca9cbde6f97c7c3ae20a38a",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_7_4) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/59.0.891.0 Safari/535.0",
"session_id": "9ae3df7a-6c98-4029-9d81-4887dc272ba4",
"risk_score": 25.2,
"confidence": 0.18
} | 185.66.164.7 | 176.56.231.31 | null | null | null | No additional info | Network latency_spike from 185.66.164.7 to 176.56.231.31 No additional info | latency_spike | 161,972 | UDP | null | null | null | null | {
"baseline_deviation": 1.21,
"entropy": 7.03,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
6bad509d-101d-4ca8-b5d7-ee962dcf5643 | 2025-04-24T19:38:23 | firewall | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|info| desc=Firewall deny ICMP traffic from 161.116.204.35:377 to 51.201.65.158:2165 MITRE Technique: T1059.005 | {
"geo_location": "Myanmar",
"device_hash": "26ed3cb53dcfbd639f6c7c298eb1a2098a7f3831",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_3 like Mac OS X) AppleWebKit/535.1 (KHTML, like Gecko) CriOS/34.0.830.0 Mobile/32W085 Safari/535.1",
"session_id": "e5aabcc0-2e6f-4c12-a70a-eb23cf49db4c",
"risk_score": 40.75,
"confidence": 0.36
} | 161.116.204.35 | 51.201.65.158 | null | null | null | MITRE Technique: T1059.005 | Firewall deny ICMP traffic from 161.116.204.35:377 to 51.201.65.158:2165 MITRE Technique: T1059.005 | deny | 387,558 | ICMP | null | null | null | null | null | null | null | null | 377 | 2,165 | 328 | null | null | null | null | null | null | null |
1fa9f93b-b4fe-4876-9286-a5e3b90a6cbd | 2025-02-08T14:33:42 | cloud | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|medium| desc=Cloud lambda_execution in Alibaba by mdoyle No additional info | {
"geo_location": "Denmark",
"device_hash": "713596b489ba712d05ad25463b524a6ba51b9a6149bd1b7e77f6a0a09857615d",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 11.0) AppleWebKit/534.8.5 (KHTML, like Gecko) Version/5.0 Safari/534.8.5",
"session_id": "f77eef7b-3a22-4f0e-a008-e359e22d8abb",
"risk_score": 42.86,
"confidence": 0.44
} | null | null | null | null | null | No additional info | Cloud lambda_execution in Alibaba by mdoyle No additional info | lambda_execution | null | null | mdoyle | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-97627ab5 |
c50e73c1-3818-46bc-8e84-4d5741c49e05 | 2025-05-18T07:59:08 | iot | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|info| desc=IoT device Medical command_injection No additional info noise=QWNyb3NzLg== | {
"geo_location": "United States Virgin Islands",
"device_hash": "3e1e6fea6fd20b0473eb42870dab4929",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Trident/4.1)",
"session_id": "28568c50-edab-45b8-b23e-51883e6df561",
"risk_score": 48.59,
"confidence": 0.28
} | 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": 1.09,
"entropy": 5.66,
"frequency_anomaly": false,
"sequence_anomaly": true
} | Medical | iot-cf01cab3 | 5.9 | null | null | null | null | null | null | null | null | null | null |
178ec3a2-dbf1-4b23-a6a9-0053627820a0 | 2025-01-25T16:00:57 | network | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|medium| desc=Network latency_spike from 10.157.27.126 to 168.84.144.169 No additional info noise=VXAgcGxhY2Uu | {
"geo_location": "Ecuador",
"device_hash": "37d58a32a51c7c1e67ad940c11794460",
"user_agent": "Opera/8.81.(X11; Linux x86_64; et-EE) Presto/2.9.170 Version/12.00",
"session_id": "0966b3fb-b795-48eb-b123-24efed5581fc",
"risk_score": 65.15,
"confidence": 0.22
} | 10.157.27.126 | 168.84.144.169 | null | null | null | No additional info | Network latency_spike from 10.157.27.126 to 168.84.144.169 No additional info | latency_spike | 822,320 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
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