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[ML] Remove job_type from job definitions in modules #149247

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Jan 24, 2023
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Original file line number Diff line number Diff line change
@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"groups": [
"apm"
],
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Original file line number Diff line number Diff line change
@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"description": "Auditbeat: Detect unusual increases in process execution rates in docker containers (ECS)",
"groups": ["auditd"],
"analysis_config": {
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Original file line number Diff line number Diff line change
@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"description": "Auditbeat: Detect rare process executions in docker containers (ECS)",
"groups": ["auditd"],
"analysis_config": {
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Original file line number Diff line number Diff line change
@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"description": "Logs UI: Detects anomalies in the log entry ingestion rate",
"groups": ["logs-ui"],
"analysis_config": {
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Original file line number Diff line number Diff line change
@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"description": "Logs UI: Detects anomalies in count of log entries by category",
"groups": [
"logs-ui"
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Original file line number Diff line number Diff line change
@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"description": "Metricbeat CPU: Detect unusual increases in cpu time spent in iowait (ECS)",
"groups": [
"metricbeat"
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Original file line number Diff line number Diff line change
@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"description": "Metricbeat filesystem: Detect unusual increases in disk utilization (ECS)",
"groups": [
"metricbeat"
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Original file line number Diff line number Diff line change
@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"description": "Metricbeat outages: Detect unusual decreases in metricbeat documents (ECS)",
"groups": [
"metricbeat"
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Original file line number Diff line number Diff line change
@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"groups": [
"hosts",
"metrics"
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@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"description": "Metrics: Hosts - Identify unusual spikes in inbound traffic across hosts.",
"groups": [
"hosts",
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Original file line number Diff line number Diff line change
@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"description": "Metrics: Hosts - Identify unusual spikes in outbound traffic across hosts.",
"groups": [
"hosts",
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Original file line number Diff line number Diff line change
@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"groups": [
"k8s",
"metrics"
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Original file line number Diff line number Diff line change
@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"description": "Metrics: Kubernetes - Identify unusual spikes in inbound traffic across Kubernetes pods.",
"groups": [
"k8s",
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Original file line number Diff line number Diff line change
@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"description": "Metrics: Kubernetes - Identify unusual spikes in outbound traffic across Kubernetes pods.",
"groups": [
"k8s",
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Original file line number Diff line number Diff line change
@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"description": "Security: Authentication - Looks for an unusually large spike in successful authentication events. This can be due to password spraying, user enumeration, or brute force activity.",
"groups": [
"security",
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Original file line number Diff line number Diff line change
@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"description": "Security: Authentication - Looks for an unusually large spike in successful authentication events from a particular source IP address. This can be due to password spraying, user enumeration, or brute force activity.",
"groups": [
"security",
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Original file line number Diff line number Diff line change
@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"description": "Security: Authentication - Looks for an unusually large spike in authentication failure events. This can be due to password spraying, user enumeration, or brute force activity and may be a precursor to account takeover or credentialed access.",
"groups": [
"security",
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Original file line number Diff line number Diff line change
@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"description": "Security: Authentication - looks for a user logging in at a time of day that is unusual for the user. This can be due to credentialed access via a compromised account when the user and the threat actor are in different time zones. In addition, unauthorized user activity often takes place during non-business hours.",
"groups": [
"security",
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Original file line number Diff line number Diff line change
@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"description": "Security: Authentication - looks for a user logging in from an IP address that is unusual for the user. This can be due to credentialed access via a compromised account when the user and the threat actor are in different locations. An unusual source IP address for a username could also be due to lateral movement when a compromised account is used to pivot between hosts.",
"groups": [
"security",
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Original file line number Diff line number Diff line change
@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"description": "Security: Authentication - looks for an unusual user name in the authentication logs. An unusual user name is one way of detecting credentialed access by means of a new or dormant user account. A user account that is normally inactive, because the user has left the organization, which becomes active, may be due to credentialed access using a compromised account password. Threat actors will sometimes also create new users as a means of persisting in a compromised web application.",
"groups": [
"security",
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Original file line number Diff line number Diff line change
@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"description": "Security: Auditbeat - Detect unusually high number of authentication attempts.",
"groups": [
"security",
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Original file line number Diff line number Diff line change
@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"description": "Security: Cloudtrail - Looks for a spike in the rate of an error message which may simply indicate an impending service failure but these can also be byproducts of attempted or successful persistence, privilege escalation, defense evasion, discovery, lateral movement, or collection activity by a threat actor.",
"groups": [
"security",
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Original file line number Diff line number Diff line change
@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"description": "Security: Cloudtrail - Looks for unusual errors. Rare and unusual errors may simply indicate an impending service failure but they can also be byproducts of attempted or successful persistence, privilege escalation, defense evasion, discovery, lateral movement, or collection activity by a threat actor.",
"groups": [
"security",
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Original file line number Diff line number Diff line change
@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"description": "Security: Cloudtrail - Looks for AWS API calls that, while not inherently suspicious or abnormal, are sourcing from a geolocation (city) that is unusual. This can be the result of compromised credentials or keys.",
"groups": [
"security",
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Original file line number Diff line number Diff line change
@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"description": "Security: Cloudtrail - Looks for AWS API calls that, while not inherently suspicious or abnormal, are sourcing from a geolocation (country) that is unusual. This can be the result of compromised credentials or keys.",
"groups": [
"security",
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Original file line number Diff line number Diff line change
@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"description": "Security: Cloudtrail - Looks for AWS API calls that, while not inherently suspicious or abnormal, are sourcing from a user context that does not normally call the method. This can be the result of compromised credentials or keys as someone uses a valid account to persist, move laterally, or exfil data.",
"groups": [
"security",
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Original file line number Diff line number Diff line change
@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"description": "Security: Linux - Looks for unusual processes using the network which could indicate command-and-control, lateral movement, persistence, or data exfiltration activity.",
"groups": [
"auditbeat",
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Original file line number Diff line number Diff line change
@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"description": "Security: Linux - Looks for unusual destination port activity that could indicate command-and-control, persistence mechanism, or data exfiltration activity.",
"groups": [
"security",
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Original file line number Diff line number Diff line change
@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"description": "Security: Linux - Looks for processes that are unusual to all Linux hosts. Such unusual processes may indicate unauthorized software, malware, or persistence mechanisms.",
"groups": [
"auditbeat",
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Original file line number Diff line number Diff line change
@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"description": "Security: Linux - Rare and unusual users that are not normally active may indicate unauthorized changes or activity by an unauthorized user which may be credentialed access or lateral movement.",
"groups": [
"auditbeat",
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Original file line number Diff line number Diff line change
@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"description": "Security: Linux - Looks for commands related to system network configuration discovery from an unusual user context. This can be due to uncommon troubleshooting activity or due to a compromised account. A compromised account may be used by a threat actor to engage in system network configuration discovery to increase their understanding of connected networks and hosts. This information may be used to shape follow-up behaviors such as lateral movement or additional discovery.",
"groups": [
"security",
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Original file line number Diff line number Diff line change
@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"description": "Security: Linux - Looks for commands related to system network connection discovery from an unusual user context. This can be due to uncommon troubleshooting activity or due to a compromised account. A compromised account may be used by a threat actor to engage in system network connection discovery to increase their understanding of connected services and systems. This information may be used to shape follow-up behaviors such as lateral movement or additional discovery.",
"groups": [
"security",
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Original file line number Diff line number Diff line change
@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"description": "Security: Linux - Looks for anomalous access to the metadata service by an unusual process. The metadata service may be targeted in order to harvest credentials or user data scripts containing secrets.",
"groups": [
"auditbeat",
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Original file line number Diff line number Diff line change
@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"description": "Security: Linux - Looks for anomalous access to the metadata service by an unusual user. The metadata service may be targeted in order to harvest credentials or user data scripts containing secrets.",
"groups": [
"auditbeat",
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Original file line number Diff line number Diff line change
@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"description": "Security: Linux - Looks for sudo activity from an unusual user context. Unusual user context changes can be due to privilege escalation.",
"groups": [
"security",
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Original file line number Diff line number Diff line change
@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"description": "Security: Linux - Looks for compiler activity by a user context which does not normally run compilers. This can be ad-hoc software changes or unauthorized software deployment. This can also be due to local privilege elevation via locally run exploits or malware activity.",
"groups": [
"security",
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Original file line number Diff line number Diff line change
@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"description": "Security: Linux - Looks for commands related to system information discovery from an unusual user context. This can be due to uncommon troubleshooting activity or due to a compromised account. A compromised account may be used to engage in system information discovery to gather detailed information about system configuration and software versions. This may be a precursor to the selection of a persistence mechanism or a method of privilege elevation.",
"groups": [
"security",
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Original file line number Diff line number Diff line change
@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"description": "Security: Linux - Looks for commands related to system process discovery from an unusual user context. This can be due to uncommon troubleshooting activity or due to a compromised account. A compromised account may be used to engage in system process discovery to increase their understanding of software applications running on a target host or network. This may be a precursor to the selection of a persistence mechanism or a method of privilege elevation.",
"groups": [
"security",
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Original file line number Diff line number Diff line change
@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"description": "Security: Linux - Looks for commands related to system user or owner discovery from an unusual user context. This can be due to uncommon troubleshooting activity or due to a compromised account. A compromised account may be used to engage in system owner or user discovery to identify currently active or primary users of a system. This may be a precursor to additional discovery, credential dumping, or privilege elevation activity.",
"groups": [
"security",
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Original file line number Diff line number Diff line change
@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"description": "Security: Linux - Looks for processes that are unusual to a particular Linux host. Such unusual processes may indicate unauthorized software, malware, or persistence mechanisms.",
"groups": [
"auditbeat",
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Original file line number Diff line number Diff line change
@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"description": "Security: Network - Looks for an unusually large spike in network activity to one destination country in the network logs. This could be due to unusually large amounts of reconnaissance or enumeration traffic. Data exfiltration activity may also produce such a surge in traffic to a destination country which does not normally appear in network traffic or business work-flows. Malware instances and persistence mechanisms may communicate with command-and-control (C2) infrastructure in their country of origin, which may be an unusual destination country for the source network.",
"groups": [
"security",
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Original file line number Diff line number Diff line change
@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"description": "Security: Network - Looks for an unusually large spike in network traffic that was denied by network ACLs or firewall rules. Such a burst of denied traffic is usually either 1) a misconfigured application or firewall or 2) suspicious or malicious activity. Unsuccessful attempts at network transit, in order to connect to command-and-control (C2), or engage in data exfiltration, may produce a burst of failed connections. This could also be due to unusually large amounts of reconnaissance or enumeration traffic. Denial-of-service attacks or traffic floods may also produce such a surge in traffic.",
"groups": [
"security",
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Original file line number Diff line number Diff line change
@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"description": "Security: Network - Looks for an unusually large spike in network traffic. Such a burst of traffic, if not caused by a surge in business activity, can be due to suspicious or malicious activity. Large-scale data exfiltration may produce a burst of network traffic; this could also be due to unusually large amounts of reconnaissance or enumeration traffic. Denial-of-service attacks or traffic floods may also produce such a surge in traffic.",
"groups": [
"security",
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Original file line number Diff line number Diff line change
@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"description": "Security: Network - looks for an unusual destination country name in the network logs. This can be due to initial access, persistence, command-and-control, or exfiltration activity. For example, when a user clicks on a link in a phishing email or opens a malicious document, a request may be sent to download and run a payload from a server in a country which does not normally appear in network traffic or business work-flows. Malware instances and persistence mechanisms may communicate with command-and-control (C2) infrastructure in their country of origin, which may be an unusual destination country for the source network.",
"groups": [
"security",
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Original file line number Diff line number Diff line change
@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"description": "Security: Packetbeat - Looks for unusual DNS activity that could indicate command-and-control or data exfiltration activity.",
"groups": [
"security",
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Original file line number Diff line number Diff line change
@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"description": "Security: Packetbeat - Looks for unusual DNS activity that could indicate command-and-control activity.",
"groups": [
"security",
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@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"description": "Security: Packetbeat - Looks for unusual HTTP or TLS destination domain activity that could indicate execution, persistence, command-and-control or data exfiltration activity.",
"groups": [
"security",
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@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"description": "Security: Packetbeat - Looks for unusual web browsing URL activity that could indicate execution, persistence, command-and-control or data exfiltration activity.",
"groups": [
"security",
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Original file line number Diff line number Diff line change
@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"description": "Security: Packetbeat - Looks for unusual HTTP user agent activity that could indicate execution, persistence, command-and-control or data exfiltration activity.",
"groups": [
"security",
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Original file line number Diff line number Diff line change
@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"description": "Security: Windows - Looks for processes that are unusual to a particular Windows host. Such unusual processes may indicate unauthorized software, malware, or persistence mechanisms.",
"groups": [
"endpoint",
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Original file line number Diff line number Diff line change
@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"description": "Security: Windows - Looks for unusual processes using the network which could indicate command-and-control, lateral movement, persistence, or data exfiltration activity.",
"groups": [
"endpoint",
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Original file line number Diff line number Diff line change
@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"description": "Security: Windows - Looks for activity in unusual paths that may indicate execution of malware or persistence mechanisms. Windows payloads often execute from user profile paths.",
"groups": [
"endpoint",
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Original file line number Diff line number Diff line change
@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"description": "Security: Windows - Looks for processes that are unusual to all Windows hosts. Such unusual processes may indicate execution of unauthorized software, malware, or persistence mechanisms.",
"groups": [
"endpoint",
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Original file line number Diff line number Diff line change
@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"description": "Security: Windows - Looks for unusual process relationships which may indicate execution of malware or persistence mechanisms.",
"groups": [
"endpoint",
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@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"description": "Security: Windows - Looks for unusual powershell scripts that may indicate execution of malware, or persistence mechanisms.",
"groups": [
"endpoint",
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@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"groups": [
"endpoint",
"event-log",
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Original file line number Diff line number Diff line change
@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"description": "Security: Windows - Rare and unusual users that are not normally active may indicate unauthorized changes or activity by an unauthorized user which may be credentialed access or lateral movement.",
"groups": [
"endpoint",
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Original file line number Diff line number Diff line change
@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"description": "Security: Windows - Looks for anomalous access to the metadata service by an unusual process. The metadata service may be targeted in order to harvest credentials or user data scripts containing secrets.",
"groups": [
"security",
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Original file line number Diff line number Diff line change
@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"description": "Security: Windows - Looks for anomalous access to the metadata service by an unusual user. The metadata service may be targeted in order to harvest credentials or user data scripts containing secrets.",
"groups": [
"endpoint",
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@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"description": "Security: Windows - Unusual user context switches can be due to privilege escalation.",
"groups": [
"endpoint",
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@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"description": "Security: Windows - Unusual RDP (remote desktop protocol) user logins can indicate account takeover or credentialed access.",
"groups": [
"endpoint",
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@@ -1,5 +1,4 @@
{
"job_type": "anomaly_detector",
"groups": ["uptime"],
"description": "Uptime Heartbeat: Identify periods of increased latency across geographical regions.",
"analysis_config": {
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