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Microsoft Purview Posture Reports provide a clear, outcome‑based view of how effectively data protection ...
Apr 14, 2026
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Proving Your Data Security Posture with Confidence
Microsoft Purview Posture Reports help organizations prove (not just assume) that their data security controls are working. They provide a clear, ...
Apr 14, 2026
Co-Authors: Zeinab Mokhtarian Koorabbasloo and Matthew Lowe
As security data lakes become the backbone of modern analytics platforms, organizations need new ways to operationalize their data. While...
Apr 14, 2026
Security data volumes are growing faster than ever, but visibility across the entire digital estate hasn’t kept pace. As organizations expand across cloud, hybrid, and SaaS environments, critical sec...
Apr 14, 2026Recent Discussions
DLP Policy - DSPM Block sensitive info from AI sites
Having issues with this DLP policy not being triggered to block specific SITs from being pasted into ChatGPT, Google Gemine, etc. Spent several hours troubleshooting this issue on Windows 11 VM running in Parallels Desktop. Testing was done in Edge. Troubleshooting\testing done: Built Endpoint DLP policy scoped to Devices and confirmed device is onboarded/visible in Activity Explorer. Created/edited DLP rule to remove sensitivity label dependency and use SIT-based conditions (Credit Card, ABA, SSN, etc.). Set Paste to supported browsers = Block and Upload to restricted cloud service domains = Block in the same rule. Configured Sensitive service domain restrictions and tested priority/order (moved policy/rule to top). Created Sensitive service domain group for AI sites; corrected entries to hostname + prefix wildcard a format (e.g., chatgpt.com + *.chatgpt.com) after wildcard/URL-format constraints were discovered. Validated Target domain = chatgpt.com in Activity Explorer for paste events. Tested multiple SIT payloads (credit card numbers with/without context) and confirmed detection occurs. Confirmed paste events consistently show: Policy = Default Policy, Rule = JIT Fallback Allow Rule, Other matches = 0, Enforcement = Allow (meaning configured rules are not matching the PastedToBrowser activity). Verified Upload enforcement works: “DLP rule matched” events show Block for file upload to ChatGPT/LLM site group—proves domain scoping and endpoint enforcement works for upload. Disabled JIT and retested; paste events still fall back to JIT Fallback Allow Rule with JIT triggered = false. Verified Defender platform prerequisites: AMServiceVersion (Antimalware Client) = 4.18.26020.6 (meets/exceeds requirements).Hybrid Join Lifecycle Model
Microsoft Entra hybrid join is still a common reality in enterprise environments. For many organizations, it remains necessary because legacy applications still rely on Active Directory machine authentication, Group Policy is still in use, and on-premises operational dependencies have not fully been retired. At the same time, the long-term direction for endpoint identity is increasingly cloud-native. That creates an important architectural question: Should hybrid join be treated as a permanent device state, or as a lifecycle stage in a broader modernization journey? In practice, hybrid join is often discussed as a binary condition: the device is either hybrid joined or it is not. But from an operational perspective, that view is too limited. In real enterprise environments, hybrid join behaves much more like a lifecycle. A device moves through provisioning, registration, trust establishment, management attachment, steady-state operation, recovery, retirement, and eventually transition. That distinction matters because most hybrid join issues do not fail loudly. They usually appear as stale objects, pending registrations, broken trust, inconsistent management ownership, and environments that remain temporarily hybrid far longer than intended. Why a lifecycle model is useful Treating hybrid join as a lifecycle helps explain why so many organizations struggle with it even when the initial implementation appears technically correct. The challenge is usually not the first successful join. The challenge is everything that happens around it: Provisioning quality Trust validation Management ownership Drift detection Stale object cleanup Exit criteria for transition to Entra join Without that lifecycle view, hybrid join often becomes a static design decision with no clear operational model behind it. The eight phases 1. Provisioning The lifecycle starts when the device is built, imaged, or provisioned. This stage is more important than it looks. If the device is provisioned from a contaminated image, or if cloning and snapshot practices are not handled carefully, later identity issues are often inherited rather than newly created. Provisioning should be treated as an identity-controlled event, not just an OS deployment task. 2. Registration The device becomes known to Microsoft Entra. This is where many environments confuse visibility with readiness. A device object may exist in the cloud, but that does not automatically mean the hybrid identity state is healthy or operationally usable. 3. Trust Establishment This is the point where hybrid join becomes real. A device should not be considered fully onboarded until both sides of trust are present and healthy. In operational terms, this means the device is not only registered, but also capable of supporting the expected sign-in and identity flows. 4. Management Attachment Once trust exists, governance becomes the next question. Many organizations still balance Group Policy, Configuration Manager, Intune, and legacy application dependencies at the same time. That is exactly why hybrid join often persists. But if management ownership is not clearly defined, organizations end up with overlapping policy planes, inconsistent control, and unclear accountability. 5. Operational Steady State Hybrid join does not stop at successful registration. The device must remain healthy over time, and that means monitoring trust health, registration state, token health, line-of-sight to required infrastructure, and management consistency. A device that was healthy once is not necessarily healthy now. 6. Recovery Every real environment eventually encounters drift. Pending states, broken trust, orphaned records, reimaged devices, and inconsistent registration scenarios should not be treated as unusual edge cases. They should be expected and handled with formal recovery playbooks. Recovery is not an exception to the lifecycle. It is part of the lifecycle. 7. Retirement Retirement is one of the weakest areas in many hybrid environments. Devices are replaced or decommissioned, but their identity records often remain behind. That leads to stale objects, inventory noise, and administrative confusion. A proper lifecycle model should include a controlled retirement sequence rather than ad hoc cleanup. 8. Transition This is the most important strategic phase. The key question is no longer whether a device can remain hybrid joined, but whether there is still a justified reason to keep it there. Hybrid join may still be necessary in many environments today, but in many cases it should be treated as transitional architecture rather than the target end state. Practical takeaway Looking at hybrid join as a lifecycle creates a more useful framework for architecture decisions, operational ownership, troubleshooting, directory hygiene, governance, and transition planning toward Microsoft Entra join. That is the real value of this model. It does not replace technical implementation guidance, but it helps organizations think more clearly about why hybrid join exists, how it should be operated, and when it should eventually be retired. Final thought Hybrid join is still relevant in many enterprise environments, but it should not automatically be treated as a default destination. In many cases, it works best when it is managed as a lifecycle-driven operating model with defined phases, controls, and exit criteria. That makes it easier to stabilize operations today, while also creating a clearer path toward a more cloud-native endpoint identity model tomorrow. Full article: https://www.modernendpoint.tech/hybrid-join-lifecycle-model
Endpoint DLP Collection Evidence on Devices
Hello team, I am trying to setup the feature collect evidence when endpoint DLP match. Official feature documentation: https://learn.microsoft.com/en-us/purview/dlp-copy-matched-items-learn https://learn.microsoft.com/en-us/purview/dlp-copy-matched-items-get-started unfortunately, it is not working as described in the official documentation, I opened ticket with Microsoft support and MIcrosoft Service Hub, Unfortunatetly, they don't know how to setup it, or they are unable to solve the issue. Support ticket: TrackingID#26040XXXXXXX9201 Service Hub ticket: https://support.serviceshub.microsoft.com/supportforbusiness/onboarding?origin=/supportforbusiness/create TrackingID#26040XXXXXXXX924 I follow the steps to configure: based on the Microsoft documentation, I should be able to see the evidence in Activity explorer or Purview DLP alert or Defender Alerts/Incidents.Advice required for temp / agency staff
Hi All I hope you are well. Anyway, I'm hoping someone can point me in the right direction. We have Android devices in Entra Shared Device Mode (Multi App) which any of our employees with a valid UPN can logon to. All good there. What we need is a solution for temporary or agency staff. This would be staff that could be called on at very short notice and may not stay around for long. For security and audit reasons, we'd rather not create "userless" accounts. Is there anything in Entra / Entra Shared Device Mode that can achieve this? Info greatly appreciated. SKKerberos and the End of RC4: Protocol Hardening and Preparing for CVE‑2026‑20833
CVE-2026-20833 addresses the continued use of the RC4‑HMAC algorithm within the Kerberos protocol in Active Directory environments. Although RC4 has been retained for many years for compatibility with legacy systems, it is now considered cryptographically weak and unsuitable for modern authentication scenarios. As part of the security evolution of Kerberos, Microsoft has initiated a process of progressive protocol hardening, whose objective is to eliminate RC4 as an implicit fallback, establishing AES128 and AES256 as the default and recommended algorithms. This change should not be treated as optional or merely preventive. It represents a structural change in Kerberos behavior that will be progressively enforced through Windows security updates, culminating in a model where RC4 will no longer be implicitly accepted by the KDC. If Active Directory environments maintain service accounts, applications, or systems dependent on RC4, authentication failures may occur after the application of the updates planned for 2026, especially during the enforcement phases introduced starting in April and finalized in July 2026. For this reason, it is essential that organizations proactively identify and eliminate RC4 dependencies, ensuring that accounts, services, and applications are properly configured to use AES128 or AES256 before the definitive changes to Kerberos protocol behavior take effect. Official Microsoft References CVE-2026-25177 - Security Update Guide - Microsoft - Active Directory Domain Services Elevation of Privilege Vulnerability Microsoft Support – How to manage Kerberos KDC usage of RC4 for service account ticket issuance changes related to CVE-2026-20833 (KB 5073381) Microsoft Learn – Detect and Remediate RC4 Usage in Kerberos AskDS – What is going on with RC4 in Kerberos? Beyond RC4 for Windows authentication | Microsoft Windows Server Blog So, you think you’re ready for enforcing AES for Kerberos? | Microsoft Community Hub Risk Associated with the Vulnerability When RC4 is used in Kerberos tickets, an authenticated attacker can request Service Tickets (TGS) for valid SPNs, capture these tickets, and perform offline brute-force attacks, particularly Kerberoasting scenarios, with the goal of recovering service account passwords. Compared to AES, RC4 allows significantly faster cracking, especially for older accounts or accounts with weak passwords. Technical Overview of the Exploitation In simplified terms, the exploitation flow occurs as follows: The attacker requests a TGS for a valid SPN. The KDC issues the ticket using RC4, when that algorithm is still accepted. The ticket is captured and analyzed offline. The service account password is recovered. The compromised account is used for lateral movement or privilege escalation. Official Timeline Defined by Microsoft Important clarification on enforcement behavior Explicit account encryption type configurations continue to be honored even during enforcement mode. The Kerberos hardening associated with CVE‑2026‑20833 focuses on changing the default behavior of the KDC, enforcing AES-only encryption for TGS ticket issuance when no explicit configuration exists. This approach follows the same enforcement model previously applied to Kerberos session keys in earlier security updates (for example, KB5021131 related to CVE‑2022‑37966), representing another step in the progressive removal of RC4 as an implicit fallback. January 2026 – Audit Phase Starting in January 2026, Microsoft initiated the Audit Phase related to changes in RC4 usage within Kerberos, as described in the official guidance associated with CVE-2026-20833. The primary objective of this phase is to allow organizations to identify existing RC4 dependencies before enforcement changes are applied in later phases. During this phase, no functional breakage is expected, as RC4 is still permitted by the KDC. However, additional auditing mechanisms were introduced, providing greater visibility into how Kerberos tickets are issued in the environment. Analysis is primarily based on the following events recorded in the Security Log of Domain Controllers: Event ID 4768 – Kerberos Authentication Service (AS request / Ticket Granting Ticket) Event ID 4769 – Kerberos Service Ticket Operations (Ticket Granting Service – TGS) Additional events related to the KDCSVC service These events allow identification of: the account that requested authentication the requested service or SPN the source host of the request the encryption algorithm used for the ticket and session key This information is critical for detecting scenarios where RC4 is still being implicitly used, enabling operations teams to plan remediation ahead of the enforcement phase. If these events are not being logged on Domain Controllers, it is necessary to verify whether Kerberos auditing is properly enabled. For Kerberos authentication events to be recorded in the Security Log, the corresponding audit policies must be configured. The minimum recommended configuration is to enable Success auditing for the following subcategories: Kerberos Authentication Service Kerberos Service Ticket Operations Verification can be performed directly on a Domain Controller using the following commands: auditpol /get /subcategory:"Kerberos Service Ticket Operations" auditpol /get /subcategory:"Kerberos Authentication Service" In enterprise environments, the recommended approach is to apply this configuration via Group Policy, ensuring consistency across all Domain Controllers. The corresponding policy can be found at: Computer Configuration - Policies - Windows Settings - Security Settings - Advanced Audit Policy Configuration - Audit Policies - Account Logon Once enabled, these audits record events 4768 and 4769 in the Domain Controllers’ Security Log, allowing analysis tools—such as inventory scripts or SIEM/Log Analytics queries—to accurately identify where RC4 is still present in the Kerberos authentication flow. April 2026 – Enforcement with Manual Rollback With the April 2026 update, the KDC begins operating in AES-only mode (0x18) when the msDS-SupportedEncryptionTypes attribute is not defined. This means RC4 is no longer accepted as an implicit fallback. During this phase, applications, accounts, or computers that still implicitly depend on RC4 may start failing. Manual rollback remains possible via explicit configuration of the attribute in Active Directory. July 2026 – Final Enforcement Starting in July 2026, audit mode and rollback options are removed. RC4 will only function if explicitly configured—a practice that is strongly discouraged. This represents the point of no return in the hardening process. Official Monitoring Approach Microsoft provides official scripts in the repository: https://github.com/microsoft/Kerberos-Crypto/tree/main/scripts The two primary scripts used in this analysis are: Get-KerbEncryptionUsage.ps1 The Get-KerbEncryptionUsage.ps1 script, provided by Microsoft in the Kerberos‑Crypto repository, is designed to identify how Kerberos tickets are issued in the environment by analyzing authentication events recorded on Domain Controllers. Data collection is primarily based on: Event ID 4768 – Kerberos Authentication Service (AS‑REQ / TGT issuance) Event ID 4769 – Kerberos Service Ticket Operations (TGS issuance) From these events, the script extracts and consolidates several relevant fields for authentication flow analysis: Time – when the authentication occurred Requestor – IP address or host that initiated the request Source – account that requested the ticket Target – requested service or SPN Type – operation type (AS or TGS) Ticket – algorithm used to encrypt the ticket SessionKey – algorithm used to protect the session key Based on these fields, it becomes possible to objectively identify which algorithms are being used in the environment, both for ticket issuance and session establishment. This visibility is essential for detecting RC4 dependencies in the Kerberos authentication flow, enabling precise identification of which clients, services, or accounts still rely on this legacy algorithm. Example usage: .\Get-KerbEncryptionUsage.ps1 -Encryption RC4 -Searchscope AllKdcs | Export-Csv -Path .\KerbUsage_RC4_All_ThisDC.csv -NoTypeInformation -Encoding UTF8 Data Consolidation and Analysis In enterprise environments, where event volumes may be high, it is recommended to consolidate script results into analytical tools such as Power BI to facilitate visualization and investigation. The presented image illustrates an example dashboard built from collected results, enabling visibility into: Total events analyzed Number of Domain Controllers involved Number of requesting clients (Requestors) Most frequently involved services or SPNs (Targets) Temporal distribution of events RC4 usage scenarios (Ticket, SessionKey, or both) This type of visualization enables rapid identification of RC4 usage patterns, remediation prioritization, and progress tracking as dependencies are eliminated. Additionally, dashboards help answer key operational questions, such as: Which services still depend on RC4 Which clients are negotiating RC4 for sessions Which Domain Controllers are issuing these tickets Whether RC4 usage is decreasing over time This combined automated collection + analytical visualization approach is the recommended strategy to prepare environments for the Microsoft changes related to CVE‑2026‑20833 and the progressive removal of RC4 in Kerberos. Visualizing Results with Power BI To facilitate analysis and monitoring of RC4 usage in Kerberos, it is recommended to consolidate script results into a Power BI analytical dashboard. 1. Install Power BI Desktop Download and install Power BI Desktop from the official Microsoft website 2. Execute data collection After running the Get-KerbEncryptionUsage.ps1 script, save the generated CSV file to the following directory: C:\Temp\Kerberos_KDC_usage_of_RC4_Logs\KerbEncryptionUsage_RC4.csv 3. Open the dashboard in Power BI Open the file RC4-KerbEncryptionUsage-Dashboards.pbix using Power BI Desktop. If you are interested, please leave a comment on this post with your email address, and I will be happy to share with you. 4. Update the data source If the CSV file is located in a different directory, it will be necessary to adjust the data source path in Power BI. As illustrated, the dashboard uses a parameter named CsvFilePath, which defines the path to the collected CSV file. To adjust it: Open Transform Data in Power BI. Locate the CsvFilePath parameter in the list of Queries. Update the value to the directory where the CSV file was saved. Click Refresh Preview or Refresh to update the data. Click Home → Close & Apply. This approach allows rapid identification of RC4 dependencies, prioritization of remediation actions, and tracking of progress throughout the elimination process. List-AccountKeys.ps1 This script is used to identify which long-term keys are present on user, computer, and service accounts, enabling verification of whether RC4 is still required or whether AES128/AES256 keys are already available. Interpreting Observed Scenarios Microsoft recommends analyzing RC4 usage by jointly considering two key fields present in Kerberos events: Ticket Encryption Type Session Encryption Type Each combination represents a distinct Kerberos behavior, indicating the source of the issue, risk level, and remediation point in the environment. In addition to events 4768 and 4769, updates released starting January 13, 2026, introduce new Kdcsvc events in the System Event Log that assist in identifying RC4 dependencies ahead of enforcement. These events include: Event ID 201 – RC4 usage detected because the client advertises only RC4 and the service does not have msDS-SupportedEncryptionTypes defined. Event ID 202 – RC4 usage detected because the service account does not have AES keys and the msDS-SupportedEncryptionTypes attribute is not defined. Event ID 203 – RC4 usage blocked (enforcement phase) because the client advertises only RC4 and the service does not have msDS-SupportedEncryptionTypes defined. Event ID 204 – RC4 usage blocked (enforcement phase) because the service account does not have AES keys and msDS-SupportedEncryptionTypes is not defined. Event ID 205 – Detection of explicit enablement of insecure algorithms (such as RC4) in the domain policy DefaultDomainSupportedEncTypes. Event ID 206 – RC4 usage detected because the service accepts only AES, but the client does not advertise AES support. Event ID 207 – RC4 usage detected because the service is configured for AES, but the service account does not have AES keys. Event ID 208 – RC4 usage blocked (enforcement phase) because the service accepts only AES and the client does not advertise AES support. Event ID 209 – RC4 usage blocked (enforcement phase) because the service accepts only AES, but the service account does not have AES keys. https://support.microsoft.com/en-gb/topic/how-to-manage-kerberos-kdc-usage-of-rc4-for-service-account-ticket-issuance-changes-related-to-cve-2026-20833-1ebcda33-720a-4da8-93c1-b0496e1910dc They indicate situations where RC4 usage will be blocked in future phases, allowing early detection of configuration issues in clients, services, or accounts. These events are logged under: Log: System Source: Kdcsvc Below are the primary scenarios observed during the analysis of Kerberos authentication behavior, highlighting how RC4 usage manifests across different ticket and session encryption combinations. Each scenario represents a distinct risk profile and indicates specific remediation actions required to ensure compliance with the upcoming enforcement phases. Scenario A – RC4 / RC4 In this scenario, both the Kerberos ticket and the session key are issued using RC4. This is the worst possible scenario from a security and compatibility perspective, as it indicates full and explicit dependence on RC4 in the authentication flow. This condition significantly increases exposure to Kerberoasting attacks, since RC4‑encrypted tickets can be subjected to offline brute-force attacks to recover service account passwords. In addition, environments remaining in this state have a high probability of authentication failure after the April 2026 updates, when RC4 will no longer be accepted as an implicit fallback by the KDC. Events Associated with This Scenario During the Audit Phase, this scenario is typically associated with: Event ID 201 – Kdcsvc Indicates that: the client advertises only RC4 the service does not have msDS-SupportedEncryptionTypes defined the Domain Controller does not have DefaultDomainSupportedEncTypes defined This means RC4 is being used implicitly. This event indicates that the authentication will fail during the enforcement phase. Event ID 202 – Kdcsvc Indicates that: the service account does not have AES keys the service does not have msDS-SupportedEncryptionTypes defined This typically occurs when: legacy accounts have never had their passwords reset only RC4 keys exist in Active Directory Possible Causes Common causes include: the originating client (Requestor) advertises only RC4 the target service (Target) is not explicitly configured to support AES the account has only legacy RC4 keys the msDS-SupportedEncryptionTypes attribute is not defined Recommended Actions To remediate this scenario: Correctly identify the object involved in the authentication flow, typically: a service account (SPN) a computer account or a Domain Controller computer object Verify whether the object has AES keys available using analysis tools or scripts such as List-AccountKeys.ps1. If AES keys are not present, reset the account password, forcing generation of modern cryptographic keys (AES128 and AES256). Explicitly define the msDS-SupportedEncryptionTypes attribute to enable AES support. Recommended value for modern environments: 0x18 (AES128 + AES256) = 24 As illustrated below, this configuration can be applied directly to the msDS-SupportedEncryptionTypes attribute in Active Directory. AES can also be enabled via Active Directory Users and Computers by explicitly selecting: This account supports Kerberos AES 128 bit encryption This account supports Kerberos AES 256 bit encryption These options ensure that new Kerberos tickets are issued using AES algorithms instead of RC4. Temporary RC4 Usage (Controlled Rollback) In transitional scenarios—during migration or troubleshooting—it may be acceptable to temporarily use: 0x1C (RC4 + AES) = 28 This configuration allows the object to accept both RC4 and AES simultaneously, functioning as a controlled rollback while legacy dependencies are identified and corrected. However, the final objective must be to fully eliminate RC4 before the final enforcement phase in July 2026, ensuring the environment operates exclusively with AES128 and AES256. Scenario B – AES / RC4 In this case, the ticket is protected with AES, but the session is still negotiated using RC4. This typically indicates a client limitation, legacy configuration, or restricted advertisement of supported algorithms. Events Associated with This Scenario During the Audit Phase, this scenario may generate: Event ID 206 Indicates that: the service accepts only AES the client does not advertise AES in the Advertised Etypes In this case, the client is the issue. Recommended Action Investigate the Requestor Validate operating system, client type, and advertised algorithms Review legacy GPOs, hardening configurations, or settings that still force RC4 For Linux clients or third‑party applications, review krb5.conf, keytabs, and Kerberos libraries Scenario C – RC4 / AES Here, the session already uses AES, but the ticket is still issued using RC4. This indicates an implicit RC4 dependency on the Target or KDC side, and the environment may fail once enforcement begins. Events Associated with This Scenario This scenario may generate: Event ID 205 Indicates that the domain has explicit insecure algorithm configuration in: DefaultDomainSupportedEncTypes This means RC4 is explicitly allowed at the domain level. Recommended Action Correct the Target object Explicitly define msDS-SupportedEncryptionTypes with 0x18 = 24 Revalidate new ticket issuance to confirm full migration to AES / AES Conclusion CVE‑2026‑20833 represents a structural change in Kerberos behavior within Active Directory environments. Proper monitoring is essential before April 2026, and the msDS-SupportedEncryptionTypes attribute becomes the primary control point for service accounts, computer accounts, and Domain Controllers. July 2026 represents the final enforcement point, after which there will be no implicit rollback to RC4.Leveraging Microsoft Graph to Automate Compliance Workflows MS Purview
Background Microsoft Purview provides organizations with capabilities to discover, classify, protect, and govern sensitive information across Microsoft 365 workloads. As organizations increasingly rely on Purview for compliance operations such as auditing, investigations, and regulatory response, there is a growing need to automate these processes beyond the Microsoft Purview portal. Microsoft exposes key compliance capabilities through Microsoft Graph APIs, enabling organizations to integrate Purview operations directly into automation workflows. The Microsoft Purview APIs in Microsoft Graph allow applications to align with data governance, security, and compliance policies defined within the Purview portal, helping ensure that applications handling sensitive information respect organizational controls. Automating eDiscovery Operations with Microsoft Graph The Microsoft Purview eDiscovery APIs available through Microsoft Graph enable organizations to automate repetitive compliance tasks and integrate with existing investigation or legal workflows. These APIs are intended to support litigation, investigation, and regulatory scenarios by allowing administrators to programmatically manage key eDiscovery components such as cases, custodians, searches, review sets, and exports. This capability allows organizations to move from manual portal‑based workflows toward repeatable, policy‑aligned processes integrated into automation platforms or downstream compliance tooling. Programmatic Access to Audit Logs Microsoft Purview Audit captures thousands of operations across Microsoft 365 services and retains them in the unified audit log for security investigations and compliance obligations. Through Microsoft Graph, administrators can now programmatically search and retrieve audit logs using the Purview Audit Search API. This API enables administrators and applications to query and retrieve relevant audit activity logs across workloads such as Exchange, Entra ID, OneDrive, SharePoint, and Intune, providing visibility into user activity and administrative operations performed across the organization. This provides a programmatic alternative to legacy PowerShell‑based audit search methods, improving reliability and enabling automation of compliance monitoring workflows. Supporting Policy‑Aware Applications Applications that integrate with Microsoft Purview APIs through Microsoft Graph can interpret and enforce compliance policies such as sensitivity labels or data loss prevention (DLP) rules. Microsoft documents that apps built using these APIs can prevent data misuse by aligning with compliance and security requirements defined within the organization’s governance framework. This integration also allows enterprise applications to respect sensitivity labels and policy‑driven controls, ensuring that interactions with organizational data remain compliant with regulatory requirements and internal governance policies. Conclusion Microsoft Purview governs organizational data through classification, retention, auditing, and investigation capabilities. Microsoft Graph provides the automation layer that allows these governance controls to be accessed programmatically. By integrating Microsoft Graph with Microsoft Purview APIs, organizations can automate eDiscovery workflows, retrieve audit logs programmatically, and ensure that applications interacting with sensitive data respect compliance policies defined within their Microsoft 365 environment. Learning Resources Use the Microsoft Purview eDiscovery API in Microsoft Graph Use Microsoft Purview APIs for eDiscovery Overview of Microsoft Purview APIs in Microsoft Graph Introducing the Microsoft Purview Audit Search Graph API
telemetryd_v2 High CPU in macOS
I've been seeing this process have consistently high CPU use. According to Activity Monitor, it's a child process of wdavdaemon_enterprise. I tried disabling realtime protection, but that did not decrease the CPU use. The other notable change that I can think of is that I downloaded the Chromium codebase yesterday and built it, so I'm wondering if that's causing the cloud submission process to go crazy. I looked at https://docs.microsoft.com/en-us/microsoft-365/security/defender-endpoint/mac-support-perf?view=o365-worldwide, but it only discusses realtime scanning. Can anyone provide insight on what this specific process is responsible for? Thanks.
XDR Advanced hunting API region availability
Hi, I am exploring XDR advanced hunting API to fetch data specific to Microsoft Defender for Endpoint tenants. The official documentation (https://learn.microsoft.com/en-us/defender-xdr/api-advanced-hunting) mentions to switch to Microsoft Graph advanced hunting API. I had below questions related to it: To fetch the region specific(US , China, Global) token and Microsoft Graph service root endpoints(https://learn.microsoft.com/en-us/graph/deployments#app-registration-and-token-service-root-endpoints ) , is the recommended way to fetch the OpenID configuration document (https://learn.microsoft.com/en-us/entra/identity-platform/v2-protocols-oidc#find-your-apps-openid-configuration-document-uri) for a tenant ID and based on the response, the region specific SERVICE/TOKEN endpoints could be fetched? Using it, there is no need to maintain different end points for tenants in different regions. And do we use the global service URL https://login.microsoftonline.com to fetch OpenID config document for a tenantID in any region? As per the documentation, Microsoft Graph Advanced hunting API is not supported in China region (https://learn.microsoft.com/en-us/graph/api/security-security-runhuntingquery?view=graph-rest-1.0&tabs=http). In this case, is it recommended to use Microsoft XDR Advanced hunting APIs(https://learn.microsoft.com/en-us/defender-xdr/api-advanced-hunting) to support all region tenants(China, US, Global)?Custom data collection in MDE - what is default?
So you just announced the preview of "Custom data collection in Microsoft Defender for Endpoint (Preview)" which lets me ingest custom data to sentinel. Is there also an overview of what is default and what I can add? e.g. we want to examine repeating disconnects from AzureVPN clients (yes, it's most likely just Microsoft's fault, as the app ratings show 'everyone' is having them) How do I know which data I can add to DeviceCustomNetworkEvents which isnt already in DeviceNetworkEvents?
ID token issued by AAD doesn't match public signing key
Hi, I've encountered an issue that ID tokens (JWT) issued by AAD do not match a public signing key. This is my JWKS url: https://eur01.safelinks.protection.outlook.com/?url=https%3A%2F%2Flogin.microsoftonline.com%2F1d063515-6cad-4195-9486-ea65df456faa%2Fdiscovery%2Fv2.0%2Fkeys&data=02%7C01%7Cyu.kuang.lu%40LEGO.com%7C83d34dcb3e744cd9498508d8294edcdf%7C1d0635156cad41959486ea65df456faa%7C1%7C0%7C637304765982427993&sdata=9WgGhPx7T%2B9ngD3RSu6zT3ePFwIfr3IwKk2m9JiNAxE%3D&reserved=0 However the ID token I receive has a unmatched kid like below { "typ": "JWT", "alg": "RS256", "kid": "ylQQc6jLgNEIt8AMAPm8jR27QCE" } It's been working fine until a couple of days ago. It is mentioned somewhere that AAD rotates public keys but it seems tokens might be persisted without knowledge that the signing key has changed. However access token match one of the keys like { "typ": "JWT", "nonce": "ExKWqBKO2TvzbusXVkALk0RQhka3YiNxEKQg69gs27Q", "alg": "RS256", "x5t": "huN95IvPfehq34GzBDZ1GXGirnM", "kid": "huN95IvPfehq34GzBDZ1GXGirnM" } Is this the expected behaviour? AAD is my IDP and AWS Cognito is the auth server in my set up. Because of this issue, Cognito is unable to verify signature of ID tokens therefore users can sign in but cannot proceed further because of this. Has anyone come across a similar issue before?"Security Operations Admin User" Predefined Critical Asset classification
In our XDR instance, the new "Security Operations Admin User" predefined Critical Asset classification (introduced last month) contains a few non-privileged users. I can't figure out by what logic they were added to this classification. It seems that the users may be using laptops that are classified as "Security Operations Admin Devices," but I can't figure out why those devices are grouped that way, either. If it were a matter of an IT user logging onto one of the machines for support, there would inevitably a lot MORE users and devices in these groups. Does anyone know what kind of activity Microsoft uses to classify users and devices as "security operations admins?"
Can I get productName in Microsoft Graph API incident response?
When using Microsoft Graph Security API, is it possible to get the productName field directly in the incident response (e.g., from /security/incidents endpoint)? Or is it only available at the alert level via /security/incidents/{id}/alerts?
Observed Automation Discrepancies
Hi Team ... I want to know the logic behind the Defender XDR Automation Engine . How it works ? I have observed Defender XDR Automation Engine Behavior contrary to expectations of identical incident and automation handling in both environments, discrepancies were observed. Specifically, incidents with high-severity alerts were automatically closed by Defender XDR's automation engine before reaching their SOC for review, raising concerns among clients and colleagues. Automation rules are clearly logged in the activity log, whereas actions performed by Microsoft Defender XDR are less transparent . A high-severity alert related to a phishing incident was closed by Defender XDR's automation, resulting in the associated incident being closed and removed from SOC review. Wherein the automation was not triggered by our own rules, but by Microsoft's Defender XDR, and sought clarification on the underlying logic.Issues blocking DeepSeek
Hi all, I am investigating DeepSeek usage in our Microsoft security environment and have found inconsistent behaviour between Defender for Cloud Apps, Defender for Endpoint, and IOC controls. I am hoping to understand if others have seen the same. Environment Full Microsoft security and management suite What we are seeing Defender for Cloud Apps DeepSeek is classified as an Unsanctioned app Cloud Discovery shows ongoing traffic and active usage Multiple successful sessions and data activity visible Defender for Endpoint Indicators DeepSeek domains and URIs have been added as Indicators with Block action Indicators show as successfully applied Advanced Hunting and Device Timeline Multiple executable processes are initiating connections to DeepSeek domains Examples include Edge, Chrome, and other executables making outbound HTTPS connections Connection status is a mix of Successful and Unsuccessful No block events recorded Settings Network Protection enabled in block mode Web Content Filtering enabled SmartScreen enabled File Hash Computation enabled Network Protection Reputation mode set to 1 Has anyone else had similar issues when trying to block DeepSeek or other apps via Microsoft security suite? I am currently working with Microsoft support on this but wanted to ask here as well.
CrowdStrike API Data Connector (via Codeless Connector Framework) (Preview)
API scopes created. Added to Connector however only streams observed are from Alerts and Hosts. Detections is not logging? Anyone experiencing this issue? Github has post about it apears to be escalated for feature request. CrowdStrikeDetections. not ingested Anyone have this setup and working?VPN Integration not persistent
Hello, We tried to configure https://learn.microsoft.com/en-us/defender-for-identity/vpn-integration from supported Cisco VPN GW. We established the RADIUS Accounting logs to be sent to DC with MDI sensors installed. Yet when we enabled this in Defender Portal (Settings > Identities > VPN) by checking the box and inserting the shared secret, the configuration is not persistent. We hit save, and we are presented with the success green message, but once we refresh the page or go elsewhere in the portal, the checkbox is not checked. Has anyone encountered the same issue? Thanks, SimonUnderstand Why a Service Principal Was Created in Your Entra Tenant
Are you a tenant admin or member of a security team in your organization and find yourself asking “Why was this service principal created in our tenant?” Historically, answering this required correlating audit logs with Microsoft Graph queries or going through long investigations. Microsoft Entra now introduces enhanced audit log properties that make it significantly easier to understand the origin and intent behind newly created service principals directly from tenant audit logs. These new improvements surface additional insights within the Add service principal activity under the ApplicationManagement category—helping administrators determine whether a service principal was provisioned automatically by Microsoft services, triggered by a purchased subscription, or explicitly created by user or application activity. What’s in it for me as an Admins or member of the Security Team When a service principal is created, new metadata is now captured within Microsoft Entra audit logs that enables faster root‑cause analysis. These properties help distinguish between Microsoft‑driven provisioning processes and tenant‑initiated actions, allowing teams to quickly assess whether an event is expected platform behavior or something requiring deeper investigation. For example, administrators can now: Identify provisioning initiated by Microsoft services versus internal users or automation. Determine which tenant subscription or service plan enabled just‑in‑time provisioning. Recognize provisioning linked to Azure resource onboarding or managed identities. Investigate service principal creation without relying on additional Graph lookups. By leveraging these enriched audit logs, security teams can streamline investigations into newly created enterprise applications and reduce manual dependency on downstream data sources. This ultimately improves visibility into application onboarding events and supports faster decision‑making when assessing potential risk or unexpected provisioning activity within the tenant. Learn more here- Understand why a service principal was created in your tenant - Microsoft Entra ID | Microsoft Learn
How Should a Fresher Learn Microsoft Sentinel Properly?
Hello everyone, I am a fresher interested in learning Microsoft Sentinel and preparing for SOC roles. Since Sentinel is a cloud-native enterprise tool and usually used inside organizations, I am unsure how individuals without company access are expected to gain real hands-on experience. I would like to hear from professionals who actively use Sentinel: - How do freshers typically learn and practice Sentinel? - What learning resources or environments are commonly used by beginners? - What level of hands-on experience is realistically expected at entry level? I am looking for guidance based on real industry practice. Thank you for your time.
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