34 real Q&AsTechnically reviewedUpdated May 19, 2026

CyberArk Interview Questions (2026 Guide)

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If your CyberArk interview is approaching and you are looking for well-versed CyberArk interview questions, this blog will fulfill your needs. Here, we have compiled a list of frequently asked CyberArk interview questions for beginners and advanced learners alike. At the end of the article, you will gain the required IT security knowledge and confidence to perform well in CyberArk interviews.

CyberArk Interview Questions (2026 Guide)
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Ravindra Savaram
Written by Ravindra Savaram
Technical Lead at Mindmajix
Quick briefing

What you're getting

If your CyberArk interview is approaching and you are looking for well-versed CyberArk interview questions, this blog will fulfill your needs. Here, we have compiled a list of frequently asked CyberArk interview questions for beginners and advanced learners alike. At the end of the article, you will gain the required IT security knowledge and confidence to perform well in CyberArk interviews.

Got an interview tomorrow? Scan the 34 quick takes first. Need a focused pass? Start with Fresher Questions. Just starting? Read through the Cyberark sections in order.

  • What is CyberArk?
  • What is the latest version of CyberArk? - This answer needs to distinguish between two delivery models because interviewers in 2026 expect you to know both.
  • What are the key products of CyberArk?
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Section 1 of 3

Fresher Questions

Q01fresher

What is CyberArk?

CyberArk is the world's premier Identity Security vendor. It protects privileged identities for humans, machines, and AI agents, regardless of their location on premises, in the cloud, or in a hybrid environment.

The platform continuously prevents, detects, and responds to threats while leveraging intelligent privilege controls for each identity, constantly in every phase of an identity's lifecycle. As the most sophisticated cyberattacks target privileged credentials, CyberArk's solutions will help keep attackers at bay.

Q02fresher

What is the latest version of CyberArk?

Quick Take

This answer needs to distinguish between two delivery models because interviewers in 2026 expect you to know both.

PAM Self Hosted: Version 15.0 reached GA on December 15, 2025. This is the traditional on-premises deployment, in which the customer manages the Vault, CPM, PSM, and PVWA infrastructure.

Privilege Cloud (SaaS): Follows a continuous release cadence with no version numbers. Updates roll out automatically. This is CyberArk's primary go-to-market offering in 2026 and the delivery model most new customers adopt.

Q03fresher

What are the key products of CyberArk?

We are growing the CyberArk Suite. What's top this year for us is-

  • Privileged Access Management (PAM) - Vaults and rotates privileged identities and credentials.
  • Privilege Cloud - It is our SaaS equivalent of Privileged Access Management for organizations that are choosing to run their privileged security infrastructure in the SaaS layer.
  • Conjur - Can do secrets management for developers, embeddable into their workflows, applications, or containers.
  • CyberArk Identity - Enables secure single sign-on, multi-factor authentication, and identity lifecycle management for the workforce.
  • Endpoint Privilege Manager (EPM): Enforces least privilege and removes standing administrator privilege from the endpoints.
  • Secure Web Sessions - Record, playback, and monitor interactive browser-based sessions to web applications and capture keystrokes to protect them against threat actors.
  • DPA/SIA (Dynamic Privileged Access / Secure Infrastructure Access) - A new category of JIT/temporary infrastructure access in the hybrid and cloud world that strictly enables zero standing privilege, allowing us to remove privilege when we are done.
  • Secure AI Agents Solution - GA next month, which really allows us to protect the agents' identities, enforce policies to secure them, and provide full transparency into their activity. This will leverage our recent investment from the Venafi acquisition and the expertise they bring in managing machine identities and the infrastructure certificates they touch.
Q04fresher

What are the core components of CyberArk PAM architecture?

Four components work together in every PAM deployment.

  • Digital Vault is the hardened, encrypted server that stores all privileged credentials. It is the most secure component and has no direct internet access.
  • Central Policy Manager (CPM) automatically rotates and manages passwords according to the policies you define. It connects to target systems and changes credentials on schedule.
  • Privileged Session Manager (PSM) acts as a proxy for privileged sessions. Users never connect directly to target systems. PSM records and monitors every session.
  • Password Vault Web Access (PVWA) is the web interface that administrators and users interact with. It provides the portal for requesting access, managing safes, and reviewing recordings.
Q05fresher

Why choose CyberArk PAM?

  • 7 Times Gartner Leader: Privileged Access Management (PAM) for 7 consecutive years. Number 1 that no one else can match.
  • Integrate with the World's #1 Cybersecurity Platform 2025: CyberArk has been acquired by Palo Alto Networks for $25Bn. Our PAM solution is a key element. CyberArk now complements the world’s number one cybersecurity company.
  • Best in Machine Identity: Covering machine and human identities; your organization comprises 82 times as many machine identities as human identities.
  • First in AI Agent Security: Secure AI Agents is here(GA Dec 2025). Our AI Agent security solution is the industry’s first fully policy-based solution designed to secure, gain visibility into, and manage the lifecycle of all AI agent identities.
  • Zero Standing Privilege (ZSP): ZSP architecture enables your organization to implement dynamic, ephemeral access through a policy-based approach, replacing standing privilege.
  • One Solution: Broad coverage… including PAM, Secrets Management, EPM, Single Sign-On (SSO), Session Management, and Certificate Management.

CyberArk Training

Q06fresher

What is CyberArk Enterprise Password Vault and how does it work?

CyberArk Enterprise Password Vault is an element of the CyberArk Privileged Account Security Solution. It is designed to discover, secure, rotate, and control access to confidential account passwords used to access systems across an organization’s IT environment.

This is how CyberArk’s EPV works.

  • Each file in a safe is encrypted with a unique key. 
  • The keys are then stored within the vault. They are encrypted with a unique vault encryption key.
  • All of these keys are delivered only to users with the required access rights. 
  • Administrators classify access to safes and the data within them. 
  • Users must be manually approved by a Safe Supervisor before they can access safes.
Q07fresher

What do you understand about privileged security in CyberArk?

Quick Take

Privileged security in 2026 has moved well beyond just vaulting passwords. The modern answer needs to cover these concepts.

  • Zero Trust is the foundational principle. Never trust, always verify. Every access request is authenticated, authorized, and continuously validated regardless of where it originates.
  • Zero Standing Privilege (ZSP) means no permanent elevated access exists. Credentials are provisioned Just in Time, used for a defined window, and automatically de-provisioned. CyberArk's own January 2026 research found that only 1% of organizations have fully adopted JIT access, which makes this a frontline discussion topic.
  • Identity-centric security shifts focus from protecting network perimeters to protecting identities. In cloud and hybrid environments, identity is the new perimeter.
Q08fresher

Define a privileged user.

A privileged user is a user of a system, data, or application who has been granted greater control than most users.

Here are a few crucial things about privileged users.

  • Privileged users can be cloud server managers, system administrators, and database administrators. 
  • Some applications that use privileged accounts to communicate with other applications, scripts, databases, web services, and more.
  • These accounts are often ignored and exposed to significant risk because their credentials are hardcoded and static. 
  • Hackers can easily access these attack points to escalate their privileged access throughout the organization.
Q09fresher

Define Privileged Access Management (PAM).

Here are a few key aspects of PAM:

  • PAM helps to protect superuser accounts in an organization's IT environments.
  • It helps organizations to secure their IT infrastructure and applications.
  • Organizations can run their businesses efficiently and protect their sensitive data so that no one, internal or external to the organization, misuses it.
Q10fresher

How many times can the incorrect Password count be increased in CyberArk?

The incorrect password count can be increased by up to 99. This approach helps balance usability and security by preventing brute-force attacks and controlling account access.

Q11fresher

What do you understand about PrivateArk Client?

The PrivateArk Client is a standard Windows-based administrative client for managing the CyberArk PAM solution.

By using the PrivateArk client, we can:

  • Deploy the client on multiple remote computers
  • Access the Enterprise Password Vault through LAN or WAN
  • Create and manage safes
  • Define vault hierarchy and permissions

Importantly, access to the Enterprise Password Vault via the PrivateArk Client requires that the Digital Vault validate users.

Q12fresher

What is the PrivateArk Vault Command Line Interface (PACLI)?

The Privileged Access Client for Linux (PACLI) enables administrators to access and interact with the CyberArk vault from any location using command-line scripts.

It automatically manages vault operations, including safe creation, account management, and auditing.

Q13fresher

What is Password Vault Web Access (PVWA) Interface?

The PVWA is a fully featured web-based interface that provides centralized control over privileged accounts.

By using this interface, you can:

  • Request, access, and manage privileged account credentials
  • Approve access requests
  • Monitor and audit privileged access activities
  • View dashboards and reports, and gain helpful insights.
Q14fresher

What is a Privileged Session Manager SSH Proxy (PSMP)?

The PSMP is a Linux-based CyberArk component that acts as a proxy for SSH-enabled devices.

Let’s see the key advantages of PSMP:

  • PSMP controls access to privileged sessions and initiates SSH connections to remote devices on a user's behalf without requiring SSH credentials.
  • PSMP records text-based sessions, stores them in the EPV, and enables authorized auditors to review them.
  • It supports single sign-on capabilities, allowing users to connect to target devices without exposing the privileged connection password.
Q15fresher

What is Central Policy Manager (CPM)?

The Central Policy Manager automatically imposes the organizational security policy by routinely changing passwords on remote machines. It stores new passwords in the Enterprise Password Vault, without any human interaction.

The diagram below shows how the CyberArk central policy manager works.

Q16fresher

What is Safe in CyberArk?

Inside the Vault, A Safe is just a secure place to keep privileged accounts and passwords. The best way to think of a Safe is as a container that has its own secure permissions. Any given Safe will have its own collection of Safe members (users or teams) with permission levels like retrieve, use, audit, or manage.

Section 2 of 3

Advanced Questions

Q17advanced

Explain how CyberArk manages privileged credentials. Describe the role of the Vault, CPM, and PSM.

The three pieces fit together like a chain: Think of it as three layers working together.

  • Vault: It is where every privileged password actually lives. It is a heavily encrypted, locked-down server that nobody accesses directly. It has no internet connectivity and no remote desktop. Here, you just give the credentials, and the only way to get them out is through authorized components.
  • CPM: It is the piece that keeps passwords fresh. It connects to your target systems, be it a Windows server, a Linux box, a database, or a cloud account. It also changes passwords automatically according to the schedule you set. It can be every 30 days or every 7 days, after every use. Whatever the policy says, CPM handles it without anyone lifting a finger.
  • PSM: It is the gateway that sits between users and the systems they need to access. When someone needs to log into a production server, they go through PSM. PSM grabs the password from the Vault, opens the session to the target, and records everything that happens. The user never actually sees the password; they just get the session.

The beauty of this setup is that no human ever needs to know, see, or type a privileged password. The Vault stores it, the CPM rotates it, and the PSM uses it on your behalf while recording the whole process for audit purposes.

Q18advanced

What is an On Demand Privileges Manager (OPM)?

OPM provides temporary elevated privileges on Unix and Linux systems. A user logs in with a standard account and OPM grants elevated access for a specific task and time window, then revokes it automatically.

Important 2026 Context

OPM is still valid for on-premises Unix/Linux environments. However, it has been largely superseded by Dynamic Privileged Access (DPA) and Secure Infrastructure Access (SIA) for cloud and hybrid environments. DPA provides ephemeral, just-in-time access with zero standing credentials. If the interviewer asks about OPM, mention DPA as the modern cloud native alternative.

Q19advanced

How to troubleshoot port connectivity without ping?

Ping uses ICMP, which is often blocked in hardened environments. Here are alternatives CyberArk administrators use.

On Linux/Unix with telnet:

telnet target-server 1858

On Linux/Unix with netcat:

nc -zv target-server 1858

On Windows with PowerShell:

Test-NetConnection -ComputerName target-server -Port 1858

On any system with curl (for HTTPS ports):

curl -v https://target-server:443
Q20advanced

What do you understand by Privileged Threat Analytics (PTA)?

PTA identifies anomalies in privileged account behavior across the CyberArk ecosystem for detection of threats like credential stealing, lateral movement, and privilege escalation in real-time.

The answer would need to go beyond the basics.

  • UEBA (User and Entity Behavior Analytics): Baselines user and machine behavior and identifies outliers.
  • SIEM Integration: With Splunk, Microsoft Sentinel, and IBM QRadar to integrate PTA alerts into the central security management.
  • SOAR Workflow Triggering: Via ServiceNow and Cortex XSOAR on a high-risk activity detected by PTA.
  • Risk Score-based Adaptive Authentication: A high PTA risk score may prompt a step-up to MFA or deny access.

 

Q21advanced

How do you unsuspend a user?

When a user exceeds the number of failed login attempts, the Vault suspends them. You unsuspend through PrivateArk Client or the REST API.

PrivateArk Client Method: Log in as Vault Admin → Tools → Administrative Tools → Users and Groups → Select the suspended user → Click Activate.

REST API Method:

# Unsuspend a user via REST API
curl -X POST "https://pvwa.company.com/PasswordVault/API/Users/{userId}/Activate" \
  -H "Authorization: Bearer <token>" \
  -H "Content-Type: application/json"
Q22advanced

What is CyberArk Privilege Cloud and how does it differ from PAM Self Hosted?

Privilege Cloud is CyberArk's SaaS delivered PAM solution. It is the primary go-to-market offering in 2026, and the SPARK program actively migrates existing customers from self-hosted to SaaS.

Aspect PAM Self Hosted Privilege Cloud (SaaS)
Vault management Customer managed CyberArk managed
Updates Version based (v14, v15) Continuous delivery
Infrastructure Customer data center CyberArk cloud
On-prem footprint Full (Vault, CPM, PSM, PVWA) Reduced (only Connector Management)
Scaling Manual Elastic
DR Customer configures Built in

The key architectural difference: in Privilege Cloud, the Vault is managed by CyberArk in their cloud. You deploy a Connector Management (CM) service on premises that connects your internal network to the cloud Vault. CPMs and PSMs can run locally or as cloud connectors.

Q23advanced

What is Zero Standing Privilege (ZSP) and how does CyberArk implement it?

ZSP means no permanent elevated access exists anywhere. Every privileged session is provisioned Just in Time, scoped to the minimum required, time-bound, and automatically revoked.

CyberArk implements ZSP through:

  • Dynamic Privileged Access (DPA) provisions ephemeral SSH certificates for Linux/Unix and temporary credentials for cloud workloads. No standing SSH keys or static passwords
  • Secure Infrastructure Access (SIA) provides browser-based Just-in-Time access to cloud infrastructure without a VPN.
  • Time-bound credential issuance, with access automatically expiring after the approved window.
  • Automatic de-provisioning that removes all access artifacts when the session ends.
Q24advanced

What is Conjur and how is it used for secrets management in DevOps?

Conjur is CyberArk's secret management solution for DevOps pipelines, CI/CD tools, and containerized workloads. CyberArk acquired it in 2017, and it is now the primary tool for programmatic access to secrets.

Key capabilities:

  • CI/CD integration with Jenkins, GitHub Actions, Azure DevOps, and GitLab.
  • Kubernetes secrets injection via the Conjur Kubernetes Authenticator. Pods retrieve secrets at runtime without embedding them in config files.
  • Host identity authentication, where every machine, container, or service is assigned a unique identity with RBAC.
  • Follower architecture for high availability and low-latency secret retrieval across regions.
# Conjur policy file:
conjur variable get -i db/production/password
Q25advanced

What is the CyberArk Secure AI Agents Solution?

Quick Take

This reached GA in December 2025 and is a frontline topic in senior interviews. AI agent identities are the newest privileged identity class.

What the solution provides:

  • Agent discovery across SaaS, cloud, and developer environments. Finds AI agents that have been provisioned with elevated access.
  • Least privilege enforcement with zero standing privileges for agent identities.
  • Real-time threat detection for unauthorized access patterns by AI agents.
  • Lifecycle management from agent creation through decommissioning, ensuring no orphaned agent identities persist.
Q26advanced

Explain the CyberArk REST API and when you would use it over PACLI.

The REST API is the modern automation interface for CyberArk. PAM Self-Hosted v15.0 added OAuth 2.0 authorization for REST API endpoints. PACLI is legacy and should only be used for backward compatibility.

Common REST API operations:

# Authenticate
curl -X POST "https://pvwa.company.com/PasswordVault/API/Auth/CyberArk/Logon" \
  -H "Content-Type: application/json" \
  -d '{"username":"apiuser","password":"P@ssw0rd"}'
# Retrieve an account password
curl -X GET "https://pvwa.company.com/PasswordVault/API/Accounts/{id}/Password/Retrieve" \
  -H "Authorization: Bearer <token>"
Q27advanced

What is Just In Time (JIT) Privileged Access? Why are organizations moving towards it?

JIT means privileged access is granted only when needed, for only as long as needed, and automatically revoked afterward. No standing elevated accounts exist.

Why the move to JIT:

  • Standing privileges are attackers' number one target. If the credential always exists, it can always be stolen.
  • Compliance frameworks (SOX, PCI DSS, HIPAA) increasingly require demonstrable least privilege.
  • CyberArk's January 2026 research found only 1% of organizations have fully adopted JIT, despite 79% saying it is a strategic priority.
  • Cloud environments make standing access especially dangerous because the blast radius is much larger than on-premises.
  • CyberArk implements JIT through DPA (ephemeral certificates), SIA (browser-based cloud access), and time-bound approval workflows in PVWA.
Section 3 of 3

Scenario Questions

Q28scenario

When designing and deploying a CyberArk PAM architecture, what are the fundamental security best practices you follow?

When I have designed PAM architectures on real projects, these are the things that made the biggest difference.

Step 1: Lock the Vault down hard. It is on its own network segment with no internet access. The only port open on the firewall should be 1858, and even that is restricted to known component IPs. I have seen deployments where someone left RDP open to the Vault server. That defeats the entire purpose.

Step 2: Set up a DR Vault from day one. Do not treat it as a "phase 2" item. Put it in a separate data center, configure replication, and test failover before you go live. The one time I saw a team skip this, their primary Vault had a hardware failure, and 200 service accounts stopped rotating for three days.

Step 3: Least privilege for everyone, including your own PAM team. This trips people up because they think "I am the PAM admin, I need full access." You do not. Scope each admin's permissions to what their role actually requires. Nobody needs Vault admin-level access for routine daily work.

Step 4: Keep duties separated. The person onboarding accounts and managing Safes should not be the same person reviewing session recordings. If one person can both grant access and hide the evidence of how that access was used, your audit trail means nothing.

Step 5: Give each platform its own CPM. One for Windows, one for Linux, one for databases, one for cloud accounts. If the Windows CPM gets compromised or misconfigured, your Linux and database credentials are unaffected. Smaller blast radius.

Step 6: Harden your PSM servers as if they were targets, because they are. Strip out any software that does not need to be there. Disable clipboard and drive mapping for sensitive environments. And turn on session recording for every single connection. No exceptions, no "we trust this team" shortcuts.

Step 7: Set your Master Policy before onboarding a single account. Define password complexity, rotation frequency, and one-time password rules at the platform level. For anything high value, enable dual control so nobody can pull a credential without a second person approving it.

Q29scenario

Can you explain the process of setting up a Disaster Recovery (DR) Vault?

The DR Vault replicates the primary Vault data to a secondary location in near real time. If the primary goes down, the DR Vault takes over.

Setup steps:

  • Install the Vault software on the DR server using the same configuration as the primary server.
  • Configure the PADR.ini file with the primary Vault's IP and replication settings.
  • Establish the trust relationship between the primary and the DR Vault using the replication user.
  • Start the Vault Disaster Recovery service. It begins syncing Safes, accounts, and metadata.
  • Test failover by stopping the primary and confirming the DR Vault becomes active.
  • Configure PVWA and CPM to fail over to the DR Vault IP when the primary is unreachable.

The replication is asynchronous. Monitor the DR dashboard in PVWA to check replication lag and last successful sync time.

Q30scenario

Explain Separation of Duties (SoD). How would you enforce SoD using an Identity Governance solution?

SoD dictates that a single individual should not have enough access to perpetrate and cover up an act of malice. Within CyberArk’s framework, this would mean that an individual who creates a Safe cannot be the individual who adds accounts into the Safe.

How to Enable with Identity Governance?

Enforcing SOD

  • Role Assignment and Role Ownership: Configure the conflicting roles and restrict a single identity to hold either “Account Creator” OR “Account Auditor. The system checks against the policy and raises flags for any violating assignment.
  • Auditing Existing Role Assignments: Regularly review with managers and have them certify access permissions for their team Members, blocking an assignment if there are conflicts.
Q31scenario

When creating an App Registration, what security considerations do you keep in mind?

App Registrations (application identities) in CyberArk allow automated systems to authenticate and retrieve credentials. Security is critical because these are machine identities with no human oversight during runtime.

  • Restrict authentication methods to certificate or client secret with rotation. Never use a password only.
  • Bind to specific IPs or machine identities so the registration cannot be used from unauthorized systems.
  • Limit scope to only the Safes and accounts the application actually needs.
  • Enable auditing so every credential retrieval is logged with the application identity.
  • Rotate client secrets on a schedule managed by CPM.
  • Use Conjur for containerized workloads instead of App Registration, as Conjur provides native Kubernetes authentication.
Q32scenario

Explain how you would actually implement Zero Trust Identity in a real enterprise environment.

It’s an architectural question. Answer it using Phases.

Phase 1: Discovery

Inventory all privileged/service/machine and AI agent accounts on-prem, in-cloud and SaaS.

You should be using Discovery and Audit (DNA) from CyberArk for automation.

Phase 2: Vault and Rotate

Bring everything discovered above under management via the CyberArk PAM, deploy Credential and Password Manager (CPM) policies for auto-rotation, eradicate all hard-coded secrets in scripts & config.

Phase 3: Session Isolation

Ensure all privileged sessions go via PSM; no direct connection to target systems ever – full visibility and recording.

Phase 4: Just-In-Time

Start the journey away from standing privilege and to Just-In-Time (JIT) access by leveraging DPA/SIA from CyberArk to provision ephemeral secrets post-session initiation. (Zero Standing Privilege era.)

Phase 5: Continuous Verification

Turn on Behavioral analytics (PTA from CyberArk), and feed everything into your SIEM and SOAR tool.

Turn on Adaptive MFA so you can dynamically respond to the risk-scoring engine's output.

Phase 6: AI Agent Governance

Utilize the Secure AI Agent Solution from CyberArk to govern and manage all discoverable and deployable autonomous agent identities, just as you manage the human users.

Q33scenario

The organization has never implemented RBAC. Thousands of users have random permissions. How would you perform Role Mining and build a proper role model?

We actually tried doing this in our 12,000 user organization, and it was quite successful. The general idea and plan are as follows.

The plan has six steps.

Step 1: Collect Current State

You collect all existing user-permission data from AD, CyberArk, and from all other underlying applications into your existing model.

In fact, you consolidate all permission data into a single normalized view.

Step 2: Cluster Analysis

By analyzing your user base – what is the role based on title, department, location, etc..

We looked for patterns to group people who used similar permission sets into roles.

Step 3: Top-down Validation

With assistance from business leaders and managers, we review every group-candidate role combination and confirm that all individuals assigned this candidate role would actually use those permissions.

Any exceptions are identified and reassigned appropriately.

Step 4: Design Role Taxonomy

Roles should be tiered where all users in the organization could potentially fit under some roles, departmental or function-based roles could be built out, and then highly privileged/sensitive access granted via other roles.

Step 5: Iterative Deployment

Deploy these roles initially with a pilot user group and observe and track denial of access events in that pilot group, adjusting roles or permissions as necessary.

Step 6: Govern Roles

With ongoing roles in place, regularly audit the roles as and when new employees join or change positions the correct role can automatically be applied.

Review should happen at the individual access level at an appropriate frequency.

Q34scenario

A user reports that SSO suddenly stopped working after a certificate renewal. How would you investigate the issue?

Certificate renewals breaking SSO is one of the most common support calls I have dealt with. Here is the troubleshooting path.

Step 1: Verify that the new certificate has been uploaded to the correct location in the Identity Provider (IdP) and the Service Provider (SP). A common mistake is updating one side but not the other.

Step 2: Check the certificate chain. If the new cert uses a different CA or intermediate, the trust chain is broken. Both sides need the full chain.

Step 3: Compare the certificate's thumbprint/fingerprint configured in the IdP metadata with what the SP expects. Mismatches cause immediate SAML validation failures.

Step 4: Check certificate validity dates. If the new cert has a "Not Before" date in the future, it will not work until that date arrives.

Step 5: Examine the SAML response in the browser developer tools (Network tab → POST to the assertion consumer URL). Decode the SAML assertion and check for signature validation errors.

Step 6: If CyberArk Identity is the IdP, check the SAML app configuration under Apps → Web Apps → [App Name] → Trust → Signing Certificate. Ensure the new cert is active.

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Last updated: 19 May 2026
Ravindra Savaram

Ravindra Savaram

Technical Lead at Mindmajix

Ravindra Savaram is a Technical Lead at Mindmajix.com. His passion lies in writing articles on the most popular IT platforms including Machine learning, DevOps, Data Science, Artificial Intelligence, RPA, Deep Learning, and so on. You can stay up to date on all these technologies by following him on LinkedIn and Twitter.

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