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Cybersecurity 101/Cloud Security/Policy as Code

What is Policy as Code (PaC)?

Learn what Policy as Code (PaC) is, how it helps automate governance, security, and compliance, and why it's essential for modern cloud environments. A beginner's guide.

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Author: SentinelOne
Updated: July 24, 2025

Policy as Code (PaC) is the policy of updating ways in which firms are managing governance, security, and compliance within the software development lifecycle, especially in modern cloud environments. With the rising complexity of cloud architectures and the hastened speed at which software is being delivered, traditional manual approaches used in the implementation of policies frequently miss the mark, thereby exposing some vulnerabilities and compliance breaches.

By treating policies as code, organizations can neatly embed policy management within continuous integration and continuous deployment pipelines. Thus, the automatic analysis of code and infrastructure against relevant pre-defined policies ensures guidelines on regulatory standards and internal best practices without needing explicit checks. This leads to a development process that is more agile and resilient and allows developers to focus better on their innovative ideas without compromising on the security and compliance environment of the developed applications.

This article delves into the fundamental aspects of Policy as Code, exploring its importance, how it functions, its implementation, benefits, best practices, challenges, use cases, and real-world examples .Policy as Code - Featured Image | SentinelOneUnderstanding Policies and Policy as Code

Policies

Organizational policies are pre-approved rules that guide operations around organizational activities and resources, along with alignment that is ensured against organizational goals and regulatory requirements. Organizational policies may range over various issues such as security, compliance, performance, and operational practices. For example, security policies require a confidential application to have files encrypted while compliance policies are bound by laws such as GDPR and HIPAA.

The establishment of such guidelines affords a structured approach to governance and risk management; hence, it’s instrumental in consistency and accountability within an organization.

Policy as Code

Policy as Code, or PaC, is the definition and management of those policies with code, enforcing, testing, and monitoring them automatically across the lifecycle of development. When policy management is integrated into their development processes, organizations ensure that compliance and security checks are performed automatically at code review and deployment time, providing immediate feedback on violations.

Such automation reduces the risk of any vulnerability to a minimum by eliminating manual checks. Version control of the code enables policies to be versioned as well, and the same environments encourage consistency through collaboration. Automated testing and monitoring tools are also developed for the early identification of compliance issues so that policies stay effective and current in relation to evolving organizational needs and regulations.

Importance of Policy as Code in IT Environments

With the fast-evolving nature of clouds, organizations today are faced with various governance, security, and compliance challenges. Manual methods of policy work are insufficient and sporadic. Here are a few of the key advantages of Policy as Code:

  • Automation: The primary benefit of Policy as Code is automation. By enforcing policy autonomously, organizations reduce the likelihood that any policies will ever be violated due to humans, at a significant cost either in a penalty for compliance violations or security breaches. Automated checks within the CI/CD pipeline essentially monitor compliance in real time as code is developed and deployed. This would mean that all policy violations can be detected at the moment and therefore acted upon immediately, averting the possibility of deploying code into production and finding out later that it is not compliant.
  • Consistency: Another key benefit of Policy as Code is consistency. In complex IT environments, consistency across developmental stages and across different cloud environments is difficult to achieve. The Policy as Code removes inconsistencies because there is one source of truth for policy definitions. Because of uniform application, compliance standards are the same across development, testing, and production environments and all resources follow the same policies.
  • Agility: Compliance checks in the CI/CD pipeline enhance agility. Automating policy evaluation during the development cycle frees up teams from long deliberations about compliance during the development cycle, rather it would give them ample opportunity for innovating and speedy deployment. On one hand, this will really shorten the cycle of development, while on the other hand, it would invite a DevSecOps culture. Released at a much faster speed, organizations can now come up with new features and updates while keeping the security robust.
  • Visibility: Visibility into policy compliance status and potential risks is another significant benefit of implementing Policy as Code. Automated tools provide continuous monitoring and reporting on compliance, offering insights into how well the organization adheres to established policies. This increased visibility enables teams to identify risks proactively and make informed decisions based on real-time data. Enhanced visibility also fosters accountability within teams, as developers and operations staff can see the direct impact of their actions on policy compliance and security.

Policy as Code vs. Infrastructure as Code (IaC) vs. Security as Code (SaC)

Distinguishing between Policy as Code (PaC), Infrastructure as Code (IaC), and Security as Code (SaC) is now important in what the organization needs for optimizing its own cloud environments as well as strong governance, security, and compliance.

While all the above practices touch different parts of software development and deployment, they interlock to create an overall framework to manage modern IT systems.

  • Policy as Code (PaC): This policy as code addresses the governance and compliance features of both code and its execution. It basically ensures that practices will always be in line with organizational policies and regulatory requirements. By defining policies as code, organizations can automate enforcement throughout the software lifecycle. This allows real-time checks against compliance requirements so that any anomaly can be quickly identified and corrected. PAC doesn’t only help in the smoothing out of policy implementations, but it also enhances visibility into compliance status by allowing teams to base decisions on accurate data.
  • Infrastructure as Code (IaC): Infrastructure as Code refers to infrastructure that is being managed and provisioned by code. This eliminates all the work of human intervention, reduces possible areas of human error, and can allow teams to automate the deployment, scaling, as well as the entire management of the resources in the cloud. It enables organizations to treat their infrastructures as application code, hence enabling consistency and repeatability in the deployments. While IaC focuses on the technical management of infrastructure, PaC ensures that such infrastructure follows the organizational policies. For instance, while IaC provisions a new server, PaC checks whether the server adheres to the prevalent security policy, access controls, and configuration standards.
  • Security as Code (SaC): SaC integrates security practices directly into the DevOps process, automating security assessments and compliance checks throughout the software development lifecycle. The practice therefore suggests incorporating security measures at all stages in the development of a software product rather than adding security after the fact. SaC is similar to PaC because they both place a heavy focus on automation compliance and enforcement of policy, but it points out an implementation of security protocols and practices. For example, while it is possible for PaC to enforce policies like encryption, and access controls, SaC pays much importance to the implementation of security tools and assessments that help in the discovery of vulnerabilities and also ensure the exercise of security best practices.

How Does Policy as Code Work?

Policy as Code (PaC) applies this approach through a defined structured process, which incorporates defined policies and integrates them into automation tools in an integrated manner inside the CI/CD pipeline.

Organizations can now automate checks for compliance, enhance governance, and make applications and infrastructure align with policies created through the development cycle. Here’s how it works usually:

  1. Define Policies: To begin with Policy as Code, first define the organizational policies to be enforced. Policies are usually written in a declarative language, therefore it becomes quite simple and easier to understand and implement. Usually, this makes use of one of the available frameworks, either Open Policy Agent or HashiCorp Sentinel. With this, the organization formalizes the policy definitions in such a way that a reusable structure now easily becomes deployable within its development processes.
  2. Integrate into CI/CD Pipeline: Once policies are defined, they form part of the CI/CD pipeline wherein compliance check is automatic at every stage of development, testing, and deployment. This ensures that all changes to code undergo the same set of policies, hence a consistent and repeatable approach toward compliance. When new code is checked into source control, or there is any change to existing code, the CI/CD pipeline drives in the appropriate policy evaluations for such changes.
  3. Automated Evaluation: As developers change the codebase, policies are evaluated automatically against infrastructures and application configurations. Thus, there are real-time checks, so any policy violation or non-compliance is immediately identified. Such automatic checking minimizes human error and ensures that only compliant code moves forward through the deployment pipeline.
  4. Feedback Loop: Another key feature of Policy as Code is the feedback loop for developers. When a violation of policy has occurred, developers get instant feedback on issues that need to be addressed in order to remediate the problem prior to deployment. This allows teams to solve problems in a more proactive approach and thus stick to compliance in a proactive manner. Since violations can frequently be corrected at the development step without impacting large-scale and more intense manual checks at a later date, this gives organizations the capability of being less disruptive.
  5. Monitoring and Reporting: Continuous monitoring tools are used after the system’s deployment to provide ongoing compliance reports, which are necessary for proactive policy management. These tools track the health of deployed systems and help ensure that the systems remain compliant with the policies of an organization over time. Through regular compliance reports by organizations, they maintain visibility in what their policy adherence looks like and can quickly respond to emerging issues or risks.

Implementing Policy as Code: A Step-by-Step Guide

Implementing Policy as Code, or PaC, can dramatically change the posture around governance and compliance in an organization. This is divided into a number of key steps that teams can then follow through from identifying policies to ongoing monitoring:

  1. Identify Policies: This begins with identifying what policies are to be implemented into Policy as Code. Policy as Code practice involves reviewing regulatory requirements, security standards, and organizations’ best practices. Organizations would interact with stakeholders from different departments, such as compliance, security, and operations, to understand what is necessary regarding policies. This group effort helps build applicable and implementable policies in the organization.
  2. Choose a Framework: Once the policies are identified as needed, you should then select a suitable policy-as-code framework. Options like Open Policy Agent (OPA) or HashiCorp Sentinel are typical contenders, and the choice should be based on the established technology stack and the organization’s teams. Other factors to consider include simplicity of use, community support, and integration with other tools to ensure that it can run seamlessly.
  3. Write Policies: Once a framework is in place, organizations can begin to write their policies; that is, to define policies clearly and practically, using the syntax and conventions of a selected framework. Policies defined in this way should be understandable by all parties involved, including technical and non-technical stakeholders. So, each party involved in its creation should come out on the same page in terms of compliance requirements.
  4. Integrate into CI/CD: Once written, the policies need to be integrated into the CI/CD pipeline. Policies, at each stage of development, including at the time of builds and deployment, are continuously evaluated. Tools must therefore be configured correctly to trigger policy checks at the right times, so a team can catch compliance issues early in the development cycle.
  5. Test Policies: Once you integrate, policies must be validated against multiple scenarios so that you confirm that they behave as expected. You must use multiple test cases and edge cases in order to verify that the policies indeed correctly represent the organization’s compliance requirements. Actually, this step not only reveals any gap in policy definitions but also ensures that the automated evaluations work fine within the CI/CD pipeline.
  6. Monitor and Iterate: This final step involves the continuous monitoring of compliance and iteration through updates on the policies required. It incorporates monitoring tools for online status, and reports are provided to the concerned stakeholders about possible violations. Organizations have to accommodate such alterations in the policies with the help of various channels like employers’ feedback, alterations in regulatory requirements, or even modification of organizational objectives.

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Key Benefits of Implementing Policy as Code

Policy as Code has several benefits, which increase the capability of an organization to respect compliance and security:

  • Increased Compliance: One of the most important advantages of adopting a Policy as a Code is the automation of checks on compliance. Organizations make sure that all deployments meet established compliance requirements thereby greatly reducing the risk of violations. Therefore, automated checks provide for an ongoing assessment of compliance so that problems can be addressed proactively rather than reactively.
  • Reduced Risk: In turn, early detection of a policy violation during the development process reduces the risk associated with breaches of security and compliance. Integrating policy assessments within the CI/CD pipeline allows for catching problems that could otherwise skyrocket before they become a threat, reducing the cost associated with an actual incident post-deployment.
  • Enhanced Collaboration: Policy as Code enables collaboration among developers, operations, and security teams. When teams collaborate on definitions and the implementation of policies, they can determine an understanding of compliance requirements among all the development practices. This will enforce accountability among teams, making cross-functional teams work along for common goals.
  • Faster Development: Streamlining compliance checks into the development process accelerates time to market for new features and services. By automating policy evaluations, organizations can minimize delays caused by manual compliance checks, allowing teams to focus on innovation and deliver new capabilities more rapidly.

Best Practices for Writing and Managing Policy as Code

In order to successfully implement Policy as Code and reap its full benefits, an organization needs to adopt several best practices that lead to clarity, collaboration, and efficiency in the management of policy:

  • Keep Policies Simple:  Simple, straightforward policies are easy to comprehend and then keep. Overelaborate policies often create confusion and miscommunication, leading to a lack of compliance. Simple policies are clearly understandable by all stakeholders, security teams, and compliance officers, thereby making enforcement and demonstration easier and more possible.
  • Version Control: Another best practice is actually in the correct utilization of version control systems, like Git, in regard to policy changes. The use of version control means that organizations can trace modifications made to policies over time, which makes it much more convenient to know when and why changes were made. Besides auditing and compliance, this feature also helps teams roll back to previous versions if a newly implemented policy causes unforeseen problems. This will increase accountability and lead to teamwork.
  • Collaborate: Policies must always involve cross-functional teams within the organization, which means all perspectives must be incorporated. Only by involving all stakeholders from different departments such as development, operations, security, and compliance can the organizations create fuller and more workable policies. Shared responsibility for compliance also leads to ownership during collaborative efforts among the parties involved.
  • Document:  Good policies require more documentation to properly manage them. Such documentation on every policy, including its use, how to make use of it, what exceptions apply, and special considerations, should be done. This asset would be a resource not only for the current employees but also help with onboarding new employees. Documenting all policies correctly contributes toward the consistent application of a policy by people and lets people realize why the said particular decision is being made.
  • Automate Testing: This is the best practice where policies are automated for the testing process. It checks whether the policies work or not in terms of effectiveness to avoid errors. Automation tests help to examine when issues occur at the policy definition level before they can be deployed so that policies work as described. Repeated use of automated tests ensures continuous compliance and resolves changes in requirements or configurations that might impact the policy.

Challenges in Implementing Policy as Code

Despite the significant benefits that Policy as Code offers, organizations may encounter several challenges during implementation:

  • Cultural Resistance: Transitioning to a Policy as Code mindset often requires a cultural shift within teams, which can lead to resistance. Employees accustomed to traditional manual compliance processes may be hesitant to embrace automation and new workflows. To overcome this resistance, organizations should prioritize training and communication, emphasizing the benefits of Policy as Code in enhancing security and efficiency.
  • Complexity: As the number of policies grows, managing them can become increasingly complex, especially without the right tools and frameworks. Organizations may struggle to maintain consistency and clarity in policy definitions, leading to potential compliance gaps. Implementing a robust policy management framework can help alleviate this complexity by providing structure and organization to policy definitions.
  • Skill Gaps: Teams may require additional training to effectively write and manage policies as code, which can be time-consuming and resource-intensive. Organizations should invest in training programs to enhance the skill sets of their personnel, ensuring they are equipped to create and manage policies effectively. Leveraging external resources or partnering with experts can also accelerate this learning process.
  • Integration Issues: Integrating policy checks into existing CI/CD pipelines may require additional configuration and testing efforts. Organizations need to ensure that the tools and frameworks used for Policy as Code are compatible with their current development and deployment processes. This may involve modifying workflows or adopting new technologies, which can introduce challenges during the transition.

Policy as Code Use Cases

Policy as Code can be applied to several scenarios and shows considerable efficiency in enhancing governance, security, and compliance.

  • Cloud Resource Management: Another very popular use case for Policy as Code is the automation of compliance checks of configurations applied to cloud resources. Organizations can thus ensure their cloud resources are in line with all security and compliance standards by creating policies that will, on their own, review configurations against best practices. The application helps protect the risk of misconfigured cloud resources and generally enhances security posture.
  • Identity and Access Management: Another critical area where Policy as Code can help is enforcing access and user identity management policies. Organizations can limit unauthorized access to sensitive resources by defining policies that govern roles and permissions for users. This helps in the consistent enforcement of access controls and any exceptions called out are immediately addressed through automated checks.
  • Configuration Management: Another key use of Policy as Code is related to the checking of system configurations against explicitly defined policies. Organizations are allowed to define policies stating their compliance with the best practices within a specific industry such that all systems remain secure and properly configured. Automated scanning tools will continue scanning configurations, yielding knowledge about compliance status and deviations that need remediation.

Real-World Examples of Policy as Code

Policy as Code is the approach through which policies, traditionally written as documents, are now codified into machine-readable and executable formats. This allows for automated enforcement and compliance checks so that organizations can maintain security, governance, and compliance across their infrastructure, applications, and services.

Integration of policies in the software development lifecycle gives organizations an opportunity to have streamlined operations, reduce human error, and become responsive to ever-changing regulatory requirements. Some realistic use cases of organizations that have applied Policy as Code successfully include the following:

  1. Prisma Cloud: The Prisma Cloud employs Policy as Code offered by Palo Alto Networks. The security policy is directly embedded into IaC infrastructure. This enables an organization to define security across its cloud resources in order to adhere to industry standards such as PCI-DSS, HIPAA, and CIS benchmarks. With Prisma Cloud, policies are enforced in real-time at the time of deployment, allowing organizations to detect and mitigate risks while still preserving continuous cloud security and governance, on both cloud and hybrid environments.
  2. Bridgecrew: One of the parts of Prisma Cloud, Bridgecrew is a cloud security platform focused on bringing Policy as Code into development workflows. This makes it possible for developers to define and enforce their security policies directly in their code repositories so that any IaC configuration must be secured and compliant before being deployed. Bridgecrew’s automation enables easy integration with CI/CD pipelines for the detection of vulnerabilities, enforcement of policies, and rectification of misconfigurations at the earliest point in the development pipeline. This aggressive approach ensures that security issues never reach production, thereby reducing the risk of breaches and non-compliance.
  3. Checkov: Checkov is an open-source tool launched by Bridgecrew, which specifically looks at Policy as Code for infrastructure as code or IaC. The checks may run against Terraform, CloudFormation, and Kubernetes configurations to ensure that they align with the known security policies that are set in place. Checkov automatically analyzes IaC templates for misconfigurations, vulnerabilities, and compliance violations that enforce best practices on cloud infrastructure throughout the organizations. Through integration into CI/CD pipelines, teams can identify issues before they are actually deployed and thus achieve secure and compliant cloud infrastructure at deployment.

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Conclusion

Policy as Code forms an intense discipline of managing governance, security, and compliance in next-generation cloud and hybrid environments. Through this approach, the policies that are enforced automatically form an integral component of the development workflow to avoid the flaws related to human errors or inconsistent policies. This approach allows companies to catch issues early in the development process, speeding up deployment while maintaining compliance.

Given the constantly changing nature of regulatory demands and security threats, Policy as Code allows organizations to update policies in real time and adapt appropriately to maintain continuous compliance. In today’s fast-paced digital landscape, implementing Policy as Code is a critical necessity for any organization that wants to ensure the environment is secure, agile, and compliant.

FAQs

Policy as Code (PaC) codes security and governance policies, so they can be automatically enforced across cloud environments. It enforces them across user permissions to data encryption standards.

Policy as Code maintains data compliance and applies its rules to infrastructure deployments. It automates compliance and ensures all new or updated resources meet regulatory requirements like GDPR or HIPAA.

There are several tools that support policy as Code, such as Open Policy Agent (OPA), SentinelOne, and AWS Config Rules. With these tools, organizations can express policies as code and, therefore, automate their enforcement on nearly all cloud resources.

Policy as Code ensures that cloud configurations remain compliant through continuous monitoring and enforcement across resources. It automatically finds and corrects deviations, diminishes security risks, and guarantees policy adherence without human intervention.

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