Machine identities are usually numerous, automated, and granted access for speed. When a new permission appears, it can be inherited quickly across workloads, service accounts, and agents without the same review humans receive. That makes least privilege drift easier, especially if standing credentials already exist and policy updates lag behind platform change.
Why This Matters for Security Teams
New cloud permissions are risky for machine identities because the access model is usually built for speed, not deliberation. A human user can be challenged, re-reviewed, or paused before a new entitlement is used. A service account, workload, or agent often inherits the permission instantly, across environments, and sometimes across automation chains that no reviewer mapped in advance. That is why least privilege drift accelerates in cloud control planes.
This is not just a theoretical IAM concern. NHIMG research on Ultimate Guide to NHIs — Key Challenges and Risks shows how quickly NHI exposure becomes operational when identities are numerous and poorly governed. External guidance from OWASP Non-Human Identity Top 10 and NIST SP 800-53 Rev 5 Security and Privacy Controls both reinforce the same practical point: access changes must be governed with the same discipline as code or infrastructure changes, not treated as routine admin updates.
In practice, many security teams discover permission sprawl only after a compromised workload has already used the new access path.
How It Works in Practice
Machine identities behave differently from human users because they are embedded in systems that scale automatically. A new cloud permission can be attached to a role, policy, managed identity, or agent token, then inherited by dozens of workloads without a separate approval step. If the identity already has standing credentials, the new privilege becomes usable immediately, which widens the blast radius before anyone notices.
The practical control objective is not to block every permission change. It is to make each change context-aware, time-bound, and observable. Current guidance suggests combining entitlement review with runtime enforcement so that permission is only usable for the task, environment, and duration that justify it. In cloud and agentic systems, that usually means:
- issuing JIT credentials with short TTLs instead of long-lived static secrets;
- binding workload identity to cryptographic proof, such as OIDC, SPIFFE, or SPIRE, rather than assuming a role alone is enough;
- evaluating access at request time with policy-as-code instead of relying only on pre-defined role maps;
- revoking or narrowing access automatically when the workload, deployment, or agent task changes;
- logging entitlement drift so policy owners can see when cloud changes outpace governance.
NHIMG’s The 2024 Non-Human Identity Security Report notes that 59.8% of organisations see value in dynamic ephemeral credentials, while only 19.6% express strong confidence in securing workload identities. That gap is why cloud permissions are often inherited faster than they are reviewed. When access is granted through automation pipelines, cross-account roles, or multi-cloud federation, the control plane can propagate privilege faster than the security team can validate the business need.
These controls tend to break down when cloud permissions are granted to shared service principals in environments where policy updates are manual and deployment velocity is high.
Common Variations and Edge Cases
Tighter permission controls often increase operational overhead, requiring organisations to balance speed of delivery against the cost of review, rotation, and policy maintenance. The tradeoff is especially sharp in platform engineering, where teams want reusable roles and broad automation, but broad reuse is exactly what creates accidental privilege expansion.
There is no universal standard for this yet, but best practice is evolving toward contextual approval, short-lived access, and stronger separation between identity, role, and task. This matters most when machine identities span hybrid cloud, CI/CD systems, and agentic workloads that can chain tools or escalate through APIs. In those cases, a permission that looks harmless on paper may become dangerous once an automation path discovers it can write, delete, or assume additional roles.
For that reason, guidance from NIST Cybersecurity Framework 2.0 and the OWASP NHI guidance should be read as operational guardrails, not one-time compliance checklists. If a cloud permission is intended for a specific job, it should be time-limited, monitored, and removable without waiting for the next quarterly review. In mature environments, the question is not whether a permission exists, but whether the machine identity can still use it right now for the exact action intended.
Standards & Framework Alignment
This section maps relevant standards and security frameworks to the operational risks and controls described in this guidance.
OWASP Non-Human Identity Top 10, OWASP Agentic AI Top 10 and CSA MAESTRO address the attack and risk surface, while NIST AI RMF and NIST CSF 2.0 set the governance and control requirements practitioners need to meet.
| Framework | Control / Reference | Relevance |
|---|---|---|
| OWASP Non-Human Identity Top 10 | NHI-03 | Addresses excessive or lingering NHI privileges after cloud permission changes. |
| OWASP Agentic AI Top 10 | A2 | Agentic systems can exploit newly granted cloud permissions at runtime. |
| CSA MAESTRO | IAM-02 | Covers identity and privilege controls for autonomous cloud workloads and agents. |
| NIST AI RMF | AI RMF applies to governance of dynamic, goal-driven automated systems. | |
| NIST CSF 2.0 | PR.AC-4 | Least privilege and access management directly address permission sprawl. |
Set accountability and monitoring for autonomous systems that can change how access is used.
Related resources from NHI Mgmt Group
- How should security teams restrict new cloud permissions before they expand access to humans and machine identities?
- Why do non-human identities create more audit risk than human accounts?
- Why do non-human identities create audit risk in modern environments?
- Why do non-human identities create compliance risk even when policies exist?
Deepen Your Knowledge
Reviewed and updated by the NHIMG editorial team on August 27, 2026.
NHI Mgmt Group — the #1 independent authority on Non-Human Identity, IAM, and Agentic AI security. nhimg.org