Automation

Cloud agents

Managed runtime execution for web and API validation.

Overview

Cloud agents execute web and API validation in Zof-managed runtime environments. They eliminate customer infrastructure burden for standard connectivity scenarios while honoring organization policy, labels, and data handling requirements.

Cloud agent pools scale horizontally to absorb release-window demand. Orchestration assigns jobs based on capability tags, environment labels, and regional preferences configured in Agent Console.

Enterprises typically use cloud agents for staging and production web applications, public API validation, and workloads that do not require access to isolated internal networks.

Who should read this

  • QA engineers and platform teams running web and API validation without customer-hosted execution infrastructure.

Prerequisites

  • Target applications reachable from Zof-managed runtime environments
  • Network and security approval for outbound validation against staging or production URLs
  • Agent Console access to configure cloud agent pools and labels

When to use this workflow

  • Onboarding new team members to Zof terminology and workflows
  • Authoring internal runbooks aligned with Console labels
  • Designing CI/CD or webhook integrations against documented behavior

Step-by-step procedure

Define pool strategy

Determine required regions, environments, and concurrency limits for your application portfolio.

Document data handling requirements, whether test data may traverse managed runtime boundaries.

Align pool sizing with expected peak load during release trains and regression cycles.

Provision cloud agent pools

Open Agent Console and configure cloud agent pools for approved regions and environments.

Apply labels distinguishing staging, pre-production, and production validation paths.

Assign capability tags matching enabled AI testing agents and standard execution modes.

Validate application reachability

Confirm target URLs and API endpoints are accessible from cloud runtime egress paths.

Configure authentication headers, OAuth flows, or test credentials per environment policy.

Run a smoke suite against each newly registered application before scheduling critical validation.

Configure orchestration routing

Ensure project runs, schedules, and CI/CD triggers specify labels matching cloud pools.

Set fallback behavior when primary pools are exhausted, queue versus fail-fast per policy.

Communicate routing conventions to teams launching runs from Console and pipelines.

Monitor pool utilization

Track queue depth, average wait time, and execution duration in Agent Console telemetry.

Alert on sustained pool exhaustion or elevated infrastructure error rates.

Right-size pools after major release events using historical utilization data.

Govern lifecycle and decommissioning

Rotate credentials and review pool labels when environments are retired or renamed.

Disable unused pools to reduce cost and operational surface area.

Archive run history and artifacts according to your retention policy before pool teardown.

Key concepts

Organization scope
All Zof Console and API operations are isolated to your authenticated tenant.
Governed execution
Agent output and remediation follow policy packs with human approval when configured.

Best practices

  • Never route production-customer PII through cloud pools unless approved by security and legal review.
  • Use dedicated staging pools to prevent accidental production-side effects during test authoring.
  • Stagger large suite executions across time windows to smooth queue demand.
  • Pin critical release suites to explicitly labeled pools rather than default routing.
  • Include cloud agent health checks in deployment verification runbooks.

Common issues

Application unreachable from cloud runtime
Firewalls, IP allowlists, or private DNS may block managed egress. Work with network teams to permit validation paths or migrate workload to endpoint agents.
Authentication failures in cloud executions
Expired tokens, misconfigured OAuth redirect URLs, or missing secrets in environment metadata. Refresh credentials and verify auth configuration in application records.
Regional latency affecting test timeouts
Select cloud pools in regions closest to target applications or increase case timeout thresholds for cross-region validation.

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Cloud agents | Zof AI Documentation