
GITNUXSOFTWARE ADVICE
Digital Transformation In IndustryTop 8 Best Network Automation Software of 2026
Compare network automation software options for network teams, with details on use cases, integrations, and how tools like Itential fit.
How we ranked these tools
Vendors set the topic, but our editors set the inclusion criteria and the evaluation framework before research starts.
Search agents gather the source set and the review record, including transcriptions of video reviews and podcasts.
Framework: Features 40% · Ease 30% · Value 30%
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Forward Networks is the best choice for network teams that need safe, idempotent change execution because it gates every rollout with pre-change validation and post-change verification, so results are confirmed before you move on, whereas BlueCat fits teams who want policy-controlled DNS and DHCP governance via API-driven provisioning across domains.
Editor’s top 3 picks
Three quick recommendations before you dive into the full comparison below — each one leads on a different dimension.
Forward Networks
Forward Networks runs closed-loop assurance per change, using pre-change validation and post-change verification to gate outcomes.
Best for: Fits when network teams need idempotent change execution with verification and rollback across vendors.
BlueCat
Editor pickPolicy-controlled DNS and DHCP provisioning that keeps authoritative records and scopes synchronized.
Best for: Fits when network teams need centralized, API-driven DNS and DHCP provisioning with consistent governance across distributed domains.
Itential
Editor pickPre-change validation plus post-change verification inside the same orchestrated workflow, with conditional remediation paths.
Best for: Fits when network teams need reusable automation runs with validation steps and multi-vendor orchestration.
Comparison Table
Forward Networks
enterpriseNetwork verification and automation platform that mathematically verifies configurations before deployment.
Forward Networks runs closed-loop assurance per change, using pre-change validation and post-change verification to gate outcomes.
Forward Networks is positioned for network teams that need repeatable change execution rather than ad hoc device scripting. Configuration is driven from centralized definitions and then pushed through vendor-aware southbound adapters. Verification follows the change with checks that validate intended outcomes and surface mismatches.
A key tradeoff appears in governance overhead, because consistent success depends on defining baselines and maintaining source-of-truth inputs. Forward Networks fits change-window scheduling for multi-site rollouts where rollback automation and closed-loop assurance reduce downtime risk.
- +End-to-end change workflow includes pre-change checks and post-change verification
- +Controller-style provisioning standardizes multi-vendor configuration generation
- +API and automation hooks support integration with infrastructure automation pipelines
- +Built-in rollback automation reduces blast radius during failed commits
- –High governance discipline required to keep baselines and inputs consistent
- –Topology discovery depth varies by device capabilities and adapter support
- –Extending workflows can require internal scripting conventions for complex cases
Network engineering teams
Multi-vendor VLAN and routing rollouts
Lower rollback frequency
Automation platform teams
Infrastructure-as-code pipeline integration
Fewer manual change steps
Show 2 more scenarios
Operations and compliance teams
Config drift detection workflows
Earlier drift remediation
Compares expected configuration baselines against observed device state and flags mismatches.
Network operations managers
Change-window scheduling with rollback
Reduced outage impact
Schedules controlled updates and triggers rollback when verification fails.
Best for: Fits when network teams need idempotent change execution with verification and rollback across vendors.
BlueCat
enterpriseDDI and network automation platform providing centralized DNS, DHCP, and IPAM automation with API-driven workflows.
Policy-controlled DNS and DHCP provisioning that keeps authoritative records and scopes synchronized.
BlueCat fits teams running enterprise IP and name services where change consistency matters more than ad hoc network CLI tasks. Core capabilities align with authoritative DNS record and zone management plus DHCP scope control, which helps keep lease-related data aligned to names. Automation is driven through system-managed records and repeatable provisioning steps, which supports coordinated updates across on-prem and distributed network segments.
A key tradeoff is that BlueCat’s automation depth concentrates on DNS and DHCP lifecycle workflows, so it does not replace network-wide orchestration for unrelated configurations such as routing policy or VPN service components. BlueCat is a stronger choice when governance expects centralized control of authoritative datasets and when integrations need clean APIs into DNS and DHCP operations rather than topology discovery and broad runbook automation.
- +Strong governance for authoritative DNS zones and DHCP scopes
- +API-driven integration for programmatic record and scope management
- +Cross-service consistency between names and addresses
- +Repeatable provisioning workflows for distributed DNS and DHCP
- –Automation focus is narrower than full network orchestration suites
- –Requires careful domain and record modeling to avoid operational friction
- –Less suited for device configuration tasks outside DNS and DHCP
- –Hybrid workflows demand disciplined ownership of authoritative sources
Network automation teams
Update DNS and DHCP consistently
Fewer manual change errors
Hybrid infrastructure teams
Coordinate DNS and address services
More consistent governance
Show 2 more scenarios
Network engineering teams
Identify drift between intent and records
Earlier drift detection
Teams compare managed intent with observed service data to locate mismatches early.
Security operations teams
Enforce DNS policy responses
Centralized enforcement
DNS-layer policies support threat-driven domain handling across distributed environments.
Best for: Fits when network teams need centralized, API-driven DNS and DHCP provisioning with consistent governance across distributed domains.
Itential
enterprisePurpose-built network automation platform for designing, orchestrating, and managing multi-domain network workflows.
Pre-change validation plus post-change verification inside the same orchestrated workflow, with conditional remediation paths.
Itential targets network automation with controller-driven orchestration that ties together intent-like workflows and device actions. Its integration surface centers on connectors, REST APIs, and automation logic to coordinate provisioning, validation, and remediation across multi-vendor environments.
Governance is handled through role-based access controls and audit-oriented operational workflows, which helps teams keep changes traceable. The platform is best judged by how well it models pre-change checks, post-change verification, and rollback paths inside reusable automation runs.
- +Strong automation orchestration built around reusable workflow components
- +Broad adapter and connector coverage for multi-vendor network operations
- +Built-in change validation and post-change verification workflows
- +RBAC and audit-oriented run tracking support operational governance
- –Workflow design requires network process mapping and careful testing discipline
- –Deep integrations can depend on connector configuration and interface alignment
- –Complex environments can create troubleshooting overhead across adapters
- –Throughput tuning needs planning when scaling parallel remediation
Network automation platform teams
Standardize governed network runbooks
Standardized execution across teams
Network operations teams
Coordinate multi-vendor configuration changes
More consistent change execution
Show 2 more scenarios
IT service management teams
Orchestrate changes from ticket workflows
Automation fits change governance
Trigger network actions from change and service processes using workflow steps tied to operational systems.
Network engineering teams
Automate VLAN provisioning with checks
Repeatable VLAN provisioning
Assign VLANs, apply configurations, validate results, and keep traceable execution inside runs.
Best for: Fits when network teams need reusable automation runs with validation steps and multi-vendor orchestration.
Gluware
enterpriseIntent-based network automation platform for configuring, orchestrating, and verifying network infrastructure.
Controller-driven provisioning with end-to-end change verification and rollback hooks for orchestrated rollouts.
Gluware fits teams building repeatable network change processes where configuration requests must become auditable actions with controlled rollout. Its automation surface is oriented around API integration and orchestration hooks that allow external systems to trigger provisioning and validate outcomes. The tool’s governance posture shows up in its emphasis on change windows, pre-change checks, and post-change verification workflows for multi-device operations.
- +Change lifecycle controls include pre-change validation and post-change verification
- +API-driven orchestration supports integration with external workflow systems
- +Multi-vendor normalization reduces per-vendor automation branching
- +Rollback automation patterns support safer change windows
- –Requires careful onboarding of device inventory and configuration baselines
- –Advanced workflows demand more operator discipline than ticket-only processes
- –Agent coverage is uneven across environments with limited telemetry sources
- –Complex rollouts can slow iteration until mappings stabilize
Network automation engineers
Automate multi-site VLAN and VRF changes
Fewer failed change windows
Network operations leads
Enforce rollout schedules and approvals
Higher change success rates
Show 2 more scenarios
Platform integration teams
Connect automation to existing ticket systems
Cleaner operational handoffs
Gluware exposes an API-driven orchestration surface for triggering tasks and collecting run results.
Compliance-focused network teams
Detect drift against golden baselines
More consistent audit evidence
Gluware supports baseline-aligned reconciliation workflows to keep deployed configuration aligned with declared targets.
Best for: Fits when teams need governed, API-integrated network change orchestration across many vendors.
Cisco NSO
enterpriseModel-driven network automation software for multi-vendor service provisioning and lifecycle management.
Closed-loop style orchestration that ties pre-change validation, post-change verification, and rollback into the same service workflow.
Cisco NSO executes intent-driven network changes by converting declarative service definitions into coordinated device configuration actions. It supports multi-vendor automation through a southbound adapter model and uses NETCONF and RESTCONF style connectivity for pushing configuration.
- +Service orchestration with end-to-end pre-change checks and post-change verification
- +Southbound adapter model supports consistent normalization across heterogeneous vendors
- +Idempotent provisioning workflows reduce repeated-change side effects
- +Extensibility hooks for custom logic around service lifecycle and device operations
- –YANG modeling and service definition design require upfront architecture discipline
- –Operational complexity rises with large multi-domain device inventories
- –Topology and inventory alignment still depends on external inventory sources in practice
- –Debugging automation issues can be harder when device behaviors differ from modeled expectations
Service providers
Provision intent-defined services
Fewer provisioning variations
Enterprise network automation teams
Automate multi-vendor changes
Consistent multi-vendor workflows
Show 1 more scenario
Network operations teams
Reduce change risk with checks
More reliable network changes
Apply pre-change validation and post-change verification with rollback planning around service operations.
Best for: Fits when enterprises need declarative service orchestration across multi-vendor networks with validation and rollback control.
SolarWinds Network Configuration Manager
enterpriseNetwork automation and configuration management software for backups, compliance, change tracking, and scripted updates.
Device-focused configuration history with baseline comparison reports that pinpoint exact diffs.
SolarWinds Network Configuration Manager fits teams that need device-by-device configuration baselining, drift reporting, and guarded change workflows without fully replacing network operations tools. It collects running configurations from managed devices, compares them against configured baselines, and produces targeted diffs that map directly to change scope.
- +Configuration baselines and drift diffs tied to device and change history
- +Scheduled config backups with reporting that surfaces scope and impact
- +RBAC controls and configuration history browsing for controlled change work
- +Workflow-friendly change documentation from observed configuration deltas
- –Automation depth is weaker than intent or workflow orchestration suites
- –Complex multi-vendor normalization requires careful device and template setup
- –API extensibility is not the primary interface for everyday change execution
- –Scaling config collection and diffing can require tuning in large fleets
Network engineering teams
Manage change windows with drift evidence
Faster change review cycles
Network operations teams
Detect unauthorized configuration changes
Earlier drift remediation
Show 2 more scenarios
Compliance and audit teams
Generate configuration evidence for controls
Cleaner audit trail
Audit teams use configuration history and baseline comparison outputs to document what changed and when.
Network automation leads
Standardize config validation before pushes
Lower rollback likelihood
Automation leads use diff reports to validate pre-change expectations before executing changes elsewhere.
Best for: Fits when teams need reliable configuration backup, baseline comparison, and drift reporting to manage change windows.
Juniper Apstra
enterpriseIntent-based networking software that automates data center design, deployment, validation, and operations.
Closed-loop configuration assurance uses a golden baseline to validate state and drive remediation workflows after drift detection.
Juniper Apstra targets intent-based networking with a declarative approach to design, provisioning, and ongoing assurance for network infrastructure. It builds a closed-loop workflow around a topology and policy-driven configuration model, then automates device configuration using controller logic rather than ad hoc scripts.
- +Declarative config and reconciliation reduce manual change coordination across fabrics
- +Golden baseline comparisons support config drift detection with actionable remediation workflows
- +Controller-driven provisioning supports repeatable builds for complex multi-stage topologies
- +Extensible integration surface fits automation pipelines that require API-driven operations
- –Operational success depends on maintaining an accurate inventory and topology model
- –Non-declarative workflows like one-off CLI changes require process discipline to avoid drift
Data center network teams
Provision fabric from policy model
Faster fabric provisioning
Network assurance teams
Detect and correct config drift
Reduced configuration drift
Show 1 more scenario
Automation platform teams
Integrate assurance via APIs
Repeatable change assurance
Use API-driven integration to embed design, validation, and corrective actions into pipelines.
Best for: Fits when teams need intent-driven provisioning, drift detection, and policy-based change control across complex fabrics.
NetBrain
enterpriseNetwork automation and visibility platform combining dynamic network mapping with runbook automation.
NetBrain closed-loop change workflows combine discovery-based dependency impact with scripted pre-change validation and post-change verification in one run.
NetBrain automates network assurance by turning live device data into actionable change workflows that include discovery, validation, and verification. Its core capabilities cover topology discovery, dependency mapping, and intent-driven runbooks that generate pre-change checks and post-change confirmation steps.
- +Agentless polling to refresh topology and health data for workflows
- +Impact analysis driven by dependency mapping across devices and links
- +Workflow runs that include pre-change validation and post-change verification
- +Extensibility via API for integrating change tickets and dashboards
- –Discovery accuracy depends on consistent device telemetry coverage
- –Workflow authoring requires disciplined modeling of assets and relationships
- –Automation breadth can outpace usability for small change volumes
- –Operational governance requires careful role design to prevent broad run permissions
Network engineering teams
Turn diagnostics into repeatable runbooks
More standardized procedures
Network administrators
Keep diagrams aligned with reality
Documentation stays current
Show 2 more scenarios
Network consultants
Produce consistent topology for handoffs
Clearer planning context
Export consistent topology outputs for operational reviews, customer handoffs, and planning.
Enterprise network operations teams
Reconcile inventory across vendors
More reliable asset inventory
Normalize discovered devices, connections, and addressing into a consistent operational model.
Best for: Fits when network teams need change assurance with automated impact checks across multi-vendor networks.
Conclusion
After evaluating 8 network automation software, Forward Networks stands out as our overall top pick — it scored highest across our combined criteria of features, ease of use, and value, which is why it sits at #1 in the rankings above.
Use the comparison table and detailed reviews above to validate the fit against your own requirements before committing to a tool.
Frequently Asked Questions About Network Automation Software
How do network automation platforms integrate with existing systems through APIs and connectors?
What security controls differ across network automation tools for access management and change traceability?
How should teams migrate from manual scripts or spreadsheets into an automation data model?
Which tools support closed-loop validation with rollback planning inside the same workflow?
When do config drift checks matter most, and how do tools detect and correct drift?
What breaks if automation baselines and source-of-truth inputs are incomplete?
How do controller-driven provisioning and adapter models affect multi-vendor execution?
Which workflow type fits change-window scheduling for multi-site rollouts?
How do assurance tools differ when they generate impact-aware runbooks versus configuration diffs?
When teams need authoritative IP and name record consistency, which automation surface aligns best?
Tools reviewed
Primary sources checked during evaluation.
Referenced in the comparison table and product reviews above.
How to Choose the Right Network Automation Software
We separate options by how much real control and safety you get during network changes, especially through Pre-change validation and rollback automation. Admins also care about the Automation and API surface they can use to plug workflows into their existing systems.
Automation and API surface
Why it matters
Automation and API surface determines whether the tool can fit into your existing workflows, not just run a web job. When this is clear, we can integrate provisioning, approvals, and reporting without manual glue.
How to check
In a demo, ask for a documented API that covers job submission and status retrieval. Then request an example integration script or webhook flow that updates an external ticket on completion.
Configuration workflow and change handling
Why it matters
Configuration workflow and change handling affects how reliably the system produces the right device configuration every time. If the workflow is unclear, you’ll spend more time reconciling outcomes than automating them.
How to check
Ask to see a sample change pipeline from input (template or playbook) to device commit. Verify the tool records what changed, where it was applied, and what succeeded or failed per device.
Pre-change validation
Why it matters
Pre-change validation reduces risk by checking inputs and expected impact before changes touch devices. In practice, it saves time when you need confidence for production windows.
How to check
Run a demo scenario with an intentional mistake (for example, an invalid parameter or conflicting setting) and observe whether the tool blocks or flags the change. Ask what exact checks it performs and whether you can extend them to match your policies.
Rollback automation
Why it matters
Rollback automation matters when changes fail mid-flight or produce unexpected behavior. A good rollback flow shortens the time you’re troubleshooting and stabilizes change outcomes.
How to check
Ask for a rollback demo where a change is forced to fail on one device. Confirm the tool can restore the prior known state automatically and provide logs that show what it reverted and why.
Multi-vendor device coverage and adapters
Why it matters
Multi-vendor device coverage and adapters determines whether the same automation patterns work across your network. Better coverage means fewer exceptions and less per-vendor handwork.
How to check
Provide a device list from your environment and ask the vendor to map which platforms are supported in the tool. In the demo, use at least two device types and verify the same workflow runs with consistent results.
RBAC and audit log for automation
Why it matters
RBAC and audit log for automation show who initiated what and when, which is essential for controlled change operations. It also helps with operational governance during troubleshooting.
How to check
In a demo, try two roles: one that can submit changes and one that can only review. Then pull an audit log entry for a completed job and verify it includes actor, change scope, and final outcome.
Red flags
- Rollback automation is described at a high level but the demo can’t restore a prior state automatically.
- Pre-change validation exists, yet obvious invalid inputs still get pushed to devices.
- RBAC and audit logs show job history, but not who initiated actions or what scope was changed.
Fit by situation
- If you need to embed change workflows into your existing systems through scripts and status callbacks, prioritize Automation and API surface.
- If you run frequent changes during production windows, prioritize Pre-change validation and Rollback automation.
- If you manage mixed device platforms and want one workflow across them, prioritize Multi-vendor device coverage and adapters.
Funding and competing interests
This study was co-funded by several of the vendors assessed in it. No single vendor funded it. Funders could propose the market studied.
They had no role in selecting vendors, setting or weighting criteria, analysing data or drawing conclusions, and they received the same factual-accuracy check as every other vendor assessed.
Market definition, inclusion rules and criteria weights were fixed by an editor before research began and did not change afterwards. Editorial process →
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