Commissioned Research
Top 8 Best Network Automation Software of 2026

GITNUXSOFTWARE ADVICE

Digital Transformation In Industry

Top 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.

18 min readUpdated Editorially scoped research
How we ranked these tools
01Editorial Scope

Vendors set the topic, but our editors set the inclusion criteria and the evaluation framework before research starts.

02Source Research

Search agents gather the source set and the review record, including transcriptions of video reviews and podcasts.

Read our full methodology →

Framework: Features 40% · Ease 30% · Value 30%

Gitnux may earn a commission through links on this page — this does not influence rankings. Editorial policy

Network automation software tools matter because they translate network intent into repeatable provisioning workflows, enforce configuration governance, and produce audit-ready change trails across vendors. This comparison helps technical evaluators weigh model-driven orchestration, data model and schema design, integration and API extensibility, and operational controls such as RBAC and lifecycle management when selecting a platform for production networks.

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.

Editor pick
1

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.

2

BlueCat

Editor pick

Policy-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.

3

Itential

Editor pick

Pre-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

1
Forward NetworksBest overall
enterprise
9.1/10
Overall
2
enterprise
8.7/10
Overall
3
enterprise
8.6/10
Overall
4
enterprise
8.3/10
Overall
5
enterprise
8.1/10
Overall
6
7.8/10
Overall
7
enterprise
7.6/10
Overall
8
enterprise
7.1/10
Overall
#1

Forward Networks

enterprise

Network verification and automation platform that mathematically verifies configurations before deployment.

9.1/10
Overall
Features9.1/10
Ease of Use9.1/10
Value9.1/10
Standout feature

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.

Pros
  • +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
Cons
  • –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
Use scenarios
  • 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.

#2

BlueCat

enterprise

DDI and network automation platform providing centralized DNS, DHCP, and IPAM automation with API-driven workflows.

8.7/10
Overall
Features8.7/10
Ease of Use8.7/10
Value8.7/10
Standout feature

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.

Pros
  • +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
Cons
  • –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
Use scenarios
  • 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.

#3

Itential

enterprise

Purpose-built network automation platform for designing, orchestrating, and managing multi-domain network workflows.

8.6/10
Overall
Features8.6/10
Ease of Use8.6/10
Value8.6/10
Standout feature

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.

Pros
  • +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
Cons
  • –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
Use scenarios
  • 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.

#4

Gluware

enterprise

Intent-based network automation platform for configuring, orchestrating, and verifying network infrastructure.

8.3/10
Overall
Features8.3/10
Ease of Use8.3/10
Value8.3/10
Standout feature

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.

Pros
  • +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
Cons
  • –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
Use scenarios
  • 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.

#5

Cisco NSO

enterprise

Model-driven network automation software for multi-vendor service provisioning and lifecycle management.

8.1/10
Overall
Features8.1/10
Ease of Use8.0/10
Value8.2/10
Standout feature

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.

Pros
  • +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
Cons
  • –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
Use scenarios
  • 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.

#6

SolarWinds Network Configuration Manager

enterprise

Network automation and configuration management software for backups, compliance, change tracking, and scripted updates.

7.8/10
Overall
Features7.8/10
Ease of Use7.7/10
Value7.9/10
Standout feature

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.

Pros
  • +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
Cons
  • –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
Use scenarios
  • 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.

#7

Juniper Apstra

enterprise

Intent-based networking software that automates data center design, deployment, validation, and operations.

7.6/10
Overall
Features7.6/10
Ease of Use7.6/10
Value7.6/10
Standout feature

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.

Pros
  • +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
Cons
  • –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
Use scenarios
  • 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.

#8

NetBrain

enterprise

Network automation and visibility platform combining dynamic network mapping with runbook automation.

7.1/10
Overall
Features7.1/10
Ease of Use7.1/10
Value7.1/10
Standout feature

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.

Pros
  • +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
Cons
  • –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
Use scenarios
  • 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.

Our Top Pick
Forward Networks

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?
Gluware and Itential both focus on API integration so external systems can trigger provisioning and run change workflows with validation and rollback hooks. Cisco NSO also exposes orchestration interfaces for pipeline integration, but it centers on turning declarative service definitions into device actions using its adapter model.
What security controls differ across network automation tools for access management and change traceability?
Itential includes role-based access controls tied to audit-oriented operational workflows so changes stay traceable across multi-vendor runs. SolarWinds Network Configuration Manager also supports role-based access and audit-style records, but it stays more device-focused than controller-driven enforcement like Cisco NSO.
How should teams migrate from manual scripts or spreadsheets into an automation data model?
Juniper Apstra expects a topology and policy model that becomes the basis for declarative provisioning and drift reconciliation, so migration means mapping intent into that model rather than importing scripts. Forward Networks and Gluware both depend on consistent baseline inputs, so migration typically starts by normalizing inventory and device behavior so idempotent change execution stays repeatable.
Which tools support closed-loop validation with rollback planning inside the same workflow?
Cisco NSO wraps pre-change validation, post-change verification, and rollback planning into coordinated service workflows, which keeps the control loop attached to the provisioning request. Forward Networks also gates outcomes with verification and rollback automation, while Itential models validation and remediation paths inside reusable automation runs.
When do config drift checks matter most, and how do tools detect and correct drift?
Juniper Apstra treats a golden baseline as the reference so reconciliation can detect drift and drive corrective actions for fabric policy and configuration. SolarWinds Network Configuration Manager emphasizes scheduled backups and baseline comparison to report diffs, which helps manage change windows even when deeper closed-loop enforcement is limited.
What breaks if automation baselines and source-of-truth inputs are incomplete?
Forward Networks relies on baseline and source-of-truth inputs to keep verification meaningful, so missing inventory mapping leads to mismatches or incorrect change scoping. Gluware similarly requires upfront mapping of inventories and device behaviors so controller-driven provisioning can normalize intent into vendor-specific outcomes.
How do controller-driven provisioning and adapter models affect multi-vendor execution?
Cisco NSO uses a southbound adapter model to coordinate multi-vendor device actions while keeping service orchestration consistent across heterogeneous platforms. Forward Networks and Gluware also push changes through vendor-aware adapters, but their governance overhead rises when teams must maintain consistent baselines and mapping inputs.
Which workflow type fits change-window scheduling for multi-site rollouts?
Forward Networks supports change-window scheduling for multi-site rollouts with idempotent execution plus rollback automation and closed-loop assurance. Gluware also centers workflows around change windows and verification steps for multi-device operations triggered through integration hooks.
How do assurance tools differ when they generate impact-aware runbooks versus configuration diffs?
NetBrain turns live device data into topology discovery outputs and dependency impact so runbooks can include pre-change checks and post-change confirmation steps. SolarWinds Network Configuration Manager focuses on configuration history by comparing running configs against baselines, producing targeted diffs tied to device configuration changes.
When teams need authoritative IP and name record consistency, which automation surface aligns best?
BlueCat centers on authoritative DNS and DHCP operations with policy-controlled workflows that keep address and name records synchronized. This differs from controller-driven service orchestration like Cisco NSO, which targets declarative service actions across network devices rather than authoritative DNS and DHCP data synchronization.

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.
Commissioned Research

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 →

Keep exploring

FOR SOFTWARE VENDORS

Not on this list? Let’s fix that.

Our best-of pages are how many teams discover and compare tools in this space. If you think your product belongs in this lineup, we’d like to hear from you—we’ll walk you through fit and what an editorial entry looks like.

Apply for a Listing

WHAT THIS INCLUDES

  • Where buyers compare

    Readers come to these pages to shortlist software—your product shows up in that moment, not in a random sidebar.

  • Editorial write-up

    We describe your product in our own words and check the facts before anything goes live.

  • On-page brand presence

    You appear in the roundup the same way as other tools we cover: name, positioning, and a clear next step for readers who want to learn more.

  • Kept up to date

    We refresh lists on a regular rhythm so the category page stays useful as products and pricing change.