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300-635 DCNAUTO: Automating Cisco Data Center Networking Solutions
Cisco’s 300-635 exam remains current, but candidates using older material need to notice an important program change. The live v2.0 exam is now titled Automating Cisco Data Center Networking Solutions and uses the DCNAUTO acronym. It counts as a concentration for both CCNP Data Center and the current CCNP Automation program. Older resources may still call the exam DCAUTO or describe a DevNet-era path, so the current blueprint should control study decisions.
DCNAUTO v2.0 focuses on implementing automated data-center solutions through network automation foundations, infrastructure as code, network-element programmability, operations, and AI in automation. Cisco explicitly includes NX-OS, Nexus Dashboard, ACI in network-centric mode, and Nexus Hyperfabric. The exam therefore combines software practices with data-center networking rather than testing Python as an isolated programming subject.
The most effective preparation builds small automated workflows and verifies their effect on real network state. Candidates should be able to move from a data model or API to a rendered configuration, deploy it safely, observe the outcome, and troubleshoot when the device or controller does not match the intended state.
Automation begins with models, interfaces, and repeatable intent
Data-center automation works best when configuration can be described as structured intent rather than a collection of screen clicks. The blueprint includes OpenConfig, IETF, and native YANG models because these models define data that automation tools can read and change consistently. Candidates should understand the difference between a data model and the transport or API used to access it.
Practice reading a YANG tree and identifying the path to a configuration or state value. Then connect that model to protocols such as NETCONF, gNMI, gRPC, or gNOI. The exact syntax matters, but the deeper skill is knowing what object is being changed, how the request is encoded, and how the returned state proves whether the operation succeeded.
Infrastructure as code makes network change reviewable and reproducible
DCNAUTO gives substantial weight to infrastructure as code because modern network teams need changes that can be reviewed, versioned, tested, and repeated. Candidates should understand Git-based workflows, declarative versus procedural approaches, and the idea that a repository can represent the desired state used by automation pipelines.
Terraform is one practical example. Terraform helps with the vocabulary of providers, resources, state, plans, and apply behavior, but exam preparation must remain network-specific. Build a plan for a supported controller or device, inspect the proposed change, apply it, and then deliberately create drift so you can see how state and reality diverge.
Jinja2 and Ansible turn structured data into controlled configuration
Templates become powerful when they generate device-specific configuration from validated data. The blueprint expects candidates to construct Jinja2 templates using loops, conditionals, filters, and output controls, and to build Ansible playbooks with appropriate collections. The challenge is not generating text; it is generating correct, predictable text for every input case.
Use small datasets that include edge conditions. What happens when an optional variable is missing, when an interface list is empty, or when a value is the wrong type? Add validation before deployment and make playbooks idempotent where possible. When troubleshooting, inspect rendered output and module results before blaming the network device. Automation errors often begin in data or template logic long before they reach NX-OS.
Python is useful when the workflow needs custom logic or orchestration
Python remains important in the current blueprint, including use of libraries such as ncclient to manage and monitor configuration. Candidates should be able to authenticate, open a session, construct or parse structured payloads, handle errors, and transform returned data into a useful decision. A script that works only when every device responds perfectly is not production-ready automation.
Practice exception handling, timeouts, input validation, and result logging. Separate configuration data from code so the same logic can operate across multiple devices. Then compare direct device programming with controller-based APIs: the device may expose one model while a controller exposes a higher-level intent object. Choosing the correct abstraction is part of automation architecture.
NX-OS programmability includes both remote and on-box methods
Data-center networks often require automation close to the device as well as through external systems. DCNAUTO includes device-level provisioning and on-box programmability with capabilities such as POAP, Bash, and Python in NX-OS. Candidates should understand when these mechanisms are useful and what operational safeguards they require.
Day-0 provisioning is a good example. A new switch may need an initial image, configuration, credentials, and controller reachability before ordinary automation can manage it. Model the complete bootstrap process, including failure recovery. On-box scripts should also be treated as production code: control permissions, dependencies, logging, and rollback rather than assuming local execution is automatically safe.
Nexus Dashboard and ACI create controller-level automation opportunities
Controller-based platforms expose abstractions that can be more useful than configuring individual switches. Nexus Dashboard can manage policies and templates, while ACI exposes an object model for tenants, bridge domains, EPGs, contracts, and fabric policy. The 300-620 DCACI concentration provides deeper ACI implementation context; DCNAUTO asks how to automate those objects and operational workflows.
Learn the difference between device-centric and controller-centric automation. If the controller is the source of truth, bypassing it with direct switch configuration may create drift or unsupported state. Automate at the layer that owns the intent, verify the controller accepted the change, and then confirm that the fabric or switch actually reflects the desired outcome.
Model-driven interfaces provide the bridge between device intent and automation code. YANG models define structured data, while NETCONF, RESTCONF, NX-API, gNMI, or controller APIs provide different ways to retrieve and change state. The important skill is not remembering an acronym in isolation. Candidates should be able to choose an interface based on the platform, required data model, transaction behavior, scale, and whether the workflow needs configuration, operational state, or streaming telemetry.
Modern automation also benefits from a GitOps mindset. Desired state, templates, variables, and code should be versioned; changes should be reviewed; tests should run before deployment; and rollback should be possible without reconstructing a previous configuration manually. Tools such as pyATS can validate network state before and after a change. That turns automation from “a script that runs†into an operational process that can be audited and trusted.
Operations automation must observe as well as configure
Automation is incomplete if it only pushes configuration. The blueprint includes operational tasks because networks need health checks, telemetry, inventory, compliance, and event-driven workflows. A useful script can compare intended and observed state, identify exceptions, and decide whether a change is safe to continue.
Build pre-checks and post-checks into labs. Before a change, capture interface, routing, controller, or policy state. After deployment, verify that the expected state exists and that unrelated services remain healthy. If the validation fails, return a clear error or rollback path. This closes the loop between automation and assurance and reduces the risk of a fast automated outage.
The v2.0 exam also reflects a broader data-center automation landscape than the older DCAUTO framing. NX-OS remains important, but candidates should understand controller and fabric workflows in Nexus Dashboard, ACI, and newer Cisco data-center platforms. The exact API or object may differ, yet the engineering questions stay consistent: where does source-of-truth live, what is the blast radius, how is intent validated, and which telemetry proves the automation produced the intended state?
Operational safety should be built into every workflow. Idempotence reduces unintended repeated changes, input validation prevents bad source data from propagating, rate limits protect controllers, and staged deployment limits blast radius. A useful study lab deliberately introduces malformed data, unreachable devices, partial API failures, and post-change validation failures so the candidate can design recovery behavior rather than only a happy-path script.
AI in automation adds capability but also new validation risks
The v2.0 blueprint explicitly includes AI in automation, so candidates should understand how AI-assisted tools can generate code, interpret operational data, or help create workflows. The important engineering question is not whether AI can produce a configuration; it is how that output is constrained, validated, approved, and observed before it affects production infrastructure.
Treat generated code as untrusted until tested. Check data sources, access scope, secrets handling, deterministic validation, and the possibility of a plausible but incorrect recommendation. Network automation already magnifies mistakes; AI can magnify them faster if human review and policy controls are weak. The strongest design keeps a clear source of truth and measurable guardrails around any generated action.
Data quality is another automation dependency. Inventory names, interface identifiers, credentials, IP plans, and policy variables need consistent schemas before they can safely drive code. A small validation function that rejects missing or conflicting values can prevent a larger configuration incident. The exam rewards this engineering mindset because reliable automation depends as much on trustworthy inputs and verification as on syntax.
Day-zero and day-two workflows should be studied together. Provisioning can create a device or fabric consistently, but lifecycle automation must also handle drift, software changes, backups, compliance checks, and failure recovery. A mature automation design therefore includes continuous verification instead of treating initial configuration as the end of the workflow.
Prepare across both the Data Center and Automation foundations
Because 300-635 now serves two professional tracks, candidates benefit from both perspectives. The 350-601 DCCOR core explains the data-center technologies being automated, while 350-901 AUTOCOR supplies the broader professional automation architecture. The associate-level 200-901 foundation is also useful when APIs, Python, Git, or data formats are not yet comfortable.
Create an end-to-end practice project rather than disconnected scripts. Store structured intent in version control, render or plan a change, deploy through Ansible, Terraform, a controller API, or NETCONF, then query operational state to prove the result. Add a deliberate error and troubleshoot the pipeline from input data to network behavior. That workflow matches the current DCNAUTO emphasis far better than memorizing isolated API endpoints.
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