WordPress to Webflow Migration Playbook: CMS Architecture, SEO-Safe Rebuilds, and Visual Development at Scale

Migrating from WordPress to Webflow is not just a theme swap. It is a fundamental shift in how your marketing, design, and engineering teams ship experiences on the web. WordPress grew up as a blogging engine and became a general-purpose CMS through themes, plugins, and custom PHP. Webflow was designed from the start as a visual development platform, with a component-based designer, CMS collections, staging and publishing workflows, and native hosting. Moving between them is closer to an application replatform than a simple content export.

If you treat the change as “export posts, import into Webflow, and redesign a few pages,” you will almost certainly lose organic traffic, break analytics, and frustrate content teams. A well-run migration, by contrast, uses the project as an opportunity to rationalize content models, clean up URL structures, modernize design systems, and improve performance. The goal of this playbook is to provide a practitioner-grade guide that teams can follow to plan, execute, and measure a WordPress to Webflow migration that protects revenue and unlocks faster iteration.

DataForSEO search data confirms this is a real, commercial-intent journey rather than a one-off curiosity. Queries such as “wordpress to webflow” and “wordpress to webflow migration” together see on the order of 50–70 monthly searches in the United States with medium competition and CPCs that sit comfortably in the teens. That may sound small compared to generic CMS keywords, but in the agency and implementation world it signifies a steady stream of buyers actively evaluating replatforming. These numbers justify investing in a robust runbook rather than improvising every time a marketing leader decides the WordPress stack is holding them back.

What the Search Data Tells You About This Migration

Before you commit to any technology decision, you should understand the intent landscape around it. DataForSEO Labs keyword and search volume tools show several important signals:

First, the “wordpress to webflow” and “wordpress to webflow migration” phrases skew heavily toward commercial and transactional intent. They appear in clusters with queries like “migrate wordpress site to webflow,” “webflow vs wordpress for agencies,” and “wordpress to webflow seo.” That tells you that buyers are not just reading thought leadership; they are actively comparing platforms and looking for concrete migration help.

Second, the monthly searches for these phrases remain stable through the year rather than spiking once then disappearing. That pattern suggests a durable category of demand driven by continuous redesign cycles, not a one-time trend. Agencies, internal web teams, and freelance practitioners are all exploring repeatable processes for this type of move, which explains the willingness to bid on these terms at relatively healthy CPCs.

Third, the related queries reveal where migrations go wrong. High-intent phrases around “webflow 301 redirects,” “webflow cms collection limits,” and “webflow seo best practices” show that searchers quickly run into concerns about URL mappings, scale, and organic traffic preservation. If you do not design your migration around these pain points, your new site may look great in the designer while quietly destroying years of accrued authority.

The takeaway is simple: this migration pattern is common enough that you should treat it like a productized project. That means defining a predictable scope, timeline, and governance model rather than treating each move as a bespoke one-off.

When a WordPress to Webflow Migration Makes Sense

Many organizations arrive at the “should we move to Webflow?” moment for similar reasons. Understanding those drivers up front helps you write a migration charter that aligns budget, timeline, and success metrics with genuine business value.

From the business side, you usually see a combination of content velocity problems and brand consistency issues. Marketing teams complain that launching a new campaign landing page requires ticketing a developer, waiting days or weeks for theme updates, and worrying about layout regressions on mobile. Designers feel constrained by a rigid WordPress theme or page builder that makes it hard to express the brand. Product marketers hit the limits of template variations, hero layouts, and component reuse. Everyone is frustrated by how long it takes to move from idea to live experiment.

From the technical side, the pain tends to show up as performance, security, and maintenance overhead. Legacy WordPress instances often rely on a patchwork of plugins for SEO, forms, security, caching, translation, and media optimization. Those plugins must be updated regularly, they interact in unpredictable ways, and they extend the attack surface. Teams spend cycles debugging PHP warnings, plugin conflicts, and caching edge cases instead of building new experiences. Meanwhile, Core Web Vitals and mobile experience regressions slowly erode organic rankings.

A Webflow migration makes sense when at least three conditions are true. First, you want marketing and design to own more of the day-to-day publishing workflow without introducing risk. Second, you are ready to standardize on a component-based design system that can be governed centrally but iterated quickly. Third, your WordPress instance has accumulated so much technical debt that lifting it forward would cost more than rebuilding it on a modern platform.

It does not make sense if your site is deeply coupled to WooCommerce or custom PHP applications, if you rely heavily on plugins that have no Webflow equivalents, or if your organization is not prepared to support Webflow’s team-based workflow and permissions model. In those cases, a hybrid architecture that pairs a headless WordPress backend with a modern front-end framework may fit better—but that is a separate playbook.

Defining Scope, Non-Negotiables, and Success Metrics

Before you touch any DNS records or export buttons, you need a clear definition of what “done” looks like. Too many migrations start as “we just need a nicer site” and end with contested scope, delayed launches, and unexpected breakage. A strong charter will define scope boundaries, non-negotiables, and success metrics that give your steering committee a way to evaluate progress.

On the scope side, your first job is to decide which properties are in play. Is this a single marketing site living on www.example.com, or does your WordPress instance host multiple subdirectories and microsites? Are there blog archives, documentation sections, localized variants, or partner portals hanging off the same install? Migrating everything into a single Webflow project may not be realistic; you might instead split the estate across several projects or keep certain workloads in WordPress for now.

Non-negotiables are the guardrails you refuse to violate even under schedule pressure. For most organizations, they boil down to three areas: revenue, organic search, and brand risk. Revenue risk covers conversion rate on critical flows like demo requests, free trials, or checkout if you run a small commerce component. Organic search risk covers the traffic and rankings you will not sacrifice, such as category pages, high-intent blog posts, or key documentation. Brand risk covers uptime, accessibility, and critical journeys such as support contact or legal disclosures.

Success metrics should mix leading and lagging indicators. Leading indicators include the number of content types migrated, percentage of templates converted to the new design system, and completion of redirect mapping before cutover. Lagging indicators include organic traffic recovery timelines, conversion rate changes, and editorial throughput after launch. Define explicit targets, such as “95% of organic sessions preserved within 6 weeks” or “new landing pages can be launched within 24 hours without engineering help.”

Inventory and Model Your Current WordPress Estate

The most common anti-pattern in WordPress to Webflow migrations is underestimating content complexity. You cannot design an appropriate Webflow CMS model without a detailed map of what lives in WordPress today. Start with an inventory that covers content types, templates, taxonomies, media, users, and integrations.

Begin with built-in post types such as Posts and Pages, then enumerate custom post types introduced by your theme or plugins. For each one, identify how it is used, how many instances exist, which templates render it, and whether it must continue to exist in the new world. A “Case Study” post type with carefully designed layouts probably needs a first-class Webflow CMS collection. A barely-used “Press Release” type might be better consolidated into a generic “News” model.

Taxonomies often carry hidden complexity. Categories and tags may drive navigation, related content modules, and SEO-relevant internal links. In addition, plugins may define their own taxonomies for locations, industries, or product families. Document how these are used on the front end before you decide how to recreate them. Webflow CMS has reference and multi-reference fields that can support similar relationships, but the cardinality and editorial workflows will affect your design.

Media libraries deserve special attention. Many WordPress sites accumulate tens of thousands of images, document attachments, and downloadable assets over years. Not all of them should move. Consider a dual strategy: migrate only currently-used media into Webflow, and move long-tail downloads (for example PDF whitepapers) into an object store or CDN that does not depend on Webflow’s asset limits. This reduces clutter in the Webflow Designer and keeps page loads lean.

Finally, capture your plugin landscape. Even if you are eager to leave plugins behind, you must understand which ones have user-facing impact. An events calendar, job board, glossary, or pricing table plugin may represent non-trivial content patterns that require deliberate rethinking in Webflow. Create a catalog that lists each plugin, its function, whether an equivalent exists in Webflow CMS or via integration, and whether it will be retired or replaced.

Designing Webflow CMS Collections and Content Architecture

Once you understand your WordPress estate, you can design a Webflow CMS architecture that is both expressive and maintainable. Think of Webflow collections as database tables with designer-friendly templates. Each collection should represent a coherent content type with clear editorial responsibilities and a limited set of fields.

Start by mapping your most important WordPress post types to collections. For each type, define a canonical set of fields: title, slug, summary or excerpt, body rich text, featured image, SEO metadata, and any structured attributes such as author, industry, or product mapping. Resist the temptation to over-model; you want enough structure to power dynamic lists, filters, and personalization, but not so much that content editors drown in fields.

Next, design supporting collections for navigation, taxonomies, and global elements. For example, instead of hardcoding footer links in the template, create a “Footer Links” collection that your team can manage. For blog categories or industries, use Webflow’s reference fields to link posts to categories. This gives you flexibility to build dynamic pages such as “All case studies in the financial services industry” without duplicating content.

Pay close attention to collection limits. Webflow imposes caps on the number of collection items and the number of collections per project. Large sites may require multiple projects or creative partitioning. When DataForSEO indicates you have high-value content clusters—for example, “drupal to wordpress migration service” or “wordpress to webflow seo”—ensure those topics map to robust collections that can grow over time rather than one-off static pages.

Finally, design your URL schema early. Webflow generates slugs per collection, but you can configure folder structures via collection URL patterns. Align these with your existing WordPress permalinks so that you can create clean, one-to-one redirects. If your blog lives at /blog/post-name/ today, you will probably want your Webflow blog collection to live at /blog/ as well, not at /posts/ or /blog-posts/. Make deliberate deviations only when they are worth the SEO and analytics cost.

SEO-Safe Rebuild: URLs, Metadata, and Internal Links

Preserving and eventually improving SEO performance is one of the most visible success criteria for any migration. The search queries that show buyers researching “wordpress to webflow seo” and “webflow 301 redirects” are warning signs from teams that did not get this right. Your migration plan should treat SEO as a first-class workstream, not a last-minute checklist.

Start with a canonical URL inventory. Export your existing sitemap, crawl the site with a tool that captures response codes and canonical tags, and compile a list of all indexable URLs. Classify them into templates (blog posts, category pages, landing pages, docs) and annotate key metrics such as sessions, conversions, and backlink counts where possible. This becomes your source of truth for redirect mapping and gap analysis.

Next, define your redirect strategy. In Webflow, you will create 301 redirects that map old WordPress URLs to new Webflow URLs. Aim for one-to-one mappings wherever possible and avoid chains like A → B → C which slow down crawling and can dilute equity. For templated content, pattern-based redirects can be effective (for example, redirect all URLs under /category/ to /blog/ with preserved slugs), but test them carefully.

Metadata migration deserves its own plan. Many WordPress setups use SEO plugins to store titles, descriptions, and social sharing images. Extract those fields and map them into Webflow’s SEO settings or custom fields in your collections. Pay attention to limits; Webflow’s UI may not expose every nuance of Open Graph or Twitter metadata, so you might need to embed additional tags in the page head via custom code fields.

Internal links are often overlooked. When you migrate content bodies into Webflow rich text fields, hardcoded links to old URLs may survive unchanged. You must either transform them during migration or run link checking afterward to update them to new paths. Internal linking is a key signal for search engines; broken or inconsistent links weaken topic clusters and user experience.

Finally, plan for monitoring. Before cutover, implement analytics tracking and search console access for the new project, configure error monitoring for 404s, and set up reporting dashboards. After launch, watch impressions, clicks, and average positions for your core keyword groups, including the “wordpress to webflow migration” cluster. Expect some volatility but intervene quickly if you see sustained drops on high-value pages.

Designing a Component-Based Webflow Design System

A migration is an ideal moment to standardize your design system. In WordPress, templates and shortcodes often grow organically, with multiple page builders layered over time. Webflow encourages a more disciplined approach: you build reusable components, manage class hierarchies, and assemble pages visually.

Begin by defining your atomic building blocks: typography scales, color tokens, spacing primitives, and grid systems. Implement these as global classes and style guides in Webflow. Then, create layout components such as sections, containers, and grid wrappers that reference those primitives. This provides a firm foundation for every page, whether it is a home hero or a long-form migration guide.

Next, design content components that correspond to your most common marketing patterns: hero banners, value proposition rows, feature grids, testimonial sliders, pricing tables, and call-to-action blocks. For each component, decide how much should be editable per instance versus controlled centrally. Webflow components and symbols let you set global defaults while still allowing local overrides for copy and imagery where needed.

Accessibility should be built in, not bolted on. Define heading hierarchies, color contrast guidelines, and focus states before you start building. Ensure that interactive components use semantic HTML and keyboard-accessible patterns. Remember that Webflow’s designer gives you freedom to do almost anything; it is your job to use that freedom responsibly.

During the migration, resist the temptation to replicate every quirk of the old WordPress templates. Instead, map old patterns onto new, more maintainable components. For example, three subtly different hero designs across product pages might become one generalized hero component with configurable options. This makes future experimentation simpler and leads to a cleaner, more consistent brand presence.

Data Migration: Posts, Pages, Media, and Structured Content

With architecture and design patterns in place, you can plan the actual data move. Your approach will depend on the complexity and volume of your WordPress content, but most migrations follow similar phases: export, transform, import, and reconcile.

For simple sites, you can often export posts and pages via WordPress’s native XML export or through a plugin that produces CSVs. For more complex installations with custom post types and fields (via Advanced Custom Fields or similar), you may need to use custom scripts or headless APIs to pull content into a staging database. The goal is to land content in a form that can be mapped predictably into Webflow collections.

Transformation is where you normalize fields, convert HTML structures, and adjust content for the new design system. That may include stripping shortcode tags, converting Gutenberg block markup into simpler HTML, and reformatting headings. If your new design consolidates content (for example merging “Press Releases” and “News” into a single collection), you can map multiple WordPress types into one Webflow collection with a discriminator field.

Imports into Webflow are typically done via CSV for CMS items. Each row maps to a collection item, and each column maps to a field. Plan multiple dry runs: first with a small subset of content to validate that fields populate correctly and slugs generate as expected, then with larger batches. For very large sites, break the migration into logical chunks (such as blog archives by year) to make rollbacks easier.

Media migration can be handled in parallel. When you export content bodies, capture image references and ensure the images exist in your new asset strategy. You might upload critical hero images and brand visuals into Webflow assets while moving heavy, rarely-used content into a separate CDN. Update image URLs accordingly during transformation so that imported content references the correct paths.

After importing, reconciliation is critical. Use scripts or manual sampling to verify that counts match expectations (for example, number of posts per category, number of case studies). Compare word counts and key phrases between old and new pages to ensure you have not lost essential content. For high-value pages, perform side-by-side reviews that confirm layout, copy, and metadata fidelity.

Integrations, Forms, and Automation

Most production WordPress sites connect to a web of other systems: marketing automation platforms, CRMs, analytics suites, chat tools, and more. A migration to Webflow that ignores these integrations will create painful gaps in your funnel data and customer communication.

Start with forms. Inventory every form on your site, including contact forms, gated content, newsletter sign-ups, demo requests, and event registrations. Document where each form submits (email only, a database, HubSpot, Marketo, Salesforce, or a custom API) and what fields are required. In Webflow, decide whether you will use native forms, embed vendor forms, or use a combination. Where possible, centralize form handling via an integration platform or serverless function so you can apply consistent validation, spam protection, and logging.

Next, evaluate analytics and tracking. Confirm that your GA4, advertising pixels, and any custom event tracking will continue to fire correctly on Webflow. Webflow’s head and body code injection options let you add global and page-specific scripts, but you should standardize these to avoid duplication. If your organization is moving toward privacy-focused analytics or server-side tagging, the migration is an ideal moment to align implementation with the new strategy.

Automation workflows that currently rely on WordPress hooks or plugin events must be reimagined. A typical pattern is to route key actions (form submissions, purchases in a separate commerce stack, documentation feedback) through a message bus or webhook endpoint that triggers automations in your marketing and CRM tools. For example, a “drupal to wordpress migration service” landing page might send high-intent leads into a specific sales sequence. When you rebuild such a page in Webflow, replicate the underlying trigger logic even if the front-end implementation changes.

Finally, consider third-party embeds such as chat widgets, video players, and customer support portals. Test each embed in Webflow’s designer and published environments to ensure it behaves correctly, respects cookie consent, and does not degrade performance.

Testing, Cutover, and Rollback Plan

An orderly cutover is the difference between a smooth migration and a fire drill. Treat the launch as a coordinated release, not a last-minute DNS flip handled by whichever engineer is available.

Begin with a dedicated staging environment in Webflow that mirrors production as closely as possible. Populate it with migrated content, configure redirects in a test-only context where feasible, and point a temporary domain such as staging.example.com at it. Give stakeholders access and define structured acceptance testing: content owners validate key pages, designers review layout and interactions, SEO specialists verify metadata and schema where applicable, and engineering verifies integrations.

Next, execute performance and accessibility testing. Measure Core Web Vitals, page weight, and interaction latency across representative pages. Compare against your WordPress baseline. Webflow’s hosting often improves performance out of the box, but poorly optimized assets or complex interactions can still create regressions. Fix these before cutover.

Your cutover plan should spell out a sequence of steps with owners and timing. Common phases include content freeze on WordPress (for example, no new posts in the 24 hours before launch), final content delta migration, final redirect file generation, DNS TTL reduction and record updates, and post-launch verification. Assign specific people to check for 404 spikes, broken forms, and misconfigured redirects in the first hours after launch.

Always have a rollback strategy. In many cases, rollback simply means pointing DNS back to the old WordPress instance and disabling any new integrations. To make this feasible, avoid destructive changes on the WordPress side until you are confident in the Webflow environment. Keep database backups and infrastructure in place for a defined rollback window, often 1–2 weeks after launch.

Operating and Evolving the New Webflow Stack

A migration is not complete when the new site goes live. The real value emerges over the following quarters as teams exploit the new capabilities. To ensure that value materializes, you need an operating model for the Webflow stack.

First, define ownership. Establish a cross-functional web council or steering group that includes marketing, design, SEO, and engineering or operations. This group owns the backlog of site improvements, design system evolution, and experiments. They also adjudicate requests for new components, templates, or integrations so that the system does not degrade into ad hoc hacks.

Second, invest in training. Many content editors and designers will be new to Webflow’s mental model. Provide structured onboarding that covers basic editing, component usage, CMS collection management, and publishing workflows. Clarify which changes require review and which can be made autonomously. The goal is to unlock speed without sacrificing governance.

Third, formalize experimentation. One of the main reasons teams leave WordPress is the desire to iterate rapidly on landing pages and messaging. Create a process for proposing, building, and measuring A/B tests or sequential experiments. Connect Webflow pages to your experiment framework, whether that is a dedicated experimentation platform or disciplined use of GA4 and downstream funnel metrics.

Finally, continue to monitor search performance for your migration-related clusters. If you publish content about “wordpress to webflow migration” services or case studies, track how those pages contribute to pipeline. Use insights from DataForSEO and your own analytics to refine positioning, build comparison pages that capture “wordpress vs webflow” queries, and adjust your site structure as new patterns of demand emerge.

Example Timeline and Resourcing Model

While every organization’s footprint is different, most WordPress to Webflow migrations for mid-market marketing sites fall into a 10–16 week window if staffed properly. A typical plan includes discovery, design, build, migration, and cutover phases, each with clear exit criteria.

Discovery usually takes two to three weeks. During this time, a technical lead inventories content and architecture while a product owner documents business goals and success metrics. A designer begins exploring updated visual directions, constrained by existing brand guidelines. Stakeholder interviews surface requirements around localization, legal content, and accessibility.

Design and architecture add another three to four weeks. The team defines the CMS model, designs component libraries, and produces key page templates. You hold design reviews, iterate on interactions, and agree on content governance rules. Technical spikes validate integration patterns with analytics, forms, and any headless services you plan to retain.

Build and migration occupy four to six weeks. Engineers and Webflow specialists implement designs, build collections, and wire up integrations while content specialists prepare copy and multimedia assets. In parallel, migration scripts or CSV processes are developed and iteratively tested. Throughout this phase, you run working sessions with content owners to ensure that editorial workflows feel natural in Webflow.

Cutover preparation and launch fill the remaining weeks. You finalize redirect mappings, rehearse cutover steps in staging, and run performance and accessibility checks. After launch, plan for at least two weeks of hypercare where the team monitors metrics, addresses bugs, and prioritizes post-launch improvements.

Common Pitfalls and How to Avoid Them

Every WordPress to Webflow migration surfaces surprises, but most fall into recurring patterns that you can plan for.

One frequent pitfall is underestimating the importance of content cleanup. Migrating years of outdated posts, low-quality pages, and duplicate content into Webflow simply moves clutter from one system to another. Use the migration as a content audit moment: consolidate or retire low-value pieces, update evergreen content, and tighten your information architecture.

Another failure mode is rebuilding one-to-one without embracing Webflow’s strengths. Teams sometimes replicate fragile WordPress layouts with pixel perfection in Webflow, including awkward grid structures or complex nested sections, instead of designing cleaner, more modular patterns. This negates much of the benefit of the move and can even degrade performance. A better approach is to treat the migration as a redesign that ruthlessly simplifies templates.

A third category of issues stems from ignoring cross-functional alignment. If the migration is run solely as a design project, you will miss critical SEO, analytics, and integration nuances. If it is run solely as an engineering project, you risk shipping a technically sound site that content teams find painful to use. A successful migration requires clear roles, frequent communication, and shared ownership of tradeoffs.

Finally, many teams forget to plan for future scale. Webflow’s collection limits, item caps, and project boundaries can constrain very large sites. If you are already near those limits today, consider a multi-project architecture or hybrid setups where documentation or community sections live elsewhere. Align those decisions with your long-term content strategy rather than making last-minute adjustments under pressure.

FAQ

How long does a WordPress to Webflow migration usually take?

For a mid-market marketing site with a few thousand URLs, a properly staffed migration typically takes between 10 and 16 weeks from discovery to post-launch stabilization. Smaller brochure sites can move faster, while very large, multi-language estates may require several quarters and phased cutovers by section. The critical determinant is not raw page count but the complexity of templates, integrations, and governance.

Will we lose SEO rankings when we migrate from WordPress to Webflow?

Some short-term volatility is almost inevitable after any major platform change, but a well-planned migration should preserve the vast majority of your organic traffic and rankings. By building a complete redirect map, faithfully migrating metadata, preserving internal link structures, and monitoring search performance closely after launch, most teams see traffic recover within four to six weeks. Over the medium term, improved performance and better information architecture often lead to net gains.

Can non-technical marketers manage the site in Webflow after the migration?

Yes, provided you invest in a thoughtful component library, clear editorial workflows, and training. Webflow’s visual designer is powerful enough to let non-technical users assemble sophisticated pages, but that power must be channeled through conventions and guardrails. Teach marketers how to use existing components and CMS collections rather than building one-off layouts, and define review processes for high-impact changes such as navigation or global messaging.

What happens to our WordPress plugins when we move to Webflow?

Most WordPress plugins do not have direct analogs in Webflow, and that is often a benefit. Instead of a plugin sprawl, you will rely on Webflow’s native capabilities and a curated set of external integrations. During discovery, categorize each plugin by its function—SEO, forms, security, analytics, custom post types—and decide whether the behavior should be recreated via Webflow configuration, embedded scripts, or retired altogether. In many cases, the migration simplifies your surface area and reduces maintenance burden.

How should we handle blogs and long-form content in Webflow?

Webflow’s CMS collections and rich text fields are well-suited to blogs and editorial content, but they require upfront modeling. Create a dedicated blog collection with fields for title, slug, summary, body, author, categories, tags, and SEO metadata. Build a versatile blog template that can accommodate different content types—from migration playbooks to case studies—without custom layouts for each post. When importing, pay attention to heading hierarchies, image alt text, and internal links so that long-form content remains accessible and SEO-friendly.

Is Webflow suitable for multilingual or multi-region sites?

Webflow can support multilingual and multi-region experiences, but the architecture must be chosen carefully. You can use subfolders, subdomains, or separate projects to represent different locales, and you may rely on built-in localization features or third-party tools. In a migration context, evaluate your existing WordPress multilingual setup, map content relationships across languages, and decide whether to lift that structure as-is or simplify it. The answer often depends on your governance maturity and localization budget.

What skills do we need in-house to run this migration?

At minimum, you need a technical lead familiar with both WordPress and Webflow, a designer comfortable building component-based systems in Webflow, an SEO specialist, and a content or marketing owner who can make prioritization decisions. For larger estates, you may also want a project manager, QA specialist, and data or analytics engineer. Agencies often provide these roles as a blended team, but internal organizations can staff them across departments if responsibilities are clearly defined.

How do we know whether Webflow is the right long-term platform for us?

The best way to answer that question is to articulate your three-year digital roadmap and evaluate Webflow against it. If your priorities include fast marketing execution, a cohesive design system, and a manageable integration surface, Webflow is usually an excellent fit for marketing and documentation sites. If you anticipate deep custom application logic, complex role-based content authoring, or heavy commerce directly on the platform, you may need to pair Webflow with supplemental services or consider a different architecture. Use discovery and limited pilots to validate assumptions before committing to a full migration.