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Ecommerce AI Integrations

Connect WardrobeIt with the systems already powering your store.

Bring approved catalog data, storefront deployment, merchant controls, and supported outcome reporting into one merchant-controlled AI shopping experience.

  • Current
  • Planned
  • Future
  • Connection-dependent

Status Clarity

Know what is current, what is planned, and what remains future-facing.

Every integration card uses a visible status label so roadmap direction never looks like a live production connection.

Current

Included in WardrobeIt’s current product scope and safe to present as available.

Explore integration

Planned

Confirmed for later implementation, but not currently available as a production connection.

Join early access

Future

Strategic direction without a production-ready connection or fixed technical promise.

Request integration

Connection-dependent

Available only when merchant systems, permissions, instrumentation, and active setup support it.

Book a demo

Ecommerce and storefront

Current foundation + planned expansion

Current

Shopify

Connect approved products, variants, prices, collections, images, and applicable availability through the Shopify-first connection model.

Current

Shopify Theme Embed

Install the shopper assistant in the merchant’s Shopify theme through the approved snippet and Merchant API key.

Planned

WooCommerce

Future catalog, variation, cart, checkout, and supported commerce connectivity for WooCommerce and WordPress stores.

Post-launch

Custom Ecommerce

Future catalog feeds, JavaScript deployment, APIs, cart mapping, authentication, and event connections for custom storefronts.

Current

Merchant Portal

Manage Shopify connection, synchronization status, catalog health, Merchant Knowledge, API keys, and internal outcomes.

Connection dependent

Cart and Checkout Events

Supported cart and checkout activity depends on the merchant’s active setup, theme behavior, and event instrumentation.

Review Requirements Commerce data

Current Foundation

Shopify is the current commerce platform connection.

Connect the store, synchronize the catalog, create a Merchant API key, install the approved theme snippet, and validate shopper actions before launch.

Merchant Portal · Integrations

Shopify Connection

Shopify · Healthy
Aria Studio · Shopify Custom app Admin API token connection
Connected Current
  • Shop domainaria-studio.myshopify.com
  • Admin API tokenApproved
  • Connection statusConnected
  • Store healthHealthy

Catalog and Data Flow

Keep shopper guidance connected with current merchant information.

WardrobeIt scopes every query and product action to the applicable merchant catalog. It does not search competitor inventory or recommend products from another store.

From approved store connection to a merchant-specific shopping experience

Supported catalog data, Merchant Knowledge, storefront context, and valid commerce actions move through one controlled flow.

  1. Store Connection

    Shop domain, approved token, permissions, and Merchant API credentials.

    Merchant-controlled
  2. Catalog Import

    Products, collections, descriptions, images, and active catalog review.

    Supported Shopify data
  3. Variants and Pricing

    Sizes, colors, combinations, current price, compare-at price, and applicable inventory.

    Accuracy boundary
  4. Discovery Preparation

    Titles, descriptions, categories, attributes, price, images, and approved merchant context.

    Catalog-only retrieval
  5. Knowledge and Rules

    Store policies, sizing, approved terminology, Product Q&A, and merchant boundaries.

    Merchant Knowledge
  6. Shopper Assistant

    Discovery, recommendations, Product Q&A, valid variants, supported try-on, and cart actions.

    Current storefront use

Current data boundary

WardrobeIt uses merchant-specific product data and approved knowledge. It does not scrape marketplaces, search the open web, or mix catalogs between stores.

Update path

Webhook-driven changes help reflect supported Shopify updates. Merchants can also trigger a manual resynchronization when required.

Roadmap Integrations

See what comes next without confusing roadmap with current product.

Planned and future integration cards remain visibly distinct from the current Shopify foundation.

Planned

WooCommerce

Future support for product data, variations, prices, stock information, cart actions, and supported commerce context.

  • WordPress ecommerce catalog
  • Variation and availability mapping
  • Cart and checkout context
  • Early-access requirements
Join early-access updates Not currently live
Post-launch

Custom Ecommerce and JavaScript

Future catalog feeds, JavaScript deployment, APIs, cart mapping, authentication, and event connections.

  • Proprietary storefront discovery
  • Approved catalog feed
  • Custom cart action mapping
  • Technical discovery and review
Discuss custom integration No public SDK today
Future

Lifecycle, Support, Analytics, and External AI

Strategic connections for Klaviyo, Gorgias, GA4, marketing analytics, helpdesks, and external AI commerce.

  • Consented lifecycle activation
  • Human support context transfer
  • Approved external event sharing
  • Merchant-controlled AI channels
Request an integration Strategic direction

Measurement and Control

Manage integrations without losing product or data control.

The Merchant Portal separates current operational controls from roadmap concepts and keeps measurement definitions explicit.

Merchant Portal

Integration control center

Current scope

Connection Management

Store domain, approved token, status, synchronization, catalog health, resync, and troubleshooting route.

API Key Lifecycle

Create, view once, copy approved snippet, store securely, rotate, revoke, and keep environments separate.

Data Boundaries

Per-store catalog separation, catalog-only recommendations, Merchant Knowledge, and valid product actions.

Security Scope

Rate limits, payload validation, webhook HMAC verification, standardized errors, and supported image moderation.

Frequently Asked Questions

What merchants need to know before connecting WardrobeIt.

Clear answers about current Shopify support, data synchronization, security boundaries, implementation, and future integrations.

  • Shopify is clearly labelled current.
  • Roadmap integrations never use live states.
  • Credentials remain masked and merchant-controlled.
  • Internal outcomes remain separate from external attribution.
What ecommerce integrations does WardrobeIt currently support?

WardrobeIt currently follows a Shopify-first integration model, including Shopify custom app token connection, catalog synchronization, webhook-driven updates, manual resync, theme snippet installation, Merchant API keys, catalog health, Merchant Knowledge, and internal usage analytics. Other platforms remain planned or future.

How do I connect WardrobeIt to Shopify?

Connect through the merchant’s Shopify shop domain and custom app Admin API token, then run catalog synchronization, create a Merchant API key, install the approved theme snippet, and complete launch review in the Merchant Portal.

What data does WardrobeIt synchronize from Shopify?

Supported Shopify catalog data includes products, collections, variants, prices, images, and applicable availability. WardrobeIt scopes every query and product action to the merchant’s own catalog and does not mix catalogs between stores.

How long does a WardrobeIt integration take?

Timing depends on store readiness, catalog quality, theme access, and merchant review. The current path covers connection, sync, catalog health, API key creation, snippet validation, and launch review rather than a fixed calendar promise.

Can WardrobeIt integrate with Gorgias, Klaviyo, or GA4?

Those connections remain strategic direction, not current production integrations. Lifecycle, support, analytics, and external AI channels stay labeled Future and do not appear as live states.

Does WardrobeIt support custom or headless stores?

Custom ecommerce and JavaScript routes are post-launch direction. There is no public SDK today. Proprietary storefronts require technical discovery and review before implementation can begin.

Does WardrobeIt send events to external analytics platforms?

Current reporting focuses on internal usage and assisted outcomes inside the Merchant Portal. Approved external event sharing remains future and is not presented as a live production connection.

Add WardrobeIt to Your Stack

Connect the current Shopify foundation and plan confidently for what comes next.

Connect your catalog, install the storefront assistant, configure Merchant Knowledge, review internal outcomes, and keep every roadmap connection grounded in merchant control.

Current integration ring

Shopify · Theme Embed · API Keys · Catalog Sync · Merchant Portal

Available
Planned integration ring

WooCommerce · Custom ecommerce foundation

Roadmap
Future integration ring

Klaviyo · Gorgias · GA4 · External AI channels

Strategic