The Operational Software Behind Luxury Fashion Resale
More Than Ecommerce
Every luxury item follows a complex journey through sourcing, authentication, inspection, pricing, photography, categorisation, publishing, fulfilment, returns and reporting. Traditional ecommerce dashboards simply weren't designed for this level of operational complexity.
The Challenge
Existing ecommerce administration tools couldn't support growing internal workflows. Teams relied on multiple disconnected systems, spreadsheets and manual processes.
Custom Middleware Development
A dedicated middleware and back-office platform built around real operational workflows.
Rather than becoming another ecommerce website, the platform became the operational engine powering inventory, suppliers, orders, marketplace publishing and business reporting.
Scaling one-of-a-kind inventory across multiple commerce channels.
Luxury and vintage resale businesses face operational challenges that conventional retail systems are not always designed to handle.
Fragmented product intake
Supplier invoices and incoming-goods information needed to become structured product records without repeated manual entry.
Manual catalog preparation
Catalog teams needed faster ways to prepare titles, attributes, categories and metadata while retaining human quality control.
Limited lifecycle visibility
The team needed a clear view of every item between intake, enrichment, review, publication, sale, return and recovery.
Multi-channel complexity
Centra, resale channels, orders, shipping and internal inventory had to work as connected workflows rather than isolated systems.
Disconnected reporting
Management needed reliable reporting for revenue, stock, margins, VAT, COGS, inventory turnover, returns and sales performance.
From supplier intake to multi-channel sale
Every luxury item follows a structured path from source to sale, with clear handoffs between teams and systems.
This connected commerce workflow helps luxury resale teams manage product data, inventory, supplier intake, marketplace publishing and order operations from one reliable operational system.
A Smart Back Office Built Around Real Business Operations
Instead of disconnected modules, we built one connected operational ecosystem where products, inventory, suppliers, marketplaces and orders work together in a single workflow.
Major connected modules across the ART Middle Layer
One shared operational system connects product intake, enrichment, publishing, resale, fulfilment, intelligence and administration.
Supplier Processing
Capture, validate and prepare supplier information before it enters the operational workflow.
Incoming Goods
Turn incoming-goods records, invoices and deliveries into traceable inventory data.
Publishing Preparation Flow
Run child modules and status-based pipelines to prepare inventory data for publication.
AI Product Data Enrichment
Generate product attributes from images and source data through a separate AI processing layer with human review.
Verification & Review
Give catalog specialists clear review queues for uncertain, sensitive or incomplete information.
Centra Publishing
Publish approved products and track their status through the Centra commerce workflow.
Connected Marketplaces
Synchronise channel-specific catalog, stock, offers and order workflows from central data.
Sell Vintage
Manage the complete flow for products bought directly from customers and prepared for resale.
KPIs & Forecasting
Give buying teams intelligence on performance, demand and which inventory to prioritise next.
Stock Issues & Claims
Track stock discrepancies, issues and claims through a controlled resolution workflow.
Physical Store Inventory
Manage products and stock allocated to physical stores alongside digital channels.
Influencer Inventory
Track products sent to influencers and maintain visibility of their status and return.
Ingrid Shipments
Book and monitor shipments through the Ingrid integration and fulfilment workflow.
Marketplace Integrations
Connect Vestiaire Collective, Rebelle, Ahlens, MPD, CJ and other resale channels.
History & Error Logs
Keep in-depth history for debugging and instant tracking when integrations fail or stop.
Organisations & Teams
Structure operational ownership across organisations, teams and working groups.
Users & Roles
Control access and responsibilities with role-based user and permission management.
Inventory Management
Convert supplier information into structured inventory while maintaining complete history.
AI Product Data Enrichment
AI-assisted product enrichment combined with business validation for consistent catalog quality.
Middleware Integration
Automated validation, synchronization and monitoring before data reaches Centra.
Marketplace Operations
Manage inventory, marketplaces, offers and internal operations from one centralized dashboard.
6+
Connected Business Modules
Each module is designed around a specific operational area, but all share the same product, inventory and order data — so nothing gets lost between systems.
Applying AI where it reduces operational work
AI Product Data Enrichment is embedded into selected workflows instead of being treated as a standalone feature. It reduces repetitive preparation while keeping catalog specialists involved in reviewing uncertain or sensitive data.
Human-in-the-loop
Automation prepares, specialists verify before publication.
AI Assisted Workflow
Prepare → Review → Publish
Invoice & order intake
Read supplier invoices, purchase orders and incoming-goods documents as structured inputs.
Document extraction
Extract supplier, SKU, brand, model, pricing and reference data from source documents.
Image understanding
Process product images through a separate AI image layer to identify visual product signals.
Category routing
Apply category-aware logic across bags, watches, jewellery and accessories.
Attribute generation
Suggest brand, model, style, variant, dimensions, condition, material and other product attributes.
Content & price signals
Prepare titles, descriptions, metadata and suggested sale prices for review.
Confidence & validation
Check required fields, conflicting values, taxonomy and confidence before a record moves forward.
Human-in-the-loop review
Route uncertain or commercially sensitive suggestions to catalog specialists for approval.
Publish-ready output
Return approved structured data for Centra, connected marketplaces and internal workflows.
Supplier invoice prefill
AI suggests relevant supplier information and reduces repetitive entry.
Product title improvement
AI improves naming quality and search visibility.
Product data enrichment
AI prepares attributes, descriptions and structured metadata.
Important: In luxury resale, incorrect product details can impact trust, pricing and marketplace acceptance. AI extracts and prepares product intelligence while specialists verify uncertain attributes before publishing.
Connecting the systems behind the storefront
The custom platform acts as an operational hub where commerce, inventory, logistics and AI services work together through one controlled workflow.
6+
Connected Systems
1
Central Platform
Real-time
Data Flow
Internal operations platform
Manages product intake, enrichment, inventory, offers, orders, returns and reporting.
Centra headless commerce
Headless API — Approved product data is prepared for Centra, while publication histories remain visible internally.
Resale & marketplace channels
Multi-channel — Channel workflows use the central product structure for catalog, stock and order processes.
Shipping and logistics
Ingrid integration — Shipment records, fulfilment, returns and product recovery remain connected to the operational history.
AI services
OpenAI — AI models assist with document processing, catalog enrichment, product content and data recovery.
Reporting layer
Custom dashboards — Operational data is transformed into dashboards, KPI reports and downloadable exports for management insight.
A clearer, faster and more scalable resale operation
The platform gives A Retro Tale one operational environment for managing the processes behind its luxury resale business.
Faster product preparation
Supplier intake, structured fields and AI-assisted enrichment reduce repetitive preparation before products reach Centra and external channels.
Better product visibility
Item-level statuses and histories show where products are in the lifecycle and make failed, delayed or incomplete records easier to identify.
More consistent catalog data
A shared product structure supports consistent titles, attributes, categories, descriptions and marketplace information.
Connected multi-channel operations
Centra, marketplace workflows, internal stock, orders, logistics and returns operate as connected processes rather than isolated activities.
Structured customer resale acquisition
The Sell Vintage module connects customer submissions, offers, consignments, shipping, payment and inventory creation.
Decision-ready reporting
Management can review commercial and operational performance without manually combining multiple sources for every report.
A platform that can continue evolving
Because the platform was designed around the business's own workflows, CodeNdCoffee can continue adding integrations, operational rules, reporting models and automation as A Retro Tale grows.
Inside the operational platform
Important screens are presented alongside the business workflow they support, making the case study easier to scan.
ART Frontend Ecommerce Website
Customer-facing luxury resale experience across categories and campaigns
ART Middle Layer Dashboard
Inventory, orders, returns, publishing and operational reporting
ART Publishing Flow
Inventory preparation, status pipelines and publishing controls
ART KPIs & Forecasting
Stock value, margins, inventory trends and buying intelligence
ART Inventory Claims
Claims, issue types, compensation and recovery trackingBuilt for long-term commerce operations
The platform was developed using technologies selected for maintainability, integrations and ongoing product development.
Laravel
BackendVue 3 + Inertia
FrontendTailwind CSS
InterfaceCentra
Commerce APIsIngrid
LogisticsOpenAI
AI ServicesMarketplaces
IntegrationsAdmin + Roles
PermissionsCloud
InfrastructureBackups
Data ProtectionKPIs
ReportingAPIs
Integrations
A Retro Tale's operations continue to evolve as the business introduces new product sources, channel requirements, internal processes and reporting needs.
CodeNdCoffee works as a long-term engineering partner rather than treating the platform as a one-time delivery. New capabilities are designed within the existing architecture so the system can evolve without creating disconnected tools or unnecessary operational complexity.
