Bypassing the "Metafield Trap": A Direct Jasper PIM to Klevu AI Integration

The Snapshot Box
Client

Samsonite Latin America

Focus

Headless Data Architecture & AI Discovery


Tech Stack

Jasper PIM, Klevu AI, Shopify Plus (Transactional), Builder.io.

Top 3 KPIs: 1. Data Sovereignty

100% decoupling of discovery data from the commerce engine. Indexing Depth: Full searchability of technical specs previously hidden in CSVs. Operational Savings: Eliminated 50+ hours/month of manual metadata configuration.

The Challenge: The Shopify "Metafield Trap"


The Trigger:

Samsonite LATAM’s catalog is technical. Customers don't just buy "suitcases"; they buy specific weights, dimensions, and TSA-approved features. Previously, these attributes were stored in Shopify Metafields.



The Barrier:

Managing metadata within Shopify at an enterprise scale (9 countries, 20+ stores) is a "convoluted and complex" ordeal.

  • The Technical Debt: Metafields are rigid, difficult to bulk-edit, and prone to "drift" between regional stores.
  • The Discovery Gap: Most critically, native Shopify search is incapable of performing complex, smart searches on data stored in metafields. High-value product attributes were essentially "dark data"—present in the backend but invisible to the customer’s search bar.

The Solution: The Direct API Bridge

We re-engineered the stack to treat Shopify as a transactional utility rather than a data repository.


1. The Jasper-to-Klevu Handshake

Instead of the standard PIM → Shopify → Search flow, we built a direct API integration between Jasper PIM and Klevu AI.

  • The Logic: All product attributes, technical specs, and category hierarchies are pushed directly from Jasper to Klevu’s indexing engine.

Result: The search engine "knows" more about the product than the Shopify store does. Every technical spec defined in the PIM is immediately a searchable facet in the UI.

The Solution: The Direct API Bridge

The "Proof Pack" (Visuals & Data)

Feature

Legacy Architecture (Shopify-Centric)

The Seeed "Headless Factory"

Data Source

Convoluted Shopify Metafields

Centralized Jasper PIM

Search Intelligence

Limited to Basic Catalog

Full AI Indexing of PIM Attributes

Sync Strategy

Manual CSV/Spreadsheets

API-First Real-Time Sync

Store Management

Manual per-store updates

Global Data Sovereignty

The Result: High-Velocity Discovery

By removing the "Metafield Bottleneck," we gave Samsonite LATAM a continental data engine. The marketing team now manages 20+ stores from a single Jasper dashboard, knowing that Klevu's AI will automatically index every new attribute for the end-user.


"We stopped fighting Shopify's metadata limits and started building around them. By connecting Jasper directly to Klevu, we ensured that every technical detail of a Samsonite product is a conversion opportunity, not a hidden line in a spreadsheet."


Seeed Architectural Team