Developer Tool — Dummy Data Architect

Seed your dev store with
AI-ready dummy products in seconds.

Choose from 10 industry schemas — Apparel, Tech, Home, Beauty, Food, Pets, Toys, Fitness, Jewelry, Hardware — or define your own. Each product gets taxonomy-correct variants, category metafields, and structured-prose descriptions tuned for Shopify’s 2026 agentic discovery features.

10 industry schemas Agentic-ready descriptions Category metafields Up to 2,048 variants
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Building dummy data by hand is hours of work that evaporates the moment you reset your dev store

Every developer knows the routine: spin up a dev store, spend 2–3 hours manually creating products just realistic enough to test with, then reset the store and do it all again. Agencies running multiple client dev stores multiply that cost by the number of projects. And if you need products that correctly use Shopify’s Standard Product Taxonomy, category metafields, or structured descriptions for AI discovery testing — manual creation isn’t just slow, it’s practically impossible to do correctly at scale. AssetScope’s Dummy Data Architect automates the whole thing in under 60 seconds.

Three steps from install to first fix.

Pick your industry

Select one of 10 industry schemas or define a custom taxonomy. Each schema determines the product type, variant dimensions, metafield keys, and description style that will be generated.

Set quantity and generate

Use the slider to choose between 1 and 500 products. Click Generate and watch the progress bar as AssetScope creates each product — with variants, images, and metafields — via the Shopify API in real time.

Nuke when done

When you’re finished testing, click Nuke Dummy Data. AssetScope finds every product tagged dev-dummy-data and deletes them all, leaving your store clean for the next test run.

Exactly what you’ll see inside the app.

Pick your industry schema, set a quantity, and hit Generate. AssetScope creates each product — with variants, images, and tags — live in your Shopify admin. Nuke them all when you’re done.

Everything in the tool.

10 industry schemas

Each schema maps to a Shopify Standard Product Taxonomy category and generates the correct variant dimensions: Size × Color for Apparel, Storage × Finish for Tech, Metal × Stone for Jewelry, and so on. Every product is taxonomy-correct out of the box.

Agentic-ready descriptions

Every product gets 2–3 paragraphs of spec-heavy structured prose. In 2026, Shopify’s AI discovery agents rely on this “Structured Prose” to surface products to buyers. Your dummy data tests that pipeline end-to-end.

Category metafields

Industry-specific metafields are written to the custom namespace on every generated product — fabric and fit_type for Apparel, battery_life and connectivity for Tech, carat and certified_by for Jewelry.

Up to 2,048 variants

The generator uses productVariantsBulkCreate to support Shopify’s 2026 variant limit of 2,048. The built-in Stress Test creates a single product with exactly 2,048 variants to validate how your frontend handles extreme catalogue entries.

Real images, zero cost

Each product gets 3–5 high-resolution images sourced from Picsum Photos. Seeded by product index so images are deterministic across runs — the same product always gets the same images, making visual regression testing reliable.

One-click nuke

Every generated product is tagged dev-dummy-data. The Nuke function finds all tagged products and deletes them in one operation — leaving your dev store exactly as it was before you ran the generator.

Common questions about the dummy data.

Is this safe to use on a production store?
No — and the tool prominently warns you. The Dummy Data Architect is designed exclusively for Shopify dev and sandbox stores. Running it on a production store will create hundreds of dummy products that will appear in your storefront and clutter your real catalogue. Always use it on a brand-new dev store.
What is the Stress Test mode?
The Stress Test creates a single product with exactly 2,048 variants — the maximum supported by Shopify’s 2026 API limit via productVariantsBulkCreate. It’s designed to validate how your theme, app, or frontend handles extreme catalogue entries before you encounter them with real data.
What are ‘Agentic-ready’ descriptions?
In 2026, Shopify’s AI discovery layer (and third-party agents) read product descriptions to surface products to buyers. Descriptions that are just marketing copy perform poorly. The Dummy Data Architect generates 2–3 paragraphs of spec-heavy ‘Structured Prose’ for each product — covering materials, dimensions, compatibility, sustainability, and certifications — to test your agentic discovery pipeline end-to-end.
How do I delete all generated products?
Every generated product is tagged dev-dummy-data. Click the Nuke Dummy Data button and AssetScope will find and delete all tagged products in one operation. You can also manually filter by the tag in your Shopify admin products page if you prefer.
Can I generate products for a custom industry?
Yes — select the Custom option in the industry selector. You can define your own taxonomy string and one custom metafield key/value pair. The generator will use your custom taxonomy as the product type and write your metafield to every generated product.
Built with merchants, for merchants

We actually ship what you ask for.

AssetScope ships updates every few weeks, driven by real merchant feedback. If there’s a workflow we haven’t covered yet — or something in the app that could work better — tell us. We read every submission and most make it into the app within a few updates.

We read and reply to every request

7-DAY FREE TRIAL

Try AssetScope free for 7 days — no limits, on us.

Run your first Speed Audit, bulk edit your products, see exactly what it saves you — then decide. It’s $1.99/month after that. Less than a coffee.

Try FREE — 7 Days on Us
FREE for 7 days Hours of admin saved $1.99/mo — cancel any time