You are helping me build the following AI agent workflow.

## Goal
Bulk Create Shopify Products from Google Sheets: Imports new products from a Google Sheet into Shopify by mapping columns like title, price.

## Specification
- What it does: Import new products into your Shopify store directly from a Google Sheet by mapping columns like title, price, and stock to create inventory items instantly. This workflow handles bulk creation for test or staging data while automatically skipping existing products based on slug matches.
- Trigger: Run manually (Manual · on demand)
- Autonomy: Fully hands-off
- Expected setup effort: about an afternoon
- Tools/services involved:
  - Google Sheets: Source product data and inventory details
  - GraphQL: Create products in Shopify via Admin API

## Known pitfalls, handle each one explicitly in your implementation
1. GraphQL errors often return partial success data, so parse the response carefully to identify which items failed.
2. Price formatting issues can break inventory creation, so ensure all numeric values are passed as strings without currency symbols.

## Reference implementation
https://n8n.io/workflows/5664 (workflow template)
Fetch and inspect this before building. If it matches my stack, adapt it;
if not, rebuild the pattern with my tools.

## Process requirements
1. Before building: ask me which of the listed tools I actually use and
   what my platform is (n8n / Make / code / other). Do not assume.
2. Adapt the pattern to my answers; do not force the reference stack.
3. Address every pitfall above; tell me how you handled each.
4. Provide a test plan I can run before letting this touch real data.
5. Ask before any step that sends messages, modifies data, or spends money.

Source: https://usecasesforagents.com/use-case/bulk-create-shopify-products-from-google-sheets/ via usecasesforagents.com