Can I vibe code AutoDS?

1. DATA MODEL
Create a PostgreSQL schema for a dropshipping automation tool. Define tables for `suppliers` (id, name, api_credentials, base_url), `monitored_products` (id, shopify_product_id, shopify_variant_id, supplier_sku, cost_price, selling_price, markup_percentage, stock_quantity, last_synced_at), `orders` (id, shopify_order_id, supplier_order_id, status: pending/placed/shipped/failed, shipping_address_json, tracking_number, tracking_url), and `sync_logs` (id, product_id, status, error_message, checked_at).

2. CORE FUNCTIONALITY
- Build a background worker using BullMQ and Redis to fetch supplier stock and pricing for all active `monitored_products` every 4 hours.
- Implement pricing recalculation using fixed or percentage-based margins and update Shopify product variants via the Shopify Admin GraphQL API.
- Implement a Webhook receiver endpoint for Shopify `orders/create`. Parse line items, match supplier SKUs, and submit order requests automatically via official supplier APIs (e.g., CJ Dropshipping).
- Build a tracking retrieval cron job that checks pending orders against supplier APIs and posts fulfillment updates back to Shopify using the Fulfillment API.

3. FAILURE MODES & RESILIENCY
- If supplier inventory reaches 0, immediately set Shopify inventory to 0 to prevent overselling.
- If supplier cost increases beyond profit threshold, freeze pricing, alert the operator, and flag the product.
- Handle API rate limits with exponential backoff and retry policies.

4. OUT OF SCOPE
- Headless browser automated checkouts or scraping non-API platforms (Amazon, Walmart).
- Winning product research tools.
- Automated supplier return processing.

$ each button prefixes agent-specific run instructions · build your own product, never copy proprietary code, trademarks or designs