Most multi-store Shopify operations look the same from the outside. There's one or two brands you grew, then you added a clearance site, a wholesale site, a B2B site, an acquired brand. Each one runs on Shopify. Each one feeds the same warehouse, the same QuickBooks file, the same ShipStation account. Each one needs the same automations.
And each one has its own copy-pasted script, its own login, its own credentials, its own crontab entry, its own staff member who remembers how to restart it. When something breaks — an OAuth token expires, a supplier feed changes format — the fix has to be applied N times. So it doesn't get applied. So things stay broken.
The platform is what shuts that down.
Conceptually simple. One Python codebase. One credential file. One dashboard. The
dashboard renders one tab per storefront, one card per automation. Adding a storefront
means adding a SHOPIFY_NEWSTORE_CLIENT_ID and a
SHOPIFY_NEWSTORE_CLIENT_SECRET to the .env file, then registering
the store in the config. The auth layer, the dashboard, the scheduling — all reused.
# One file. One source of truth. All stores. SHOPIFY_RAWBLEND_CLIENT_ID=... SHOPIFY_RAWBLEND_CLIENT_SECRET=shpss_... SHOPIFY_COMMERCIAL_EQUIPMENT_CLIENT_ID=... SHOPIFY_COMMERCIAL_EQUIPMENT_CLIENT_SECRET=shpss_... SHOPIFY_UKONSERVE_CLIENT_ID=... SHOPIFY_UKONSERVE_CLIENT_SECRET=shpss_... # ... and so on for every storefront QBO_CLIENT_ID=... QBO_CLIENT_SECRET=... QBO_REFRESH_TOKEN=... # rotated automatically SHIPSTATION_API_KEY=...
Supplier CSVs, Google Sheets, Excel uploads land in inventory across every relevant storefront automatically. No per-store scripts.
Labels generated from any storefront flow back into the right QB invoice via a shipment-number prefix convention. One sync job, all stores.
Batch-process invoices needing carrier prep, fetch PDFs, tag the right way, email the warehouse. Same pattern across stores.
When a supplier sends a new price list, it propagates to PurchaseCost on every product across every relevant storefront.
Once every store is feeding one observability surface, a 'today's sales across all stores' card becomes hours of work, not weeks.
One auth pattern (client_credentials grant) used identically for every store. Rotate a credential by editing one line in one file.
Local-first. The platform runs on a Windows PC in the warehouse (or a cheap VPS — your choice). Flask serves localhost. Windows Task Scheduler triggers automations. State on local disk. No cloud round-trip per run, no recurring infrastructure bill.
One credential file. Per-store config files
proliferate and nobody knows where anything lives. A single .env at the hub
root with deterministic key naming (SHOPIFY_<STORE>_CLIENT_ID) means
rotation is "edit one line."
Idempotent everything. Every automation can be re-run without side effects. When something fails, recovery is "run it again." No state to repair, no half-applied updates to undo.
One dashboard. Each automation writes a status JSON when it finishes. The Flask app polls these and renders one card per automation per store. Staff get one URL to bookmark, one-click manual runs, one-click log access. Diagnosis without a phone call.
Hours, not weeks. The OAuth flow, the dashboard wiring, the logger, the status JSON,
the scheduling — all reused. The new automation is one Python module that imports
shared.shopify_client and a registry entry.
The platform is yours. Source code, deployment guide, runbook. No retainer required — we'll bill discovery and build, hand it over, and you decide whether you want ongoing maintenance or pull it in-house.
Every page on this list is drawn from the same Raw Blend build — different problems, same operating model.
The headline win — pull labels from ShipStation, write the tracking number onto the matching QB invoice, hourly, with idempotency.
Three feed patterns — scheduled CSV pull, Google Sheet polling, manual Excel upload — handled by one platform.
How to migrate brittle workflows to a custom Python platform without losing the speed advantage you bought no-code for.
OAuth refresh, sparse updates, the PrivateNote-not-queryable gotcha, and how to query invoices reliably at scale.
One URL to bookmark, one-click triggers, one-click log access, zero recurring SaaS. The kind of dashboard staff actually use.
Tell us about your storefronts, your back-office stack, and the handoffs that hurt the most. Discovery is a 30-minute call — we'll tell you whether your setup is workable, what the build would cost, and what we'd ship first.
Discovery is free · Quote in 48 hours · No retainer required