Commerce Platforms & DTC
Shopify

Automate Shopify Sales Reports with Python and SQL

Pull Shopify orders with Python, store them in SQLite, and run automated SQL reports for revenue, products, refunds and fees. Full working code included. Tagged with python, shopifysalesreports, shopifypythonapi, automateshopifyreports.
dev.to
November 1, 2026
7
Automate Shopify Sales Reports with Python and SQL
WHAT HAPPENED
"GET with backoff on 429. Shopify allows 2 req/s, 40-request bucket. "whileTrue:r=requests.get(url,headers=HEADERS,timeout=30)ifr.status_code==429:time.sleep(int(r.headers.get( ,2)))continuer.raise_for_status()returnrdeffetch_all_orders():url=(BASE+ "&fields=id,name,created_at,total_price,subtotal_price, total_tax,total_discounts,financial_status,currency,
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