Blog.
Practical Shopify guides on search, collection sorting, supplier feeds and performance, plus React and DevOps lessons from Muhammad Saad’s projects.
Shopify Collection Sorting for Large Catalogs
Choose Shopify collection sorting rules for a large catalog, compare built-in options with automation, and use a practical checklist before approving changes.
Shopify Search Revenue: What Should Get Credit?
Check Shopify search revenue with a mixed-basket example and a checkout test worksheet covering discounts, tracking gaps and which products should get credit.
Is Shopify Search & Discovery Enough for Your Store?
Decide whether Shopify Search & Discovery, a search app or custom work fits your store using real queries, a trial worksheet and clear acceptance checks.
Shopify Product Imports: What to Check Before You Approve
Before approving a Shopify product import, check your descriptions, variants, images and unfinished items with this practical checklist for store owners.
Shopify Stock Reconciliation: Suppliers and Your Warehouse
Reconcile Shopify supplier availability with your own warehouse stock using location ownership, inventory states, and a practical discrepancy review worksheet.
Shopify Inventory Integration: A Developer Brief
Prepare a Shopify inventory integration brief with supplier samples, stock ownership, acceptance criteria, and support responsibilities before hiring a developer.
Shopify Supplier Sync: App or Custom Integration?
Choose a Shopify supplier sync app or custom integration with a practical decision worksheet covering stock ownership, feed failures, approvals, and support.
GitHub Actions to k3s: Deploy GHCR Images by Commit SHA
Trace a GitHub Actions release through GHCR and k3s with commit tags, image digests, rollout checks, and a rollback record tied to the application.
Shopify Metafield Filters Not Showing? A Diagnostic Checklist
Diagnose missing Shopify metafield filters by checking collection size, theme support, field values and market settings with a repeatable test worksheet.
Shopify Search Synonyms for Beauty and Fragrance Stores
Fix beauty-store search synonyms with a practical query worksheet, checks for predictive results, and tests that preserve shade and fragrance differences.
Exit Code 137 in Kubernetes: Debugging OOMKilled Pods
What exit code 137 means, how it differs from 143, and how to diagnose OOMKilled pods before raising memory limits on a small k3s cluster.
Lazy-Load Shopify Search Widgets Without Losing Input
Use the SwiftSearch loader pattern to defer a Shopify search interface, preserve typed input, avoid duplicate setup, and keep search working if loading fails.
Shopify Automated Repricing: A Cost-Floor Checklist
Set up Shopify repricing with verified supplier costs, a minimum-price audit, and review rules for missing costs, suspicious comparisons, and stale plans.