Articles
Page 2 of 6Practical guides on automation, ecommerce optimisation, and data engineering by Fawad Hussain Syed.
Open-Source AI Agent Workflows: 8 GitHub Repos You Can Run This Week
Eight maintained open-source repos that implement complete AI agent workflows, from invoice processing and support triage to voice, coding, and browser agents, with what each one teaches and how to adapt it to your own stack.
AI Agent Examples: Real Workflows That Read, Decide, and Act
Practical AI agent examples from support, finance, engineering, ecommerce, and voice, each traced as a workflow: what the agent reads, which tools it calls, where a human signs off, and the open-source code you can start from. Every figure is linked and labelled by source.
Text-to-SQL Dashboards: Conversational Analytics Without a BI Team
Let non-technical people ask ecommerce data questions in plain English and get correct, governed answers. The trick is constraint — a semantic layer, read-only guardrails, SQL validation and result checks — not a bigger model.
AI Product Descriptions at Scale: A Shopify Bulk Generation Pipeline
A practical pipeline for generating on-brand, SEO-aware product descriptions in bulk for a Shopify catalogue using an LLM — grounded strictly on real product data, machine-checked claim by claim, gated by human review, and measured honestly.
n8n vs Make vs Custom Python: When to Stop Using No-Code Automation
A senior, honest comparison of n8n, Make, and custom Python for automation — where each genuinely wins, the real cost curves, and a clear framework for knowing when you have outgrown no-code and should graduate to code.
DuckDB for Ecommerce Analytics: Skip the Warehouse for Datasets Under 100GB
Most ecommerce stores never outgrow a laptop. DuckDB runs columnar analytics in-process over Parquet, CSV and Postgres with zero infrastructure — killing the cost and ops of a cloud warehouse for anything under roughly 100GB.
Build a Shopify MCP Server: Let an AI Agent Run Your Store Operations
A practical guide to building a Model Context Protocol server that exposes Shopify operations as governed tools an AI agent can call safely — with scopes, guardrails, rate-limit awareness and an audit log on every action.
Stockout Prevention with Automated Alerts for Ecommerce Teams
Prevent stockouts with automated alerts that watch inventory levels, reorder thresholds, and fulfillment delays so ecommerce teams can act before sales are lost.
Multi-Store Ecommerce Reporting Architecture for Growing Brands
Design reporting for multiple Shopify stores without mixing metrics by using a shared architecture for store identities, GraphQL syncs, and governed summary layers.
Shopify Inventory and Fulfillment Sync Pipelines That Stay Stable
Build stable Shopify pipelines for orders, inventory, and fulfillments using event-driven syncs, retry-safe processing, and clear ownership between store operations and downstream systems.
Shopify GraphQL Automation: Cost Limits, Bulk Jobs, and Safer Syncs
Build faster Shopify automations with the current GraphQL Admin API pattern: versioned endpoints, query cost limits, userErrors, and bulk operations for large store syncs.
Data Contracts for APIs and Pipelines: Stop Schema Drift Early
Prevent broken pipelines by defining data contracts for API payloads, transformations, and downstream dashboards so schema drift is caught before it reaches production.