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Articles by Ahmed.
Drives automation and AI-led systems at ASSOSIATIX—building the workflows that keep commerce operations running without manual busywork.
Nov 4, 2026
Get Workflow Run Data: Flow's Single-Run Limit
- Automation & AI
- Apps & Product Engineering
Shopify Flow's Get workflow run data action reports on one run only. Here's how it differs from shop-wide error alerts and validation stops.
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Nov 3, 2026
Shopify's New Tool Migrates Billing API Apps to App Pricing
- Apps & Product Engineering
- Integrations & APIs
Shopify can now move Billing API subscriptions to App Pricing without re-approval — but usage caps and other features don't survive the move.
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Nov 2, 2026
Inside OpenAI's New Agent Session Settings
- Automation & AI
- Apps & Product Engineering
openai-node 7.46.0 added review, compaction, and time_awareness settings to Agent sessions, here's exactly what each one controls.
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Nov 1, 2026
Shopify Flow Automations, Now Agent-Managed
- Automation & AI
- Apps & Product Engineering
Shopify's AI Toolkit lets an external agent create, update, and run your store's Flow workflows, with write_automations gating direct API access.
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Oct 31, 2026
What OpenAI’s Decisions API Gained Between Beta and GA
- Automation & AI
Decisions API went GA with EU/US inference residency and prompt caching added since beta, plus a doubled per-request question cap. Here's what changed.
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Oct 30, 2026
Shopify Theme App Add-Ons: One App, One Theme, One Install
- Apps & Product Engineering
- Storefront Engineering
Shopify now lets theme developers bundle a storefront app with a Theme Store listing. Here's how the one-per-theme and ownership rules actually work.
Read articleOct 27, 2026
Pre-Warming OpenAI Agent Sandboxes: Three Timers
- Automation & AI
- Integrations & APIs
OpenAI's Agents API lets you pre-warm sandboxes for lower latency and now bills compute only during active turns — but three separate expiry timers still apply.
Read articleOct 26, 2026
Shopify Now Recalculates Taxes on Address Edits
- Operations & Fulfillment
- Integrations & APIs
Editing an unfulfilled order's shipping address now recalculates its taxes as of API 2026-10 — and apps must reconcile the resulting balance change themselves.
Read articleOct 25, 2026
Shopify's New Batch Fulfillment Has No API Yet
- Operations & Fulfillment
- Apps & Product Engineering
Shopify's new batch fulfillment groups up to 250 orders in the Admin UI, but there's no documented API for it. Here's what that means for automation.
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Oct 24, 2026
Shopify CLI Dropped --force — Here's What Replaced It
- Apps & Product Engineering
Shopify CLI 4.0 removed --force from app deploy. Here's exactly what --allow-updates and --allow-deletes now require from an unattended pipeline.
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Oct 23, 2026
OpenAI's New 12-Hour Prompt Cache, and When It Pays Off
- Automation & AI
OpenAI's Responses API now offers a 12-hour cache lifetime at 2.5x the write cost. Here's the rate math that decides whether it's worth it.
Read articleOct 21, 2026
Shopify Inventory Transfers Can Now Skip Origin or Destination
- Operations & Fulfillment
- Integrations & APIs
Shopify loosened its inventory transfer APIs in 2026-01. Here's exactly what became optional, what stayed draft-only, and how referenceName fits in.
Read articleOct 20, 2026
OpenAI Computer Use: Approving a Site Isn't Enough
- Automation & AI
- Apps & Product Engineering
OpenAI's computer-use tool makes your app approve every website origin an agent visits — but that approval doesn't cover what the agent does once it's there.
Read articleOct 19, 2026
Native Decisions Delegation Arrives in GPT-Live
- Automation & AI
OpenAI's GPT-Live can now call the Decisions API directly mid-call. Here's what native delegation handles, and what your application still has to do.
Read articleOct 18, 2026
Shopify's Split Shipping Deprecation: What 3PL Integrations Must Fix
- Operations & Fulfillment
- Integrations & APIs
Shopify is replacing split shipping with rate consolidation — and 3PL, OMS, and ERP integrations working at order level are most likely to break.
Read articleOct 17, 2026
Shopify Flow's Auto Shipping Labels: What Silently Skips
- Automation & AI
- Operations & Fulfillment
Shopify Flow can auto-buy shipping labels by condition, but the action silently skips orders assigned to a third-party fulfillment service.
Read articleOct 16, 2026
OpenAI's Build, Launch, Grow: What the New API Tiers Gate
- Automation & AI
- Integrations & APIs
OpenAI collapsed five usage tiers into three — Build, Launch, and Grow. Here's what each tier's threshold and rate limits mean for pipeline throughput.
Read articleOct 14, 2026
OpenAI's Decisions API Skips Generation for Routing and Scoring
- Automation & AI
OpenAI's new Decisions API returns typed probability answers instead of generated text — built for classification, routing, and scoring, not chat.
Read articleOct 13, 2026
OpenAI's Ultrafast Tier Is a Data-Residency Decision
- Automation & AI
OpenAI's new Ultrafast tier for GPT-6 Astra and GPT-6.1 Sol isn't just a speed upgrade — the two models ship different data-residency guarantees.
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Oct 12, 2026
What Gets Your Shopify Bundle-Size Exception Denied
- Apps & Product Engineering
Shopify's new bundle-size exception process spells out exactly which causes of UI extension bloat get approved — and which get an automatic no.
Read articleOct 11, 2026
Shopify's Market-Driven Shipping Delivery Profile Trap
- Operations & Fulfillment
- Integrations & APIs
- Apps & Product Engineering
API 2026-07 moves merchant shipping to Markets. deliveryProfile reads go stale, writes fail silently — what readers and writers must change.
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Oct 10, 2026
Flow Actions No Longer Hard-Fail on Config Changes
- Automation & AI
- Apps & Product Engineering
Shopify Flow no longer blocks workflows when an action's config fields change — your endpoint has to handle every version instead.
Read articleOct 9, 2026
Shopify Carrier Services No Longer Auto-Link to Shipping Profile
- Operations & Fulfillment
- Integrations & APIs
Shopify's 2026-10 API stopped auto-adding new carrier services to the General shipping profile — here's the silent failure mode and the fix.
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Oct 8, 2026
Shopify Checkout WebMCP: What Agents Can Actually Do
- Automation & AI
- Apps & Product Engineering
- Integrations & APIs
Shopify's new Checkout WebMCP tools let browser agents read, update, and submit checkout — but only after the buyer explicitly confirms the order.
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Oct 7, 2026
Shopify Functions Run in a Fixed Order During Checkout
- Apps & Product Engineering
- Integrations & APIs
Shopify Functions execute in a fixed 17-step order during checkout — and the resource limits every function shares, regardless of position.
Read articleOct 6, 2026
Shopify Functions: 5 to 25 Per API, Limits Unchanged
- Apps & Product Engineering
- Integrations & APIs
Shopify raised the active-function limit per API from 5 to 25. The per-execution resource ceiling didn't move — here's what that combination actually changes.
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Oct 5, 2026
Shopify's Physical Inventory Preview Adds Bins and Counts
- Operations & Fulfillment
- Integrations & APIs
Shopify's Physical Inventory feature preview adds bins, counts, and read-only purchase orders to the unstable Admin API, with explicit reconciliation math.
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Oct 4, 2026
Async Tools, Background Mode, Steering: Not the Same
- Automation & AI
OpenAI's Responses API has three different non-blocking features. Here's the mechanical difference between async tool calling, background mode, and mid-turn steering.
Read articleOct 3, 2026
What Shopify's AI Self-Review Actually Checks
- Apps & Product Engineering
Shopify's AI self-review checks App Store code requirements before you submit — but listing content, live behavior, and UX still need a human reviewer.
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Oct 2, 2026
Sidekick Can Now Invoke Intent-Only App Extensions
- Apps & Product Engineering
- Automation & AI
Shopify's Sidekick now surfaces app extensions that declare only intents — and an unconfigured shopify.app.toml can fail your next deploy.
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Oct 1, 2026
OpenAI Now Splits Rate Limits From Server Overload
- Automation & AI
- Integrations & APIs
OpenAI's API now separates slow_down 429s from server_is_overloaded 503s — and automation pipelines that treat them the same waste retries or get throttled.
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Sep 30, 2026
Shopify's Fulfillment Constraints Fail Open, Not Closed
- Operations & Fulfillment
- Apps & Product Engineering
Shopify's Fulfillment Constraints Function API blocks split shipments at checkout — but its own reference code fails open, not closed.
Read articleSep 29, 2026
Shopify's Dev Dashboard Now Shows Custom Apps' Webhook Health
- Apps & Product Engineering
Shopify extended Dev Dashboard health monitoring to custom apps on Sept 25. Here are the concrete failure-rate and response-time numbers worth alerting on.
Read articleSep 28, 2026
How OpenAI's Tool Search Defers Tool Definitions at Runtime
- Automation & AI
OpenAI's tool_search lets agents load only the function definitions they need at runtime, instead of every tool up front.
Read articleSep 27, 2026
OpenAI's Agents API: The Sandbox Decision First
- Automation & AI
OpenAI's Agents API is in public beta with a managed Codex harness. Before adopting it, teams need to weigh the sandbox choice and two compliance limits.
Read articleSep 26, 2026
Shopify's ID Tokens: What Your Backend Must Validate
- Apps & Product Engineering
Shopify renamed session tokens to ID tokens. Here's what a custom backend must validate — and how to handle expiry correctly.
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Sep 25, 2026
Shopify's Shipping Label Purchase API Is Asynchronous
- Operations & Fulfillment
- Integrations & APIs
Shopify's shippingLabelPurchase mutation only starts a label purchase — here's the polling pattern that keeps your fulfillment automation honest.
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Sep 24, 2026
Shopify App Pricing Killed Your Billing Webhooks
- Apps & Product Engineering
Managed Pricing is now Shopify App Pricing, and it doesn't send Billing API webhooks for subscription changes. Here's what app teams need to change.
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Sep 23, 2026
Shopify Flow's New Get Analytics Data Action
- Automation & AI
A new Shopify Flow action runs ShopifyQL queries on a schedule and turns the results into automation triggers, not just dashboard numbers.
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Sep 22, 2026
Ending Fulfillment's IN_PROGRESS Black Box
- Operations & Fulfillment
- Integrations & APIs
Shopify's new fulfillmentOrderReportProgress mutation lets 3PLs post status updates mid-fulfillment, plus two webhooks and stricter cancel/move errors.
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Sep 21, 2026
The Assistants API Is Gone: What to Rebuild
- Automation & AI
OpenAI's Assistants API sunset on August 26, 2026. Here's what automation pipelines actually need to rebuild for the Responses and Conversations APIs.
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Sep 20, 2026
Why AI Ad Creative Shouldn't Auto-Launch Without Review
- AI Automation
- Advertising
- Shopify
Generating ad creative with AI and auto-launching it to ad platforms are different risk levels that need different automation guardrails.
Read articleSep 17, 2026
Automating Shopify Returns Without Losing Margin to Refunds
- Shopify
- Operations
- Automation
- Retention
Shopify's native return flow handles the basics for free. Here's when to automate with Flow, and when an app like Return Prime or Loop earns its cost.
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