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Integrations & Custom Systems

ERP, 3PL, accounting and product data: how the systems behind the store connect, what breaks between them, and who owns each break.

Integrations & Custom Systems

Medallion architecture for AI: Bronze, Silver and Gold explained

Design medallion architecture for AI training, RAG and analytics. Learn how data layers, quality gates, access rules and ownership support production systems.

Rizwan Qaiser · Oct 6, 2026 · 10 min read
A layered data platform moves source records through Bronze, Silver and Gold zones to governed business data products.
A graphic of an interconnected web of nodes, similar to a neural network, set against a blue background. The nodes represent different data points or systems, and the lines connecting them symbolize APIs as a seamless, organized network for communication and data flow. Surrounding the web are abstra

Integrations & Custom Systems

Shopify API rate limits, retries and API automation

API automation means two systems trade records over their published interfaces, so an order is entered once and read everywhere. It holds when every write is safe to repeat, every call stays inside the rate limit, and a daily job re-checks what the live events missed.

Eisha FaisalSep 24, 2025
8 min read
Illustration of a tangled ball of lines transforming into a neat circle, symbolizing turning complex automation jargon (API, JSON, triggers) into simple workflows using n8n.

Integrations & Custom Systems

n8n Automation Without Coding: A True Story

I never thought two days could feel like an entire season of highs, lows, and plot twists. But that’s exactly what our hackathon at Autonomous turned out to be.​ Stepping into day one I felt equal parts excitement and dread. Excitement because we live and breathe automation as a company, and dread b

Musfirah AslamSep 18, 2025
5 min read
A 3D image of three interconnected gears in blue, light blue, and pink against a dark blue background. To the right, n8n logo The image represents automation, workflow, and interconnected systems.

Integrations & Custom Systems

How to self host n8n, and what it costs you in hours

Self host n8n when one named person owns the server, the backups and the upgrade path. If nobody owns those three jobs, n8n Cloud is cheaper than the outage. Here is the setup, the licence limit, the server size, and what Shopify does to your order sync while the box is down.

Eisha FaisalSep 8, 2025
8 min read
A 3D graphic of two interlocking gears. An arrow cycles around them, symbolizing a continuous workflow or process. Inside the larger gear, there's an abstract branching diagram.

Integrations & Custom Systems

n8n automation: how to use n8n for your first workflow

Workflow automation starts with one handoff you re-key by hand, not a plan for the whole store. Here are the n8n nodes that build it, the Shopify limits it has to live inside, what breaks in the first week, and who owns the fix.

Eisha FaisalSep 1, 2025
7 min read
Databricks vs Apache Spark: How to Choose (Without Wasting $50K)

Integrations & Custom Systems

Apache Spark vs Databricks: cost, ownership, verdict

Apache Spark is the open-source engine. Databricks is a managed platform that runs it. Compare the two on cost, cluster operations and governance, and find the point where running Spark yourself stops being cheaper.

Rizwan QaiserJan 7, 2025
9 min read
AI-Powered Efficiency: Transforming Enterprise Workflows with Memox

Integrations & Custom Systems

AI-Powered Efficiency: Transforming Enterprise Workflows with Memox

In today’s fast-paced digital world, companies must adapt quickly. Large enterprises are constantly seeking innovative solutions to enhance their operations. Specifically, leaders want to improve decision-making and deliver exceptional customer experiences. One groundbreaking innovation is the appli

Rizwan QaiserMar 8, 2024
4 min read
Programmatically Create an Ethereum Wallet With Python and Infura

Integrations & Custom Systems

Programmatically Create an Ethereum Wallet With Python and Infura

If you’re a Python developer, you’ve probably noticed that there’s a lack of straightforward tutorials on how to create a wallet for Ethereum—especially ones that don’t assume you’re a blockchain expert. I ran into the same problem. So I rolled up my sleeves, figured it out, and now I’m sharing the

Rizwan QaiserJul 5, 2022
3 min read

Shopify revenue should not disappear into the stack.

Run the free diagnostic to identify conversion, performance, and measurement leaks before you scope an engineering engagement.

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