Field notes
What we learn building data systems, written down.
Practical notes on scraping, AI, e-commerce data and security — from the projects we run, not from a content calendar.
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5 ARTICLESAI
Is artificial intelligence accessible to businesses of all sizes?
Yes — but the cost has moved from the model to the data feeding it. Here is where the budget actually goes.
28 Jul 2026 · 6 min readAIHow to get started with AI in your company without rebuilding it
Start with the data you already have, pick one repetitive decision, and measure it before you automate anything else.
14 Jul 2026 · 5 min readE-commerceKeeping a Shopify catalog in sync with suppliers who change daily
Stock, price and variant drift is a data problem before it is a store problem. A practical sync architecture.
30 Jun 2026 · 7 min readSecurityWhat a security assessment should actually give you
A list of 200 findings is not a report. A prioritized plan with owners and dates is.
18 Jun 2026 · 6 min readDataBuilding training datasets with provenance you can defend
Where the record came from, when, and under what terms. If you cannot answer that, the dataset is a liability.
02 Jun 2026 · 9 min readNewsletter
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