
Legacy Software Modernization in the AI Era
How AI changes the economics of legacy modernization, and why architecture, data ownership, and incremental migration still matter.
Read article →The field journal
Practical architecture decisions, tradeoffs, and operating lessons from software that has to survive business change.
Browse all topics →Showing 5 of 38 articles
Latest writing

How AI changes the economics of legacy modernization, and why architecture, data ownership, and incremental migration still matter.
Read article →Diagnose Shopify-to-NetSuite failures by tracing order evidence, separating rejected and uncertain writes, and choosing a safe recovery action.
Build a NetSuite SuiteQL report for partially fulfilled sales orders by calculating ordered, fulfilled, and pending quantities at the line-item level.
Use SuiteQL to connect NetSuite item fulfillments back to sales orders, fulfillment lines, shipment packages, tracking numbers, and carrier metadata.
Learn how to query NetSuite sales orders and line items with SuiteQL, including order number search, line joins, status labels, and pending fulfillment filters.