What the Superuser HQ team has learned building AI tools, rescuing stalled projects, and getting data to behave — practical reads for people doing the same.https://superuserhq.comen-sghttps://superuserhq.com/insights/enterprise-development-grant-explainedhttps://superuserhq.com/insights/enterprise-development-grant-explainedA plain-English guide to the Enterprise Development Grant: what it funds, who's eligible, the support levels, how it differs from the PSG, and the move to EDGE in 2026.Mon, 15 Jun 2026 00:00:00 GMTFundinghttps://superuserhq.com/insights/productivity-solutions-grant-explainedhttps://superuserhq.com/insights/productivity-solutions-grant-explainedA plain-English guide to the Productivity Solutions Grant: what it funds, who's eligible, the 50% support level and cap, how to claim, and the move to EDGE in 2026.Sat, 23 May 2026 00:00:00 GMTFundinghttps://superuserhq.com/insights/magento-to-shopify-migrationhttps://superuserhq.com/insights/magento-to-shopify-migrationThe danger in a Magento-to-Shopify move isn't the new platform. It's lost rankings, downtime, and mangled data. A practical playbook for doing it cleanly.Thu, 30 Apr 2026 00:00:00 GMTMigrationDeliveryhttps://superuserhq.com/insights/data-warehouses-without-the-sprawlhttps://superuserhq.com/insights/data-warehouses-without-the-sprawlA warehouse rots from accretion, not size. The structure and ownership that keep it trustworthy: deliberate layers, one definition per metric, and aggressive deprecation.Tue, 07 Apr 2026 00:00:00 GMTDatahttps://superuserhq.com/insights/small-teams-big-leveragehttps://superuserhq.com/insights/small-teams-big-leverageLeverage is not headcount. It is the coordination overhead a small team avoids and the tooling it lets compound. Why adding people often slows delivery, and what to do instead.Sun, 15 Mar 2026 00:00:00 GMTOperationsEngineeringhttps://superuserhq.com/insights/migrating-without-downtimehttps://superuserhq.com/insights/migrating-without-downtimeA migration fails at the cutover, not the rebuild. The techniques that let you move a live system without an outage — dual-running, backfill, and a rollback you have actually tested.Fri, 20 Feb 2026 00:00:00 GMTMigrationEngineeringhttps://superuserhq.com/insights/choosing-the-right-ai-modelhttps://superuserhq.com/insights/choosing-the-right-ai-modelThere is no single best AI model, only the right one for a given task. How to match model to job, why bigger isn't always better, and why you shouldn't marry one provider.Wed, 28 Jan 2026 00:00:00 GMTAIStrategyhttps://superuserhq.com/insights/what-good-instrumentation-looks-likehttps://superuserhq.com/insights/what-good-instrumentation-looks-likeMore dashboards is not more visibility. Good instrumentation tracks the events that answer real operational questions and alerts on the failures users actually feel — and ignores the rest.Mon, 05 Jan 2026 00:00:00 GMTDataOperationshttps://superuserhq.com/insights/data-warehouse-vs-data-lakehttps://superuserhq.com/insights/data-warehouse-vs-data-lakeMost businesses reach for a data lake when a warehouse, or less, is what they need. What each one is, and how to tell which the business actually requires.Sat, 13 Dec 2025 00:00:00 GMTDatahttps://superuserhq.com/insights/rescuing-a-stalled-software-projecthttps://superuserhq.com/insights/rescuing-a-stalled-software-projectFailing projects send signals long before the deadline is missed. The early warning signs, how to read them, and why the symptom is rarely the real problem.Thu, 20 Nov 2025 00:00:00 GMTDeliveryEngineeringhttps://superuserhq.com/insights/running-ai-agents-in-productionhttps://superuserhq.com/insights/running-ai-agents-in-productionA demo agent only has to look right once. A production agent has to be safe every time it acts. The guardrails that close the gap: bounded scope, least privilege, checkpoints, and observability.Tue, 28 Oct 2025 00:00:00 GMTAIOperationshttps://superuserhq.com/insights/single-source-of-truthhttps://superuserhq.com/insights/single-source-of-truthA single source of truth isn't a database you buy. It's the discipline of writing down what's true and keeping it that way, and AI is making it unavoidable.Sun, 05 Oct 2025 00:00:00 GMTDatahttps://superuserhq.com/insights/the-cost-of-skipping-testshttps://superuserhq.com/insights/the-cost-of-skipping-tests'We'll add tests later' trades a small cost now for a larger one later. What that deferred cost actually is, and how to spend testing effort where it pays rather than chasing a coverage number.Fri, 12 Sep 2025 00:00:00 GMTEngineeringQualityhttps://superuserhq.com/insights/ai-ready-data-foundationshttps://superuserhq.com/insights/ai-ready-data-foundationsMost AI ambitions run aground on the data, not the model. What 'AI-ready' really means: structure, movement, and a version of the truth you can trust.Wed, 20 Aug 2025 00:00:00 GMTDataAIhttps://superuserhq.com/insights/shipping-software-that-lastshttps://superuserhq.com/insights/shipping-software-that-lastsDurable systems come from boring decisions made consistently: small changes, a real test safety net, boring technology, and code written to be read. The habits that compound.Mon, 28 Jul 2025 00:00:00 GMTEngineeringhttps://superuserhq.com/insights/why-ai-projects-failhttps://superuserhq.com/insights/why-ai-projects-failThe demo is the easy part. Most AI initiatives stall in the move to production, on reliability, engineering, and oversight, not on the model itself.Sat, 05 Jul 2025 00:00:00 GMTAIStrategyhttps://superuserhq.com/insights/where-ai-actually-creates-valuehttps://superuserhq.com/insights/where-ai-actually-creates-valueThe most visible AI project is the worst place to begin. Start with a task where being wrong is cheap and the result is verifiable, then escalate from there.Thu, 12 Jun 2025 00:00:00 GMTAIStrategy