A Builder's Guide to Data Licensing
Access is not permission. Before treating a dataset as a product input, document the rights you have to store, transform, combine, serve, and commercialize it.
Access is not permission. Before treating a dataset as a product input, document the rights you have to store, transform, combine, serve, and commercialize it.
GitHub stores the code. Vercel runs the application. For many web-based microproducts, that is enough deployment architecture to get a product into users' hands.
Modern data infrastructure is not a list of products. Reason from product constraints before choosing a warehouse, orchestrator, or lakehouse.
Phase 2 of the playbook: execute, validate quality, and deliver a usable MVP.
Phase 1 of the playbook: validate opportunity and architecture before building.
Phase 3 of the playbook: own distribution, learning, and iteration after launch.
A thoughtfully crafted quality strategy improves velocity instead of trading it away: how spec-driven development and shift-left QA reduce entropy across the SDLC.
A decision framework for releasing microproducts that informs prior phases of development.
Chat is an interface; a ticket is a unit of work. As agentic development matures, software engineering should move from chat-first development toward ticket-based development.