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Stairway to Reliable Database Deployments Level 6 – Managing Changesets Over Time

As database changesets accumulate over time, they gradually become more than deployment artifacts. This level explores how a well-organized changeset library evolves into a replayable representation of the database’s structural history, supporting not only reliable deployments but also reconstruction, auditing, and long-term maintainability. Through practical examples and a real-world case study, it shows why maintaining coherent Create and Rollback scripts continues to provide value long after a successful production deployment.

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The best AI developer tools in 2026: from coding agents to code review

AI developer tools have matured fast. In 2026, most engineering workflows touch at least one AI coding agent, code reviewer, or research assistant — but the right combination depends heavily on your team size, codebase, and tolerance for setup overhead. This guide breaks down the tools actually worth using across three categories: research and architecture, day-to-day development, and code review, based on real, hands-on experience.

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Question of the Day

The Data API Builder MCP Server Tools

The Data API Builder MCP Server, v2.x, includes a number of tools. What actions can these tools perform in your database?

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