Systems | Development | Analytics | API | Testing

‘API governance’ can sound like an intimidating concept. When I started as a solutions engineer at SmartBear in 2018, it took me a while to wrap my head around what exactly API governance entails and even longer to be able to explain it clearly and simply to our customers.

Have you ever ended a testing cycle and been disappointed to discover that a critical requirement had not been tested or had even been implemented? If so, you are not alone. It’s a common problem for software projects, especially when they become complicated. Identifying which requirement was tested and validating what was not tested seems like an insurmountable challenge, and that’s where a traceability matrix becomes important.

If you’ve built REST or GraphQL endpoints from Microsoft SQL Server, the next hurdle is publishing clear, accurate, and secure documentation. This list spotlights the best tools to document SQL Server–backed APIs in 2025. It reflects DreamFactory’s perspective on the market and how teams actually ship docs at scale. We prioritize products that either generate OpenAPI from SQL Server automatically or excel at turning existing specifications into collaborative, developer-friendly portals.

Everyone's telling you to innovate faster with AI. Move quicker. Ship more features. Deploy more agents. But before we sprint headlong into the AI revolution, we need to have a proper dollars-and-cents conversation that most companies are avoiding. Disclaimer: Statistics cited in this post were reported in the 2025 State of AI Cost Governance Report by Mavvrik. The data is stark: 84% of companies report more than a 6% hit to gross margin from AI costs.

We are excited to announce the general availability of WSO2 Identity Server 7.2! This release is a direct response to the massive industry shift toward autonomous artificial intelligence (AI) agents and the growing complexity of business-to-business (B2B) identity. Version 7.2 solidifies our position as a leader in comprehensive customer identity and access management (CIAM) and modern access management by delivering crucial new features that secure your digital future and maximize developer velocity.

In the field of statistics and data analysis, comparing means is a frequent endeavor—whether that means testing the effectiveness of a new drug or analyzing average student scores before and after a training program. In reaching these means accurately, analysts typically use two tests — the Paired t-test and the Unpaired t-test. Although both compare means, they are used in completely different situations. Let’s understand what they are, how they differ, and when to use each.

Secure SQL Server integration now powers everything from transactional APIs to real-time analytics. This guide evaluates leading platforms that connect, govern, and scale Microsoft SQL Server across cloud, on-premises, and hybrid estates. We prioritize security, deployment flexibility, and time-to-value—core to DreamFactory’s approach to instant, governed API access for SQL Server and other data sources.

In January 2025, the OAuth 2.0 Security Best Current Practice became RFC 9700 (RFC 9700 - Best Current Practice for OAuth 2.0 Security). This technical milestone symbolizes a broader transformation. APIs are no longer just developer tools---they're regulated infrastructure powering everything from AI agents to telecom networks. The numbers tell a compelling story.

Every software project carries hidden landmines — from integration failures that break the build to last-minute requirement changes that throw months of work off schedule. These are not just mistakes; they are risks — uncertain events that can derail your project’s timeline, cost, or quality. In today’s world of rapid releases, distributed teams, and microservice architectures, software complexity has skyrocketed.