Systems | Development | Analytics | API | Testing

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.

The financial services industry is experiencing a fundamental transformation. API-led banking is taking a more definite shape with more than 50% banks actively deploying APIs to support open banking frameworks and fintech collaboration. From centuries-old institutions to cutting-edge fintech challengers, financial organizations are embracing API-first architectures to deliver scalable, secure, and customer-centric experiences.

Modern AI teams want governed, low-latency access to operational data without hand-coding ad hoc services. This list analyzes the best API platforms for exposing Microsoft SQL Server to AI and LLM workflows, think RAG pipelines, function calling, and analytics copilots, through secure, performant APIs. It reflects DreamFactory’s perspective on what matters for production AI, while evaluating alternatives fairly.