Systems | Development | Analytics | API | Testing

An agent in your stack reads tables and spends tokens. That has to land on a person, a department, a cost center. DreamFactory maps the agent onto an identity you already have: LDAP, OpenID Connect, SSO. Access and cost follow that person.

Someone adds a column. Six weeks later a consumer breaks. Schema Contracts are opt-in. Lock a table and you get a versioned hashed snapshot. Two knobs after that. Mode decides what promotes. None means no contract. Auto promotes additive drift and holds breaking. Strict holds everything for review. Runtime enforcement decides if the live API obeys the lock. Off is docs and drift only. Shape response strips extra fields. Strict also rejects writes that name a field you did not publish.

Want your API tests to stay accurate every time your OpenAPI spec changes? See how the SmartBear ReadyAPI MCP Server connects directly to Claude Code, so your API tests stay in sync with your OpenAPI spec without manual rework so you stay apace of change. In this walkthrough, Adrian Minnock, SmartBear Solutions Engineering Team Lead, configures the ReadyAPI MCP Server and connects it to Claude Code from the terminal. The demo also shows how ReadyAPI detects and repairs tests automatically after a spec change, then runs the new suite with ReadyAPI's own execution engine.

Appian’s unified platform brings together systems, and people, and AI agents to optimize processes and deploy AI with reliability and control. From IT and supply chain to finance and HR, Appian delivers AI automation for every department.

Today’s enterprises face immense pressure: scaling fast, staying compliant, and unlocking AI-driven insights—all while fighting siloed data and growing cloud complexity. There is a better way forward, and it starts with Cloudera’s vision for the cloud experience anywhere. Cloudera is the only data and AI platform that delivers the cloud experience anywhere—public clouds, data centers, and the edge—bringing unified security, governance, and control to data wherever it resides. Access 100% of your data for AI-driven insights and future-proof—not just modernize–your enterprise data strategy.