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Learn what data orchestration is and how it differs from ETL. Explore example data orchestration workflows and top tools to automate your data workflows.

DreamFactory 7.4.4 is a significant release for teams connecting AI agents to enterprise databases through the Model Context Protocol (MCP). The new _spec endpoint gives LLMs a complete understanding of any database schema in a single API call. Custom MCP tool definitions let admins extend their MCP server beyond built-in database operations. And new per-tool toggle controls with role-based service discovery bring the governance enterprises need before deploying AI-database integrations to production.

Every QA in global releases tells two stories: the one the teams plan for and the one users experience. And often, those stories don’t match.

A $25 billion Fortune 500 medical device company, Stryker, was targeted by an Iran-linked hacker group that claimed to have wiped over 200,000 servers, mobile devices, and other systems, forcing the company to shut down offices in 79 countries. The medical technology industry has been hit hard by this huge problem. It's a stark warning that even the largest names in the business world can be hit by clever wiper malware.

An outdated build environment can slow down your team, introduce security risks, and cause hard-to-debug issues. With our upgraded Linux stacks, you get a faster, more secure, and fully maintained build environment: so your team can focus on shipping great apps, rather than managing infrastructure.

Regression testing is a software testing process that ensures your existing features, designs, and dependencies continue to work as expected after changes or updates are made to your codebase. It detects unintended bugs or breaks introduced by modifications like new features, bug fixes, or configuration changes. Each new change introduces a risk of breaking existing functionality, potentially causing shipping delays or launch postponements.

Django is well known for being used to develop servers for HTTP connections and requests for applications. Unfortunately, when building Django chat app or any chat app that requires the connection to remain open for a two-way connection, using an HTTP connection is inefficient. WebSockets provide a means of opening a two-way connection between the client and the server so that all users connected to the open network can get related data in real time.

Modern software teams ship faster than ever. Releases are frequent, systems are increasingly distributed, and testing environments can be unstable. At the same time, maintaining large sets of manual and automated tests becomes difficult as applications grow. Without a structured approach, testing quickly becomes reactive instead of strategic. This is where the Software Testing Life Cycle (STLC) plays a critical role.