mabl's Quality Engineering Blog
Empower your team to build and release innovative software faster with AI-driven automation you can trust.

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Why Open Source Automation Isn't Always the Best Choice for Modern QA
Explore why open source automation can be costly for QA teams and learn when commercial tools deliver faster value, scalability, and support.
mabl Experience 2025 Speaker Highlight: Jyoti Kunal Shah
Learn how ADP's Playwright/Selenium solution handled AI quality, and discover its limitations. Gain a framework for your own build vs. buy strategy.
Key Advantages of Automation Testing in Fast-Paced DevOps
Discover how automation testing eliminates DevOps bottlenecks, enabling faster deployments, consistent quality, and continuous improvement.
Building Intelligent Pipelines with MCP Connector for Test Automation
Discover how MCP Connector transforms CI/CD pipelines into intelligent test automation systems. Learn strategies for smart test selection, adaptive validation, and faster releases.
Designing Robust MCP Tests for Multi-Agent AI Systems
Explore how to design robust MCP tests for multi-agent AI systems. Learn strategies for protocol compliance, state consistency, and validating user outcomes.
mabl Experience 2025 Speaker Highlight: Rostyslav Gordin and Gayathri Krishnan
Learn how Barracuda built a data-driven QA system. Get actionable tips to prove value, foster improvement, and achieve full test coverage.