Datadog's Bits Testing, now in Preview, automates synthetic test generation and maintenance by exploring applications autonomously and identifying critical user journeys. It introduces two test modes: traditional discovery-based deterministic tests for stable workflows (checkout, login, APIs), and Goal-Based tests that store intended outcomes in natural language and adapt dynamically at runtime. Goal-Based tests are particularly suited for AI-powered apps, recommendation systems, and conversational interfaces where execution paths vary. Teams can combine both approaches to maintain stable coverage for backend workflows while handling frequently changing or nondeterministic frontend experiences.
Table of contents
Discover and generate synthetic tests automaticallyCreate Goal-Based tests for dynamic applicationsCombine deterministic and nondeterministic testing strategiesGet started with Bits Testing260 Impressions