Allure
allure-pytest is the pytest plugin for Allure Report. Use @allure.step, @allure.epic, @allure.feature, and allure.attach to annotate your Python tests and generate interactive HTML reports with history, attachments, and step details. Key Takeaways Install allure-pytest and allure-commandline. The Python package generates results; the Java
Prefect
Prefect 2 has a developer-friendly testing story. Flows and tasks are plain Python functions with decorators — you can call them directly in tests, run them with local storage instead of remote infrastructure, and control state management without spinning up Prefect Cloud. This guide covers the full testing surface: task
Apache Airflow
Apache Airflow DAGs fail in production in ways that no amount of YAML linting will catch. A DAG that imports correctly can still fail to load in the scheduler. A task that works in isolation can deadlock in the context of a specific execution date. An operator that runs fine
Testing
Syrupy is the most popular snapshot testing plugin for pytest. It stores snapshots in __snapshots__/ directories alongside your test files, uses YAML-like .ambr format for human-readable diffs, and integrates with pytest's assertion rewriting for clear failure messages. This guide covers installation, writing snapshot tests, updating snapshots,
Embedded Systems
Embedded systems testing has a reputation for being painful — manual probe sessions, proprietary test frameworks, and tests that only run on physical hardware. Python and pytest change the equation. You can write expressive, maintainable tests that run against real hardware or simulators, integrate with CI, and give embedded teams the