Developing and maintaining your data pipelines
Finally, let’s learn how to grow and maintain data pipelines. Your requirements and demands for data are always changing based on your company’s growth, market behaviors, business matters, technological shifts, and more. To meet the requirements and demands for data, you need to develop and update your data pipelines in a short period. Additionally, you need to care about the mechanism for detecting problems in your data pipeline implementations, safe pipeline deployment to avoid breaking your pipelines, and so on. For these considerations, you can apply the following system and concepts to your data pipeline development cycles. These are based on DevOps practices:
- Version control systems (VCSs): You can track changes, roll back code, trigger tests, and so on. Git is one of the most popular VCSs (more precisely, a distributed VCS).
- Continuous integration (CI): This is one of the software practices for building...