Steps to design your data pipeline
Similar to building a structure, designing a data pipeline requires careful planning, a solid foundation, and the proper tools and materials. In the realm of data engineering, the blueprint represents your design process. This section will guide you through the essential steps involved in designing a reliable and efficient data pipeline, from gathering requirements to monitoring and maintenance:
- Requirement gathering: The initial step in designing a data pipeline is to comprehend what you are building and why. Collect business and data requirements to comprehend the project’s scope, objectives, and limitations. For example, to increase sales, an online retailer wants to analyze customer behavior. The data requirements may specify the use of real-time analytics, while the business requirements may include the monitoring of customer interactions.
- Identify data sources: Once you have determined what you require, determine where to...
