modularity is the process of writing reusable code structures to help you keep your job consistent in terms of size and functionalities. your etl process should be implemented in a way that ensures its scalability to allow your project to adapt to the growing volume of data. recovery and restartability address the capability of the workflow to resume after an error. thanks to lineage, we can guarantee the integrity of the data and the process that extracted and loaded it into your database.
your system should be designed to check for errors and to support auditing of your primary metrics (like the number of rows processed). your developer will ensure that all the moving parts of your workflow come together to deal with the different nature, frequency, and cadence of your source data. selecting the best etl tool will only be the first step to ensure your end data is reliable and relevant to your goals. your developer needs to balance the robustness of the data pipeline and its development cost.
all major etl tool vendors agree that the early identification of risks and bottlenecks is crucial. you can use best input on optimizing or reducing the cost of your etl and business intelligence costs by learning how to “see” your needs clearly and then management the movement of your data from both internal and external sources to a structure that drive better and more intelligent business decisions. a word to the wise; drop out the data you don’t use and partner with a team that bases their reputation and business success on doing it right .
. each time and all of the time. as teams of proven professionals that support you with data integration services, custom application development, and enterprise and strategic planning solutions we have only one purpose; creation and delivery of solutions that give you utmost confidence in your data-driven decisions. call us to start a conversation that can enhance your data management investment while you make savvy asset management decisions.
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