This approach is tedious work without the control of what the developer wrote. Following any methodology and architectural principles is entirely dependent on the developer's level of awareness and self-control. In this variant take into account that debugging each stage can take up to two hours. When implementing the framework it is enough to go to the interface or modeling tool to create the data model and click the generate script button to load the data into the raw and detailed layers. Then you can move on to the final stages required by the business such as creating data marts creating reports creating algorithms. The introduction of the framework first reduces the requirements for employee qualifications.
No need to hire experienced developers You can offload whatsapp mobile number list work to regular analysts without special training. He just needs to understand from which source system the data can be obtained and where it needs to be placed. Obviously analysts may not be able to implement some complex scenarios but this should have been considered on an individual basis. We have also significantly reduced time to market. In all simple scenarios you can reduce the time it takes to set up data loading compared to the option of writing everything manually.
In this way, we will improve the quality in the process of industrial operation without mistakes and shortcomings. Our framework has an internal system for monitoring the download process including log generation and calculation of download progress metrics. Metrics record the number of downloaded rows and the download time from the source system to the target system. All of these metrics can be viewed in reports. If there is any problem the admin can check if everything is loaded and if there is any problem he will understand why and start reloading the data. Real-time framework With the help of the real-time framework you can calculate any metric in near real-time. Simply enter the formula into the interface to complete the calculation.
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