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DataOps (data operations) brings together DevOps teams with data engineers and data scientists to provide the tools, processes, and skills to enable the data-driven enterprise. ....
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shutterstock When you work with large-scale data, it’s important to “…know when to hold ‘em, know when to fold ‘em…”. Most modern businesses rely on large-scale data, so it’s natural to focus on the best ways to quickly ingest and store huge amounts of data. But people often overlook how to delete data in very large-scale systems. It may sound simple, but it becomes a non-trivial task when data sets are in the tens of terabytes to petabyte or even exabyte scale. The challenge of deleting large-scale data is a widespread issue that can have significant consequences if not done properly. For example, think about the ramifications of not following auditing requirements concerning data deletions mandated in the GDPR or California’s equivalent, CCPA. Even when data is deleted for more mundane reasons, such as freeing up resources, the process can have a negative impact on critical operations if a system is not built with specific mechan ....