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What is a Virtual Data Pipeline?

A virtual data pipeline is a set of processes that takes raw data from sources and converts it into an actionable format for consumption by applications. Pipelines can be utilized for a variety of reasons, such as analytics, reporting and machine learning. They can be configured to run data on a regular basis or at any time. They can also be utilized for real-time processing.

Data pipelines can be complicated with many steps and dependencies. Data generated by a single application can be fed to multiple pipelines which feed additional applications. It is essential to be able to track the processes and their interactions to ensure that the pipeline functions properly.

Data pipelines are employed in three different ways: to accelerate development, improve business intelligence, as well as reduce risk. In each of these cases it is the intention to https://dataroomsystems.info/should-i-trust-a-secure-online-data-room gather a large amount of data and convert it into a form that can be used.

A typical data pipeline consists of the series of transformations, including filtering and aggregation. Each stage of transformation may require a different data store. After all transformations are completed, the data is pushed into the destination database.

To cut down on the time needed to transfer and capture data Virtualization technology is often used. This allows the use of snapshots and changed-block tracking to capture application-consistent copies of data in a much faster way than traditional methods.

IBM Cloud Pak for Data powered by Actifio permits you to deploy a data pipe quickly and easily. This will facilitate DevOps and speed up cloud data analysis and AI/ML efforts. IBM’s patented virtual data pipeline solution offers a multi-cloud copy management system that allows development and test environments to be decoupled from production environments. IT administrators can swiftly enable test and development by setting up masking copies of databases on premises using an easy-to-use GUI.

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