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A PreAggregation Strategy Towards Reduction on Job Completion Time in Stream Process Systems Breno Fanchiotti Zanchetta Federal University of Rio Grande do Sul Institute of Informatics Room 205 ZIP 15.064 91.501970 Porto Alegre RS Brazil bfzanchetta@hotmail.com bfzanchetta@gmail.comAbstract A very essential part of science of Big Data is called streaming, and treats a very smallsized data called Stream, and possesses real real time processing requirements. There are several economic
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How to fill out a pre-aggregation strategy towards

01
Identify the data sources that will feed into the pre-aggregation process.
02
Define the key metrics and dimensions that will be aggregated.
03
Establish a data governance policy to ensure data quality and consistency.
04
Design the aggregation logic, including any calculations or transformations needed.
05
Select appropriate tools and technologies for implementing the pre-aggregation strategy.
06
Set up data pipelines to automate the pre-aggregation process.
07
Conduct testing to validate the accuracy of aggregated data.
08
Document the pre-aggregation strategy for future reference and training.

Who needs a pre-aggregation strategy towards?

01
Data analysts who require summarized data for reporting.
02
Business intelligence teams looking to optimize data retrieval times.
03
Organizations that deal with large volumes of data and need to improve performance.
04
Decision-makers who rely on quick insights from complex datasets.
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Developers implementing data-driven applications that need efficient data structures.
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A pre-aggregation strategy is a method used by organizations to consolidate and organize data before it is aggregated for reporting or analysis purposes.
Organizations that deal with large datasets or require data consolidation for regulatory compliance or analytical purposes may be required to file a pre-aggregation strategy.
To fill out a pre-aggregation strategy, organizations should collect relevant data, outline their aggregation methods, specify the tools used for aggregation, and document the processes followed to ensure accuracy and compliance.
The purpose of a pre-aggregation strategy is to streamline data management processes, enhance data accuracy, ensure compliance with regulatory requirements, and facilitate efficient reporting and analysis.
The information that must be reported includes data sources, aggregation methodologies, responsible personnel, compliance measures, and any assumptions or limitations related to the aggregation process.
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