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Asked by Kumarnaik Last Modified
With proper understanding of its core concepts, IBM DataStage becomes a familiar ETL tool for effective data integration. Here are its concepts:
Core Concepts:
* ETL Process:
* DataStage is built in principle on the ETL process and includes:
* Extract: Pull data from any of source systems (databases,files,applications).
* Transform: Cleanse, manipulate and reconvert the data into the desired format.
* Load: Write the transformed data into target systems, data warehouses, and data marts.
* Stages:
* The "stages" are the building blocks of DataStage jobs. Each stage represents a single data processing function (for example, reading data, sorting data, and transforming data).
* DataStage provides a very broad range of stages for many different data integration tasks.
* Jobs:
* DataStage "job" is the sequence of interconnected stages where the flow of data from source to target has been defined.
* The graphical format is used for designing jobs. This allows the developer visualization of the data transformation process.
* Parallel Processing:
* DataStage is absolutely known for parallel processing; this allows it to work with very large amounts of data efficiently.
* It allows processing data across several nodes, thereby improving performance.
* Metadata:
* DataStage is concerned about metadata management which deals with the storing and managing information about data sources, targets, and transformations.
* This metadata is essential for data governance and data quality.
* DataStage Designer:
* This is the graphical user interface used for designing and developing a DataStage job.
* Sources and Targets:
* DataStage offers support for a wide variety of data sources and targets including:
* Relational databases (like Oracle, IBM Db2, and SQL Server).
* Sequential files (such as CSV, text files).
* Enterprise applications.
* Big data platforms.
* Data Transformation:
* Rich transformation capabilities including:
* Data cleansing.
* Data validation.
* Data aggregation.
* Data lookup.
* Formatting data.
Thus, IBM DataStage has built a robust platform to enable the strong foundations of data integration solutions, which are also scalable.
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