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Thursday, February 24, 2011

Aggregation with out Informatica Aggregator

Since Informatica process data row by row, it is generally possible to handle data aggregation operation even without an Aggregator Transformation. On certain cases, you may get huge performance gain using this technique!

General Idea of Aggregation without Aggregator Transformation

Let us take an example: Suppose we want to find the SUM of SALARY for Each Department of the Employee Table. The SQL query for this would be:

SELECT DEPTNO,SUM(SALARY) FROM EMP_SRC GROUP BY DEPTNO;

If we need to implement this in Informatica, it would be very easy as we would obviously go for an Aggregator Transformation. By taking the DEPTNO port as GROUP BY and one output port as SUM(SALARY the problem can be solved easily.

Now the trick is to use only Expression to achieve the functionality of Aggregator expression. We would use the very funda of the expression transformation of holding the value of an attribute of the previous tuple over here.

But wait... why would we do this? Aren't we complicating the thing here?

Yes, we are. But as it appears, in many cases, it might have an performance benefit (especially if the input is already sorted or when you know input data will not violate the order, like you are loading daily data and want to sort it by day). Remember Informatica holds all the rows in Aggregator cache for aggregation operation. This needs time and cache space and this also voids the normal row by row processing in Informatica. By removing the Aggregator with an Expression, we reduce cache space requirement and ease out row by row processing. The mapping below will show how to do this


Sorter (SRT_SAL) Ports Tab

Now I am showing a sorter here just illustrate the concept. If you already have sorted data from the source, you need not use this thereby increasing the performance benefit.
Expression (EXP_SAL) Ports Tab
Image: Expression Ports Tab Properties

Sorter (SRT_SAL1) Ports Tab


Expression (EXP_SAL2) Ports Tab


Filter (FIL_SAL) Properties Tab


This is how we can implement aggregation without using Informatica aggregator transformation.

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