Saturday, May 26, 2012

Integration Knowledge Modules (IKM)

Integration Knowledge Modules (IKM)

The IKM is in charge of writing the final, transformed data to the target table. Every interface uses a single IKM. When the IKM is started, it assumes that all loading phases for the remote servers have already carried out their tasks. This means that all remote source data sets have been loaded by LKMs into "C$" temporary tables in the staging area, or the source datastores are on the same data server as the staging area. Therefore, the IKM simply needs to execute the "Staging and Target" transformations, joins and filters on the "C$" tables, and tables located on the same data server as the staging area. The resulting set is usually processed by the IKM and written into the "I$" temporary table before loading it to the target. These final transformed records can be written in several ways depending on the IKM selected in your interface. They may be simply appended to the target, or compared for incremental updates or for slowly changing dimensions. There are 2 types of IKMs: those that assume that the staging area is on the same server as the target datastore, and those that can be used when it is not. These are illustrated below:
Figure 1-5 Integration Knowledge Module (Staging Area on Target)
Description of Figure 1-5 follows
Description of "Figure 1-5 Integration Knowledge Module (Staging Area on Target)"
When the staging area is on the target server, the IKM usually follows these steps:
  1. The IKM executes a single set-oriented SELECT statement to carry out staging area and target declarative rules on all "C$" tables and local tables (such as D in the figure). This generates a result set.
  2. Simple "append" IKMs directly write this result set into the target table. More complex IKMs create an "I$" table to store this result set.
  3. If the data flow needs to be checked against target constraints, the IKM calls a CKM to isolate erroneous records and cleanse the "I$" table.
  4. The IKM writes records from the "I$" table to the target following the defined strategy (incremental update, slowly changing dimension, etc.).
  5. The IKM drops the "I$" temporary table.
  6. Optionally, the IKM can call the CKM again to check the consistency of the target datastore.
These types of KMs do not manipulate data outside of the target server. Data processing is set-oriented for maximum efficiency when performing jobs on large volumes.
Figure 1-6 Integration Knowledge Module (Staging Area Different from Target)
Description of Figure 1-6 follows
Description of "Figure 1-6 Integration Knowledge Module (Staging Area Different from Target)"
When the staging area is different from the target server, as shown in Figure 1-6, the IKM usually follows these steps:
  1. The IKM executes a single set-oriented SELECT statement to carry out declarative rules on all "C$" tables and tables located on the staging area (such as D in the figure). This generates a result set.
  2. The IKM loads this result set into the target datastore, following the defined strategy (append or incremental update).
This architecture has certain limitations, such as:
  • A CKM cannot be used to perform a data integrity audit on the data being processed.
  • Data needs to be extracted from the staging area before being loaded to the target, which may lead to performance issues.

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