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17.4.3 Comparison with CWM: Data Transformations


   The MDC-OIM Data Transformations metamodel, like its CWM counterpart, defines metadata that describes the processes that map and transform the contents of various source and target data stores. This might include, for example, the transformation of operational data to a normalized, relational representation or analysis-oriented store. Both also provide facilities whereby data lineage may be tracked across a series of transformations.

   There are, however, some fundamental differences between the two metamodels. In particular, the OIM Data Transformation model is specific to the OIM Database Schema model. In its current form, it can describe relational-to-relational transformations only, and has certain dependencies on the Database Schema package (for example, the CodeDecodeSet derives from Database Schema Columns).

   The CWM Transformation package, on the other hand, is more generalized and is not tied to any one particular data store or schema. This is because the CWM Transformation package describes transformational mappings in terms of the Object Model core metaclasses of Classifier and Feature. Hence, transformation mappings may be defined on any CWM metaclasses that derive from these metaclasses.

   For example, under CWM, Relational Tables and Multidimensional Dimensions derive from Object Model Class, respectively, and CWM Relational Columns and Multidimensional DimensionedObjects derive from Object Model Attribute, respectively. So the same Transformation metamodel can be used to describe both relational-to-relational mappings, as well as relational-to-multidimensional mappings.

   The CWM and MDC-OIM metamodels are most similar, however, in their overall representation of the transformation process. Both metamodels support the specification of transformations in terms of TransformationSteps, TransformationTasks, and dependencies or constraints between steps. Both support the generic specification of Transformation logic based on expressions; however, CWM Transformations can be specified using either an opaque expression (a textual string) or a tree-based expression structure (which comes from the CWM Foundation package’s Expression model). Using structured expressions further facilitates the tracking of transformation lineage.

   The historical records of transformations are modeled in similar ways in CWM and MDC-OIM. OIM’s StepExecution and ActivityExecution correspond to similar objects in the CWM Warehouse Operation package.