MC Which statement is NOT CORRECT? An ETL process typically induces a certain measure of latency, so the timeliness dimension may suffer, with the data being slightly out of date. incorrect Analytics techniques are more and more used at the operational level as well by front-line employees. incorrect Setting up an MDM initiative involves a large number of steps and tools, including data source identification, mapping out the systems architecture, constructing data transformation, cleansing and normalization rules, providing data storage capabilities, monitoring and governance facilities, and so on. incorrect Process execution languages such as WS-BPEL aim at managing only the control flow. correct MC Which statement is NOT CORRECT? The control flow perspective of a business process specifies the correct sequencing of tasks (e.g., a loan offer can only be made when the credit score has been calculated). incorrect In a service oriented context, there is a tendency to physically integrate services with the purpose of task coordination with services that perform the actual task execution and services that provide access to the necessary data. correct The data flow perspective of a business process focusses on the inputs of the tasks (e.g., the interest rate offered depends on the credit score). incorrect Process integration is to integrate and harmonize the various business processes in an organization as much as possible. incorrect MC Which statement is NOT CORRECT? The control flow perspective of a business process specifies the correct sequencing of tasks (e.g., a loan offer can only be made when the credit score has been calculated). incorrect Besides the traditional set-up with ETL and a data warehouse, data lakes can also be considered an implementation of the consolidation pattern. incorrect The federation pattern typically follows a push approach. correct Analytics techniques are more and more used at the operational level as well by front-line employees. incorrect MC Which statement is NOT CORRECT? An important disadvantage of the consolidation approach is that it does not cater for historical data. correct The essence of data consolidation as a data integration pattern is to capture the data from multiple, heterogeneous source systems and integrate it into a single persistent store (e.g., a data warehouse or data mart). incorrect An ETL process typically induces a certain measure of latency, so the timeliness dimension may suffer, with the data being slightly out of date. incorrect Besides the traditional set-up with ETL and a data warehouse, data lakes can also be considered an implementation of the consolidation pattern. incorrect MC The federation pattern typically follows... a pull approach correct a push approach incorrect MC Which statement is NOT CORRECT? Contrary to a federated database as offered by basic EII, data virtualization does not impose a single data model on top of the heterogeneous data sources. incorrect Data virtualization extensively uses data consolidation techniques such as ETL. correct In many real-life contexts, a data integration exercise is an ongoing initiative within an organization, and will often combine a variety of integration strategies and approaches. incorrect Data virtualization isolates applications and users from the actual (combinations of) data integration patterns used. incorrect MC Which statement is NOT CORRECT? In many real-life contexts, a data integration exercise is an ongoing initiative within an organization, and will often combine a variety of integration strategies and approaches. incorrect Contrary to a federated database as offered by basic EII, data virtualization does not impose a single data model on top of the heterogeneous data sources. incorrect Data virtualization extensively uses data consolidation techniques such as ETL. correct Data virtualization isolates applications and users from the actual (combinations of) data integration patterns used. incorrect MC The federation pattern typically follows... a push approach incorrect a pull approach correct MC Enterprise Application Integration (EAI) and Enterprise Data Replication (EDR) are examples of... data propagation. correct data federation. incorrect data consolidation. incorrect data virtualization. incorrect MC Ideally, data integration should include... both processes and data. correct only processes. incorrect only data. incorrect