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CGEIT · Question #671

An enterprise plans to implement a business intelligence tool with data sources from various enterprise applications. Which of the following is the GREATEST challenge to implementation?

The correct answer is D. Data definition and mapping sources from applications. The greatest challenge when implementing a business intelligence tool with diverse data sources is defining and mapping data consistently across all source applications.

Submitted by yuriko_h· Apr 18, 2026Governance of Enterprise IT

Question

An enterprise plans to implement a business intelligence tool with data sources from various enterprise applications. Which of the following is the GREATEST challenge to implementation?

Options

  • AInterface issues between enterprise and business intelligence applications.
  • BThe need for staff to be trained on the new business intelligence tool.
  • CLarge volumes of data fed from enterprise applications.
  • DData definition and mapping sources from applications.

How the community answered

(36 responses)
  • A
    25% (9)
  • B
    11% (4)
  • C
    6% (2)
  • D
    58% (21)

Why each option

The greatest challenge when implementing a business intelligence tool with diverse data sources is defining and mapping data consistently across all source applications.

AInterface issues between enterprise and business intelligence applications.

Interface issues can be challenging but are often resolvable with standard integration techniques or middleware, making them less fundamental than the semantic challenge of data consistency.

BThe need for staff to be trained on the new business intelligence tool.

Staff training is a common challenge for any new tool but is a manageable human resources and organizational change issue, rather than a direct technical data integration hurdle.

CLarge volumes of data fed from enterprise applications.

Large volumes of data present performance and storage challenges, but modern BI tools and data warehouses are designed to handle scale, making data consistency a more intricate and fundamental problem.

DData definition and mapping sources from applications.Correct

When integrating data from various enterprise applications into a business intelligence (BI) tool, the most significant challenge is ensuring consistent data definitions, data quality, and accurate mapping between disparate source systems. Different applications often use varying terminology, formats, and data structures for similar concepts, leading to complexities in aggregation and analysis.

Concept tested: Data integration challenges in BI

Source: https://learn.microsoft.com/en-us/azure/architecture/data-guide/relational-data/etl

Topics

#Business Intelligence (BI)#Data Integration#Data Governance#System Implementation Challenges

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