Difficulty: Easy
Correct Answer: Invalid statement — warehouses commonly use different DBMSs
Explanation:
Introduction / Context:
Enterprises frequently separate OLTP systems (row-oriented, transaction-focused) from analytics warehouses (columnar, scan-optimized). This question asks whether both tiers must run on the same DBMS.
Given Data / Assumptions:
Concept / Approach:
There is no requirement that the warehouse DBMS match the operational DBMS. In fact, heterogeneity is normal: for example, OLTP on PostgreSQL or MySQL and a warehouse on a columnar MPP platform or cloud data warehouse.
Step-by-Step Solution:
Identify differing workload characteristics.Recognize specialized engines for each workload.Conclude the statement requiring sameness is invalid.
Verification / Alternative check:
Reference common architectures that integrate multiple engines via ingestion pipelines and semantic layers.
Why Other Options Are Wrong:
Deployment model, schema shape, or ETL cadence do not enforce vendor uniformity.
Common Pitfalls:
Assuming a single DBMS can optimally satisfy both OLTP and OLAP without trade-offs.
Final Answer:
Invalid statement — warehouses commonly use different DBMSs
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