CS Professional · Artificial Intelligence, Data Analytics and Cyber Security - Laws and Practice · Computer Hardware and Software
A company wants to store large volumes of unstructured data such as emails, images and scanned contracts for later analytics, without first fixing a schema. Which storage approach best fits?
A data lake fits best because it stores raw structured and unstructured data in native form without requiring a predefined schema, applying structure only when the data is analysed. Fixed-schema relational tables, spreadsheets and CPU caches do not suit large, varied, schema-free data.
- AA data lakeCorrect
- BA normalised relational table with fixed columns
- CA spreadsheet with macros
- DA CPU cache
Explanation
A data lake holds raw data in native formats, structured or unstructured, with the schema applied only when read. A normalised relational table needs a predefined schema, spreadsheets do not scale, and a cache is temporary processor memory.
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