Cloud Computing · Unit 7
Big Data Processing and Storage
Exam-focused notes for Big Data Processing and Storage (Cloud Computing, BIT408): what the TU syllabus asks and how it has actually been tested, with 6 solved past questions from this unit.
What this unit covers
- Fast data processing and streaming issues
- Data lake advantages
- Graph database definition and applications
- Graph processing techniques
- Columnar storage format
- Row storage format
Columnar storage format
How data is stored in columnar storage and row storage? [5]
Structure: - Data is stored row by row (horizontally) - All columns of a single row are stored contiguously in memory - Each complete record is stored together Example: Characteristics: - Entire row retrieved in one disk access - Efficient for OLTP (Online ...
Full solved answer →Graph database definition and applications
What is graph database? How graph processing is done? [5]
A graph database is a specialized database management system designed to store, manage, and query data organized as graphs. It represents data as a collection of: - Nodes (Vertices): Entities or objects in the system - Edges (Relationships): Connections or ...
Full solved answer →What is Graph Database? Explain different application of Graph Database. [5]
A Graph Database is a specialized database management system designed to store, manage, and query data organized as a graph structure. It represents data as a collection of: - Nodes (Vertices): Entities or objects in the system - Edges (Relationships): Conn...
Full solved answer →Discuss about graph processing and graph database. [5]
Graph processing refers to the computational techniques and frameworks used to analyze, query, and manipulate graph-structured data. It involves: - Operations on graphs: traversal, pathfinding, pattern matching, aggregation, and transformation - Distributed...
Full solved answer →Data lake advantages
What are the advantages of using a data lake? Explain. [5]
A data lake is a centralized repository that stores vast amounts of raw, structured, and unstructured data in its native format. Here are the key advantages: - Data lakes can store data in any format (structured, semi-structured, unstructured) without requi...
Full solved answer →Fast data processing and streaming issues
List the issues in fast data processing and streaming in cloud. [5]
Since reference notes are not provided, this answer draws on standard cloud computing and big data concepts relevant to BSc CSIT curriculum. - Streaming data arrives continuously and must be processed with minimal delay - Network latency between data source...
Full solved answer →Make Unit 7 stick
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