Optimization Techniques for Complex Queries in Redshift and BigQuery

Query optimization becomes particularly relevant in big data analytics systems due to the need that is required. Such environments are faced with queries involving joins aggregation and sorting of terabytes or petabytes of data. If we have them in their nonoptimized forms, finishing these queries could take hours or days if the results are required in a real-time or near real-time fashion. Query optimization covers data retrieval processes and eliminates the difficulties of searching for data not required, hence making them faster and charging less computational power. Keywords: Amazon Redshift, Google BigQuery, Query Optimization, Performance, MPP

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Publication Details

Journal
INTERANTIONAL JOURNAL OF SCIENTIFIC RESEARCH IN ENGINEERING AND MANAGEMENT
Published
2024-12-07
DOI
https://doi.org/10.55041/ijsrem25253
Primary Topic
Algorithms and Data Compression
Type
article
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article

Optimization Techniques for Complex Queries in Redshift and BigQuery

Rameshbabu Lakshmanasamy
INTERANTIONAL JOURNAL OF SCIENTIFIC RESEARCH IN ENGINEERING AND MANAGEMENT
Algorithms and Data Compression
article

Optimization Techniques for Complex Queries in Redshift and BigQuery

Rameshbabu Lakshmanasamy
article en

Abstract

Query optimization becomes particularly relevant in big data analytics systems due to the need that is required. Such environments are faced with queries involving joins aggregation and sorting of terabytes or petabytes of data. If we have them in their nonoptimized forms, finishing these queries could take hours or days if the results are required in a real-time or near real-time fashion. Query optimization covers data retrieval processes and eliminates the difficulties of searching for data not required, hence making them faster and charging less computational power. Keywords: Amazon Redshift, Google BigQuery, Query Optimization, Performance, MPP

INTERANTIONAL JOURNAL OF SCIENTIFIC RESEARCH IN ENGINEERING AND MANAGEMENTVol. 08(12)
Quality Education
Openalex Percentile: Top 80%
Algorithms and Data Compression
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