BigQuery explained
BigQuery is a managed, serverless data warehouse product by Google, offering scalable analysis over large quantities of data. It is a Platform as a Service (PaaS) that supports querying using a dialect of SQL. It also has built-in machine learning capabilities. BigQuery was announced in May 2010 and made generally available in November 2011.[1]
Design
BigQuery provides external access to Google's Dremel technology,[2] [3] a scalable, interactive ad hoc query system for analysis of nested data. BigQuery requires all requests to be authenticated, supporting a number of Google-proprietary mechanisms as well as OAuth.
Features
- Managing data - Create and delete objects such as tables, views, and user defined functions. Import data from Google Storage in formats such as CSV, Parquet, Avro or JSON.
- Query - Queries are expressed in a SQL dialect[4] and the results are returned in JSON with a maximum reply length of approximately 128 MB, or an unlimited size when large query results are enabled.[5]
- Integration - BigQuery can be used from Google Apps Script[6] (e.g. as a bound script in Google Docs), or any language that can work with its REST API or client libraries.[7]
- Access control - Share datasets with arbitrary individuals, groups, or the world.
- Machine learning - Create and execute machine learning models using SQL queries.
- Cross-cloud analytics - Analyze data across Google Cloud, Amazon Web Services, and Microsoft Azure[8] [9]
- Data sharing - Exchange data and analytics assets across organizational boundaries.[10]
- In-Memory analysis service - BI Engine built into BigQuery that enables users to analyze large and complex datasets interactively with sub-second query response time and high concurrency.[11] [12]
- Business intelligence - Visualize data from BigQuery by importing into Data Studio, a data visualization tool [13]
Pricing
The two main components of BigQuery pricing are the cost to process queries and the cost to store data. BigQuery offers two types of pricing - on demand pricing which charges for the number of petabytes processed for each query and flat-rate pricing which charges for slots or virtual CPUs.[14]
Partnerships & integrations
BigQuery partners and natively integrates with several tools:[15]
Adoption
Customers of BigQuery include 20th Century Fox, American Eagle Outfitters, HSBC, CNA Insurance, Asahi Group, ATB Financial, Athena, The Home Depot, Wayfair, Carrefour, Oscar Health, and several others.[16] Gartner named Google as a Leader in the 2021 Magic Quadrantâ„¢ for Cloud Database Management Systems.[17] BigQuery is also named a Leader in The 2021 Forrester Wave: Cloud Data Warehouse.[18] According to a study by Enterprise Strategy Group, BigQuery saves up to 27% in total cost of ownership over three years compared to other cloud data warehousing solutions.[19]
Notes and References
- Web site: Google opens BigQuery for cloud analytics: Dangles free trial to lure doubters . Iain Thomson . . November 14, 2011 . August 26, 2016 .
- Web site: Dremel: Interactive Analysis of Web-Scale Datasets. Sergey Melnik . Andrey Gubarev . Jing Jing Long . Geoffrey Romer . Shiva Shivakumar . Matt Tolton . Theo Vassilakis . Proc. of the 36th International Conference on Very Large Data Bases (VLDB). 2010.
- Web site: An Inside Look at Google BigQuery . Kazunori Sato . 2012 . August 26, 2016 .
- Web site: SQL Reference. 26 June 2017.
- Web site: Quota Policy. 26 June 2017.
- Web site: BigQuery Service | Apps Script | Google Developers . March 15, 2018 . April 23, 2018 .
- Web site: BigQuery Client Libraries. 26 June 2017.
- Web site: bigquery .
- Web site: Google Clouds BiqQuery Omni Now Generally Available. 12 October 2021 .
- Web site: Analytics Hub.
- Web site: BI Engine.
- Web site: With Many Updates in BigQuery. 2 July 2022.
- Web site: with Many Updates in BigQuery. 2 July 2022.
- Web site: BigQuery Costs. 13 July 2023 .
- Web site: BigQuery Section.
- Web site: Customers for Data Analytics.
- Web site: Whats Changed 2021 Gartner Magic Quadrant for Cloud Database Management Systems. 13 January 2022 .
- Web site: BigQuery named leader in forrester wave cloud data warehouse. 30 March 2021 .
- Web site: Economic Validation Google BigQuery va. Cloud Based EDWS.