You're reading from Serverless Machine Learning with Amazon Redshift ML

Product typeBook

Published inAug 2023

Reading LevelBeginner

PublisherPackt

ISBN-139781804619285

Edition1st Edition

Languages

Python

Tools

Amazon Redshift

Concepts

Machine Learning

Authors (4):

Debu Panda

Phil Bates

Bhanu Pittampally

Sumeet Joshi

View More author details

Data loading using the Redshift Data API

The Amazon Redshift Data API is a built-in native API interface to access your Amazon Redshift database without configuring any Java Database Connectivity (JDBC) or Open Database Connectivity (ODBC) drivers. You can ingest or query data with a simple API endpoint without managing a persistent connection. The Data API provides a secure way to access your database by using either IAM temporary credentials or AWS Secrets Manager. It provides a secure HTTP endpoint to run SQL statements asynchronously, meaning you can retrieve your results later. By default, your query results are stored for 24 hours. The Redshift Data API integrates seamlessly with different AWS SDKs, such as Python, Go, Java, Node.js, PHP, Ruby, and C++. You can also integrate the API with AWS Glue for an ETL data pipeline or use it with AWS Lambda to invoke different SQL statements.

There are many use cases where you can utilize the Redshift Data API, such as ETL orchestration...

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Serverless Machine Learning with Amazon Redshift ML

Published in: Aug 2023Publisher: PacktISBN-13: 9781804619285

Authors (4)

Debu Panda

Debu Panda, a Senior Manager, Product Management at AWS, is an industry leader in analytics, application platform, and database technologies, and has more than 25 years of experience in the IT world. Debu has published numerous articles on analytics, enterprise Java, and databases and has presented at multiple conferences such as re:Invent, Oracle Open World, and Java One. He is lead author of the EJB 3 in Action (Manning Publications 2007, 2014) and Middleware Management (Packt, 2009).
Read more about Debu Panda

Phil Bates

Phil Bates is a Senior Analytics Specialist Solutions Architect at AWS. He has more than 25 years of experience implementing large-scale data warehouse solutions. He is passionate about helping customers through their cloud journey and leveraging the power of ML within their data warehouse.
Read more about Phil Bates

Bhanu Pittampally

Bhanu Pittampally is Analytics Specialist Solutions Architect at Amazon Web Services. His background is in data and analytics and is in the field for over 16 years. He currently lives in Frisco, TX with his wife Kavitha and daughters Vibha and Medha.
Read more about Bhanu Pittampally

Sumeet Joshi

Sumeet Joshi is an Analytics Specialist Solutions Architect based out of New York. He specializes in building large-scale data warehousing solutions. He has over 17 years of experience in the data warehousing and analytical space.
Read more about Sumeet Joshi

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Data loading using the Redshift Data API

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