Serverless ETL and Analytics with AWS Glue
Langue : anglais
Edité par Packt Publishing, 2022
- Livre broché
- Neuf

Vendeur : PBShop.store UK, Fairford, GLOS, Royaume-UniPBShop.store UK
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Etat: Neuf
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N° de réf. du vendeur L0-9781800564985
- Titre
- Serverless ETL and Analytics with AWS Glue
- Auteur
- Vishal Pathak
- Éditeur
- Packt Publishing
- Année de publication
- 2022
- État de l'article
- New
- Reliure
- PAP
- Langue
- anglais
- ISBN à 10 chiffres
- 1800564988
- ISBN à 13 chiffres
- 9781800564985
- Poids de l'article
- 147 grammes
Build efficient data lakes that can scale to virtually unlimited size using AWS Glue
Key Features
- Learn to work with AWS Glue to overcome typical implementation challenges in data lakes
- Create and manage serverless ETL pipelines that can scale to manage big data
- Written by AWS Glue community members, this practical guide shows you how to implement AWS Glue in no time
Book Description
Organizations these days have gravitated toward services such as AWS Glue that undertake undifferentiated heavy lifting and provide serverless Spark, enabling you to create and manage data lakes in a serverless fashion. This guide shows you how AWS Glue can be used to solve real-world problems along with helping you learn about data processing, data integration, and building data lakes.
Beginning with AWS Glue basics, this book teaches you how to perform various aspects of data analysis such as ad hoc queries, data visualization, and real-time analysis using this service. It also provides a walk-through of CI/CD for AWS Glue and how to shift left on quality using automated regression tests. You'll find out how data security aspects such as access control, encryption, auditing, and networking are implemented, as well as getting to grips with useful techniques such as picking the right file format, compression, partitioning, and bucketing. As you advance, you'll discover AWS Glue features such as crawlers, Lake Formation, governed tables, lineage, DataBrew, Glue Studio, and custom connectors. The concluding chapters help you to understand various performance tuning, troubleshooting, and monitoring options.
By the end of this AWS book, you'll be able to create, manage, troubleshoot, and deploy ETL pipelines using AWS Glue.
What you will learn
- Apply various AWS Glue features to manage and create data lakes
- Use Glue DataBrew and Glue Studio for data preparation
- Optimize data layout in cloud storage to accelerate analytics workloads
- Manage metadata including database, table, and schema definitions
- Secure your data during access control, encryption, auditing, and networking
- Monitor AWS Glue jobs to detect delays and loss of data
- Integrate Spark ML and SageMaker with AWS Glue to create machine learning models
Who this book is for
This book is for ETL developers, data engineers, and data analysts who want to understand how AWS Glue can help you solve your business problems. Basic knowledge of AWS data services is assumed.
Table of Contents
- Data Management – Introduction and Concepts
- Introduction to Important AWS Glue Features
- Data Ingestion
- Data Preparation
- Designing Data Layouts
- Data Management
- Metadata Management
- Data Security
- Data Sharing
- Data Pipeline Management
- Monitoring
- Tuning, Debugging, and Troubleshooting
- Data Analysis
- Machine Learning Integration
- Architecting Data Lakes for Real-World Scenarios and Edge Cases
« Synopsis » peut appartenir à une autre édition de cet ouvrage.
À propos de l’auteur
Vishal Pathak is a Data Lab Solutions Architect at AWS. Vishal works with customers on their use cases, architects solutions to solve their business problems, and helps them build scalable prototypes. Prior to his journey in AWS, Vishal helped customers implement business intelligence, data warehouse, and data lake projects in the US and Australia.
Subramanya Vajiraya is a Big data Cloud Engineer at AWS Sydney specializing in AWS Glue. He obtained his Bachelor of Engineering degree specializing in Information Science & Engineering from NMAM Institute of Technology, Nitte, KA, India (Visvesvaraya Technological University, Belgaum) in 2015 and obtained his Master of Information Technology degree specialized in Internetworking from the University of New South Wales, Sydney, Australia in 2017. He is passionate about helping customers solve challenging technical issues related to their ETL workload and implementing scalable data integration and analytics pipelines on AWS.
Noritaka Sekiyama is a Senior Big Data Architect on the AWS Glue and AWS Lake Formation team. He has 11 years of experience working in the software industry. Based in Tokyo, Japan, he is responsible for implementing software artifacts, building libraries, troubleshooting complex issues and helping guide customer architectures.
Tomohiro Tanaka is a senior cloud support engineer at AWS. He works to help customers solve their issues and build data lakes across AWS Glue, AWS IoT, and big data technologies such Apache Spark, Hadoop, and Iceberg.
Albert Quiroga works as a senior solutions architect at Amazon, where he is helping to design and architect one of the largest data lakes in the world. Prior to that, he spent four years working at AWS, where he specialized in big data technologies such as EMR and Athena, and where he became an expert on AWS Glue. Albert has worked with several Fortune 500 companies on some of the largest data lakes in the world and has helped to launch and develop features for several AWS services.
Ishan Gaur has more than 13 years of IT experience in soft ware development and data engineering, building distributed systems and highly scalable ETL pipelines using Apache Spark, Scala, and various ETL tools such as Ab Initio and Datastage. He currently works at AWS as a senior big data cloud engineer and is an SME of AWS Glue. He is responsible for helping customers to build out large, scalable distributed systems and implement them in AWS cloud environments using various big data services, including EMR, Glue, and Athena, as well as other technologies, such as Apache Spark, Hadoop, and Hive.
« A propos de ce titre » peut appartenir à une autre édition de cet ouvrage.
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Fairford, GLOS, Royaume-Uni
Vendeur AbeBooks depuis 11 juin 1999
Frais d'expédition de Royaume-Uni vers Etats-Unis
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We are PBShop.co.uk Limited (registered in England & Wales with Company No: 9366362). Our registered office is at Swatton Barn, Badbury, Swindon, SN4 0EU, United Kingdom.
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Lawfulness, fairness and transparency;
Purpose limitation;
Data minimisation;
Accuracy;
Storage limitation;
Integrity and confidentiality.
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a copy of your personal data;
that inaccurate data is rectified; and
that your personal data is, in certain circumstances, erased or restricted.
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COLLECTION, USE AND DISCLOSURE OF PERSONAL DATA
We collect and process data for the following reasons:
personal data collected and created in relation to our selling books and other items; and
personal data relating to our people (which means those people working for our company, or providing services to us, or potentially working or providing services to us, including employees, consultants, temporary or casual workers and contractors).
All of our people are required to abide by our Privacy Policy when handling personal data, and are provided with appropriate data protection training. Any breach of data protection will be taken seriously, and may result in disciplinary action.
Selling books and other items
COLLECTION:
We will collect personal information which may include names, addresses and other information for our customers. This will be done for the management of the commercial relationship with our customers.
We may collect this personal data from you directly, and also from third parties, including publicly available third party sources. Additional personal data will be collected as it is created by or supplied to us in the course of anything we do for you.
USE:
We will use the personal data in the course of making sales and to comply with requirements that we are required to undertake.
We will only use your personal data when the law allows us to. Most commonly, we will use your personal data in the following circumstances:
in performance of a contract (the agreement to sell books and other items); and/or
compliance with a legal obligation; and/or
vital interests of the data subject; and/or
where it is necessary for our legitimate interests (or those of a third party) and your interests and fundamental rights do not override those interests.
We may also use your personal data in the following situations, which are likely to be far less common:
where we need to protect your interests (or someone else’s interests);
where it is needed in the public interest or for official purposes.
DISCLOSURE:
We may share personal data with third parties as is necessary in the sale of books and other items, including to third party providers who deliver services to support the operation of our company.
In respect of all disclosures of personal data, we will only share the personal information which is necessary for the particular purpose for which it is provided, or where we have another legitimate interest in doing so, and we will ensure that the personal data is appropriately protected.
RETENTION PERIOD:
We will keep personal data only for as long as is necessary to fulfil the purposes for which we collected it, including for the purposes of satisfying any legal, accounting or reporting requirements. Normally, our retention period for personal data collected for this purpose is a minimum of 6 years after the end of the period that we are selling books and other items.
Our people
COLLECTION:
We will collect names, addresses, contact details, education and employment history, identity and other background checks (which may include appropriate criminal and financial checks and confirmation of the right to work in the UK), marital status and information on next of kin and dependents, financial information (such as bank details and NI numbers), date of birth, gender, a copy of your passport and driving licence, performance information and compensation history, recruitment information (including references), salary, benefits, pension and annual leave information, disciplinary and grievance information, photographs, information about your use of our information and communications systems and CCTV footage or other information obtained through electronic means.
We may collect and use special categories of personal data as required in the carrying out of obligations and exercising specific rights of us or the data subject in the field of employment. This may include information relating to matters such as health, racial origin, religious belief and offences or alleged offences.
Personal data may be collected from you during the selection process (for example via your application form and CV) and during your employment (including holiday forms, expense claims, performance reviews, any disciplinary or grievance processes), or from third parties, including referees, health service providers, background check providers.
USE:
Personal data of our people will be used for HR administration and management, both in respect of the selection of people to work for us (including suitability, eligibility and/or fitness to work), and those who do work for us, to include learning and development, disciplinary and security (of people, offices and data) requirements, providing and liaising with benefits providers, business management and planning (including accounting and auditing), paying you and dealing with tax and NI deductions, assessing and deciding on salary reviews and compensation, conducting performance reviews and managing performance, dealing with legal disputes involving you or others, preventing fraud, monitoring your use of our information and communications systems, ensuring compliance with our policies, and equal opportunities monitoring.
We will only use your personal data when the law allows us to. Most commonly, we will use your personal data in the following circumstances:
In performance of a contract with you; and/or
compliance with a legal obligation; and/or
vital interests of the data subject; and/or
where it is necessary for our legitimate interests (or those of a third party) and your interests and fundamental rights do not override those interests.
We may also use your personal data in the following situations, which are likely to be less common:
where we need to protect your interests (or someone else’s interests);
where it is needed in the public interest or for official purposes.
In respect of all disclosures of personal data, we will only share the personal information which is necessary for the particular purpose for which it is provided, or where we have another legitimate interest in doing so, and we will ensure that the personal data is appropriately protected.
In respect of special categories of personal data, we may process this in the following circumstances:
in limited circumstances with your explicit written consent; and/or
where we need to carry out our legal obligations and in line with our policies; and/or
where it is needed in the public interest (such as for equal opportunities monitoring or in relation to our occupational pension scheme), and in line with our policies; and/or
where it is needed to assess your working capacity on health grounds, subject to appropriate confidentiality safeguards.
Less commonly, we may process this type of information where it is needed in relation to legal claims or where it is needed to protect your (or someone else’s) interests and you are not capable of giving your consent, or where you have already made the information public. We may also process such information about our people (or former people) in the course of our legitimate business activities with the appropriate safeguards.
The special categories of personal data may be used in the following ways:
in relation to leaves of absence, to comply with employment and other laws;
in relation to your physical or mental health, or disability status, to ensure your health and safety in the workplace and to assess your fitness to work, to monitor, manage and administer benefits and absences;
in relation to your race, national or ethnic origin, religious, philosophical or moral beliefs, or your sexual life or sexual orientation, to ensure meaningful equal opportunity monitoring and reporting.
DISCLOSURE:
Personal data may be transferred to service providers who support the operation of our business (such as payroll service providers), to other third parties reasonably necessary in the conduct of our business (including insurers, professional advisors, regulators). These third parties may be acting as processor, or controller of personal data in their own right.
In respect of all disclosures of personal data, we will only share the personal information which is necessary for the particular purpose for which it is provided, or where we have another legitimate interest in doing so, and we will ensure that the personal data is appropriately protected.
RETENTION PERIOD:
We will keep personal data only for as long as is necessary to fulfil the purposes for which we collected it, including for the purposes of satisfying any legal, accounting or reporting requirements. We will normally keep personal data of applicants who we do not employ for six months after we receive it.
We will keep personal data of employees throughout your employment and normally for a minimum of six years after your employment ends.
Changes to your personal data
It is very important that the personal information that we hold about you is accurate and current. Please tell us if your personal information changes during your relationship with us.
Data Security
We have put in place measures to prevent your personal data from being accidentally lost, used or accessed in an unauthorised way, altered or disclosed. In addition, we limit access to your personal data to those of our people and other third parties who have a business need to know. They will only process your personal data on our instructions and where they have agreed to treat the information confidentially and to keep it secure. We have put in place procedures to deal with any suspected data security breach and will notify you and the ICO of a suspected breach where we are legally required to do so.
Where we store your personal data
We principally store data, both electronically and on file, at our office.
Personal data may be transferred outside of the EEA by processors acting on our behalf. For transfers to countries not considered adequate by the EC, we will ensure that personal data is adequately protected, as required by the GDPR. This would include by use of the Standard Contractual Clauses adopted by the EC to protect personal data.
Your rights
Under certain circumstances, you have the right by law to request:
access to your personal data. This enables you to ask to receive a copy of the personal data that we hold about you and to check that we are lawfully processing it.
correction of the personal data that we hold about you.
erasure of your personal data.
object to processing of your personal data where we are relying on our legitimate interest and there is something about your particular situation which makes you want to object to processing on this ground. You also have the right to object where we are processing your personal information for direct marketing purposes.
restriction of processing of your personal data.
transfer of your personal data to another party.
Links from our website
Our website may, from time to time, contain links to and from the websites of third parties that we permit to make such links. If you follow a link to any of these websites, please note that these websites have their own privacy policies and that we do not accept any responsibility or liability for these policies. We recommend that you check these policies before you submit any personal data to these websites.
CHANGES TO THIS PRIVACY POLICY
Any changes we may make to our privacy policy in the future will be posted on our website, so please ensure that you are viewing the correct version.
Please contact us if you have any questions, comments or requests regarding this Privacy Policy.
Last amended May 2021.