Microsoft Azure Data Lake Store: an Introduction

The Azure Data Lake Store service provides a platform for organizations to park – and process and analyse – vast volumes of data in any format. Find out how.

With increasing volumes of data to manage, enterprises are looking for appropriate infrastructure models to help them apply analytics to their big data, or simply to store them for undetermined future use. In this post, we’re going to discuss Microsoft’s entry into the data lake market, Azure Data Lake, and in particular, Azure Data Lake store.

What is a data lake?

In simple terms, a data lake is a repository for large quantities and varieties of both structured and unstructured data in their native formats. The term data lake was coined by James Dixon, CTO of Pentaho, to contrast what he called “data marts”, which handled the data reporting and analysis by identifying “the most interesting attributes, and to aggregate” them. The problems with this approach are that “only a subset of the attributes is examined, so only pre-determined questions can be answered,” and that “data is aggregated, so visibility into the lowest levels is lost.”

A data lake, on the other hand, maintains data in their native formats and handles the three Vs of big data (Volume, Velocity and Variety) while providing tools for analysis, querying, and processing. Data lake eliminates all the restrictions of a typical data warehouse system by providing unlimited space, unrestricted file size, schema on read, and various ways to access data (including programming, SQL-like queries, and REST calls).

With the emergence of Hadoop (including HDFS and YARN), the benefits of data lake – previously available only to the most resource-rich companies like Google, Yahoo, and Facebook – became a practical reality for just about anyone. Now, organizations who had been generating and gathering data on a large scale but had struggled to store and process them in a meaningful way, have more options.

Azure Data Lake

Azure Data Lake is the new kid on the data lake block from Microsoft Azure. Here is some of what it offers:

  • The ability to store and analyse data of any kind and size.
  • Multiple access methods including U-SQL, Spark, Hive, HBase, and Storm.
  • Built on YARN and HDFS.
  • Dynamic scaling to match your business priorities.
  • Enterprise-grade security with Azure Active Directory.
  • Managed and supported with an enterprise-grade SLA.

Azure Data Lake can, broadly, be divided into three parts:

  • Azure Data Lake store – The Data Lake store provides a single repository where organizations upload data of just about infinite volume. The store is designed for high-performance processing and analytics from HDFS applications and tools, including support for low latency workloads. In the store, data can be shared for collaboration with enterprise-grade security.
  • Azure Data Lake analytics – Data Lake analytics is a distributed analytics service built on Apache YARN that compliments the Data Lake store. The analytics service can handle jobs of any scale instantly with on-demand processing power and a pay-as-you-go model that’s very cost effective for short term or on-demand jobs. It includes a scalable distributed runtime called U-SQL, a language that unifies the benefits of SQL with the expressive power of user code.
  • Azure HDInsight – Azure HDInsight is a full stack Hadoop Platform as a Service from Azure. Built on top of Hortonworks Data Platform (HDP), it provides Apache Hadoop, Spark, HBase, and Storm clusters.

We’ve already been introduced to HDInsight in this series. Now we will discuss Azure Data Lake Store…which is still in Preview Mode.

Azure Data Lake Store

According to Microsoft, Azure Data Lake store is a hyper-scale repository for big data analytics workloads and a Hadoop Distributed File System (HDFS) for the cloud. It…

  • Imposes no fixed limits on file size.
  • Imposes no fixed limits on account size.
  • Allows unstructured and structured data in their native formats.
  • Allows massive throughput to increase analytic performance.
  • Offers high durability, availability, and reliability.
  • Is integrated with Azure Active Directory access control.

Some have compared Azure Data Lake store with Amazon S3 but, beyond the fact that both provide unlimited storage space, the two really don’t share all that much in common. If you want to compare S3 to an Azure service, you’ll get better mileage with the Azure Storage Service. Azure Data Lake store, on the other hand, provides an integrated analytics service and places no limits on file size. Here’s a nice illustration:
Azure Data Lake store - diagram

(Image Courtesy: Microsoft)

Azure Data Lake store can handle any data in their native format, as is, without requiring prior transformations. Data Lake store does not require a schema to be defined before the data is uploaded, leaving it up to the individual analytic framework to interpret the data and define a schema at the time of the analysis. Being able to store files of arbitrary size and formats makes it possible for Data Lake store to handle structured, semi-structured, and even unstructured data.

Azure Data Lake store file system (adl://)

Azure Data Lake Store can be accessed from Hadoop (available with an HDInsight cluster) using the WebHDFS-compatible REST APIs. However, Azure Data Lake store introduced a new file system called AzureDataLakeFilesystem (adl://). adl:// is optimized for performance and available in HDInsight. Data is accessed in the Data Lake store using:

adl://<data_lake_store_name>.azuredatalakestore.net

Azure Data Lake store security:

Azure Data Lake store uses Azure Active Directory (AAD) for authentication and Access Control Lists (ACLs) to manage access to your data. Azure Data Lake benefits from all AAD features including Multi-Factor Authentication, conditional access, role-based access control, application usage monitoring, security monitoring and alerting. Azure Data Lake store supports the OAuth 2.0 protocol for authentication within the REST interface. Similarly, Data Lake store provides access control by supporting POSIX-style permissions exposed by the WebHDFS protocol.

Azure Data Lake store pricing

Data Lake Store is currently available in US-2 region and offers preview pricing rates (excluding Outbound Data transfer):
Azure Data Lake store - cost

Conclusion

Azure Data Lake is an  important new part of Microsoft’s ambitious cloud offering. With Data Lake, Microsoft provides service to store and analyze data of any size at an affordable cost. In related posts, we will learn more about Data Lake Store, Data Lake Analytics, and HDInsight.

Avatar

Written by

Chandan Patra

Cloud Computing and Big Data professional with 10 years of experience in pre-sales, architecture, design, build and troubleshooting with best engineering practices. Specialities: Cloud Computing - AWS, DevOps(Chef), Hadoop Ecosystem, Storm & Kafka, ELK Stack, NoSQL, Java, Spring, Hibernate, Web Service


Related Posts

Alisha Reyes
Alisha Reyes
— August 5, 2020

New Content: Alibaba, Azure AZ-303 and AZ-304, Site Reliability Engineering (SRE) Foundation, Python 3 Programming, 16 Hands-on Labs, and Much More

This month our Content Team did an amazing job at publishing and updating a ton of new content. Not only did our experts release the brand new AZ-303 and AZ-304 Certification Learning Paths, but they also created 16 new hands-on labs — and so much more! New content on Cloud Academy At...

Read more
  • AWS
  • Azure
  • DevOps
  • Google Cloud Platform
  • Machine Learning
  • programming
Alisha Reyes
Alisha Reyes
— July 16, 2020

Blog Digest: Which Certifications Should I Get?, The 12 Microsoft Azure Certifications, 6 Ways to Prevent a Data Breach, and More

This month, we were excited to announce that Cloud Academy was recognized in the G2 Summer 2020 reports! These reports highlight the top-rated solutions in the industry, as chosen by the source that matters most: customers. We're grateful to have been nominated as a High Performer in se...

Read more
  • AWS
  • Azure
  • blog digest
  • Certifications
  • Cloud Academy
  • OWASP
  • OWASP Top 10
  • Security
  • VPCs
Avatar
Cloud Academy Team
— July 9, 2020

Which Certifications Should I Get?

The old AWS slogan, “Cloud is the new normal” is indeed a reality today. Really, cloud has been the new normal for a while now and getting credentials has become an increasingly effective way to quickly showcase your abilities to recruiters and companies. With all that in mind, the s...

Read more
  • AWS
  • Azure
  • Certifications
  • Cloud Computing
  • Google Cloud Platform
Alisha Reyes
Alisha Reyes
— July 2, 2020

New Content: AWS, Azure, Typescript, Java, Docker, 13 New Labs, and Much More

This month, our Content Team released a whopping 13 new labs in real cloud environments! If you haven't tried out our labs, you might not understand why we think that number is so impressive. Our labs are not “simulated” experiences — they are real cloud environments using accounts on A...

Read more
  • AWS
  • Azure
  • DevOps
  • Google Cloud Platform
  • Machine Learning
  • programming
Joe Nemer
Joe Nemer
— June 19, 2020

Kickstart Your Tech Training With a Free Week on Cloud Academy

Are you looking to make a jump in your technical career? Want to get trained or certified on AWS, Azure, Google Cloud Platform, DevOps, Kubernetes, Python, or another in-demand skill? Then you'll want to mark your calendar. Starting Monday, June 22 at 12:00 a.m. PDT (3:00 a.m. EDT), ...

Read more
  • AWS
  • Azure
  • cloud academy content
  • complimentary access
  • GCP
  • on the house
Alisha Reyes
Alisha Reyes
— June 11, 2020

New Content: AZ-500 and AZ-400 Updates, 3 Google Professional Exam Preps, Practical ML Learning Path, C# Programming, and More

This month, our Content Team released tons of new content and labs in real cloud environments. Not only that, but we introduced our very first highly interactive "Office Hours" webinar. This webinar, Acing the AWS Solutions Architect Associate Certification, started with a quick overvie...

Read more
  • AWS
  • Azure
  • DevOps
  • Google Cloud Platform
  • Machine Learning
  • programming
Rebecca Willis
Rebecca Willis
— June 3, 2020

Azure vs. AWS: Which Certification Provides the Brighter Future?

More and more companies are using cloud services, prompting more and more people to switch their current IT position to something cloud-related. The problem is most people only have that much time after work to learn new technologies, and there are plenty of cloud services that you can ...

Read more
  • AWS
  • Azure
  • certification
Alisha Reyes
Alisha Reyes
— June 2, 2020

Blog Digest: 5 Reasons to Get AWS Certified, OWASP Top 10, Getting Started with VPCs, Top 10 Soft Skills, and More

Thank you for being a valued member of our community! We recently sent out a short survey to understand what type of content you would like us to add to Cloud Academy, and we want to thank everyone who gave us their input. If you would like to complete the survey, it's not too late. It ...

Read more
  • AWS
  • Azure
  • blog digest
  • Certifications
  • Cloud Academy
  • OWASP
  • OWASP Top 10
  • Security
  • VPCs
Alisha Reyes
Alisha Reyes
— May 11, 2020

New Content: Alibaba, Azure Cert Prep: AI-100, AZ-104, AZ-204 & AZ-400, Amazon Athena Playground, Google Cloud Developer Challenge, and much more

This month, our Content Team released 8 new learning paths, 4 courses, 7 labs in real cloud environments, and 4 new knowledge check assessments. Not only that, but we introduced our very first course on Alibaba Cloud, and our expert instructors are working 'round the clock to create 6 n...

Read more
  • alibaba
  • AWS
  • Azure
  • gitops
  • Google Cloud Platform
  • lab playground
  • programming
Avatar
Rhonda Martinez
— May 4, 2020

Top 5 Reasons to Get AWS Certified Right Now

Cloud computing trends are on the rise and have been for some time already. Fortunately, it’s never too late to start learning cloud computing. Skills like AWS and others associated with cloud computing are in high demand because cloud technologies have become crucial for many businesse...

Read more
  • Amazon Elastic Book Store
  • Amazon Elastic Compute Cloud (EC2)
  • AWS
  • AWS Certifications
  • Glacier
Alisha Reyes
Alisha Reyes
— May 1, 2020

Introducing Our Newest Lab Environments: Lab Playgrounds

Want to train in a real cloud environment, but feel slowed down by spinning up your own deployments? When you consider security or pricing costs, it can be costly and challenging to get up to speed quickly for self-training. To solve this problem, Cloud Academy created a new suite of la...

Read more
  • AWS
  • Azure
  • Docker
  • Google Cloud Platform
  • Java
  • lab playgrounds
  • Python
Alisha Reyes
Alisha Reyes
— April 30, 2020

Blog Digest: AWS Breaking News, Azure DevOps, AWS Study Guide, 8 Ways to Prevent a Ransomware Attack, and More

  New articles by topic AWS Azure Data Science Google Cloud  Cloud Adoption Platform Updates & New Content Security Women in Tech AWS Breaking News: All AWS Certification Exams Now Available Online As an Advanced AWS Technology Partner, C...

Read more
  • AWS
  • Azure
  • blog digest
  • Certifications
  • Cloud Academy
  • programming
  • Security