Showing posts with label EMR. Show all posts
Showing posts with label EMR. Show all posts

December 17, 2022

Top 20 AWS Corretto Interview Questions and Answers

 

 

                The Open Java Development Kit is available as a free, multiplatform, production-ready distribution called Amazon Corretto (OpenJDK). Long-term support for Corretto includes security updates as well as performance improvements. The Java SE standard is certified as being compatible with Corretto, which Amazon uses internally on thousands of production services. On well-known operating systems like Linux, Windows, and macOS, you may create and use Java apps using Corretto.

 

AWS(Amazon Web Services) Interview Questions and Answers

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Ques. 1): Why should I use Corretto?

Answer:

Corretto is an enduring version of the OpenJDK that comes with free long-term support. Internally, Amazon uses thousands of production services to run Corretto. Every change we make to Corretto resolves or lessens an issue we encountered while using OpenJDK. Aside from the usual quarterly schedule, Amazon intends to implement urgent fixes (including security) as soon as they are accessible and prepared for usage.

 

AWS AppSync Interview Questions and Answers

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Ques. 2): What is Amazon Corretto?

Answer:

A build of the Open Java Development Kit (OpenJDK) with ongoing support from Amazon is called Corretto. To guarantee that Corretto complies with the Java SE standard and is accessible on Linux, Windows, and macOS, it has been certified using the Java Technical Compatibility Kit (TCK). It covers Amazon patches that have been effective in maintaining its own services.

 

Amazon Athena Interview Questions and Answers

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Ques. 3): What does Corretto's long-term support (LTS) entail?

Answer:

Amazon Corretto is an Open Java Development Kit (OpenJDK) distribution that is free, multiplatform, and has long-term support (LTS). Up until at least the indicated date for the applicable release version, LTS includes Amazon's promise to provide performance improvements and security upgrades without charge (e.g. May 2026 for Corretto 8). The intention is to give updates every three months. When necessary updates are ready and available, Amazon also intends to implement them outside of the typical quarterly cycle, including security fixes.


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Ques. 4): What must I do if I require assistance with Corretto?

Answer:

Refer to our documentation if you have any general inquiries regarding setting up or using Corretto. Please file a bug report with the upstream OpenJDK project if you have a problem with OpenJDK. Please create an issue or a feature request in the Corretto GitHub repository if you have a specific Corretto problem or wish to suggest a feature that does not concern OpenJDK. You can contact Corretto support if you already have an AWS Support Plan by using your plan.


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Ques. 5): Which OS systems are supported by Corretto 11?

Answer:

Amazon offers Corretto 11 installation packages for Windows, macOS, Linux (glibc), and Linux (musl-libc). Additionally, Docker Hub hosts an official Docker image.

Versions 7, 8, 10, Server 2008 R2, Server 2012, Server 2016, and Server 2019 all support Windows builds.

All versions of macOS that are still getting security updates from Apple are supported by macOS builds. Versions 10.15 (Catalina) and later on x64 (Intel) and 11.0 (Big Sur) and later on aarch64 (M1) architectures are currently supported.

Red Hat Enterprise Linux 6+, CentOS 6+, Ubuntu Linux 14+, Debian Linux 8+, Amazon Linux AMI, and SUSE 12+ all support Linux (glibc) builds.

Alpine Linux 3.12 and later supports Linux (musl-libc) builds.

Linux Arm (glibc) builds are supported on Linux ARMv7+ with glibc 2.25+.


AWS Simple Storage Service (S3) Interview Questions and Answers

AWS Fargate Interview Questions and Answers

AWS MSK Interview Questions and Answers

 

Ques. 6): Why does a security scanner display a CVE in a docker image?

Answer:

The first advised course of action is to look for an updated version of this image if a security scanner discovers that a Corretto-Docker image contains a CVE. There are updated Corretto-Docker photos on this website.

If there isn't an updated image available, use the proper command to update the platform's packages, such as "apk -U upgrade" for Alpine Linux or "yum update -y —security" for AmazonLinux, to remedy the problem right away.

The seller of the base docker image is in charge of promptly releasing security updates for images and packages. For Amazon Linux, AWS only provides base docker images, which are accessible from the Amazon Linux 2 ECR Public Gallery and the Docker Hub Amazon Linux 2 page. From the Docker Hub Alpine Linux website, you may download Alpine-based Docker images.

When a new base image becomes available, Docker Hub automatically rebuilds Docker images, however the Corretto team does not modify our Dockerfiles to incorporate sporadic package upgrades. If a base docker image provider has not yet made a fresh base image broadly accessible,  please contact that supplier to request that the fix be addressed in a new base docker image distribution.


AWS SageMaker Interview Questions and Answers

AWS DynamoDB Interview Questions and Answers

AWS EventBridge Interview Questions and Answers

 

Ques. 7): How can I support Corretto?

Answer:

As a mechanism to get code into Corretto, Amazon promotes contributions to the OpenJDK project. The entire OpenJDK community gains from your modifications in this way. Amazon will assess bugs and pull requests on GitHub if your contribution is unique to Corretto, such as changes to the build mechanism.


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Ques. 8): What distinguishes Corretto from OpenJDK?

Answer:

Corretto is an Open JDK distribution that includes Amazon's fixes that have not yet been included in the respective OpenJDK update projects. We concentrate on patches that enhance OpenJDK's stability or performance, selected based on Amazon's observations made while running significant services.


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Ques. 9): What is covered by Corretto's ongoing assistance?

Answer:

Corretto's long-term support (LTS) programme offers free performance upgrades and security updates for Corretto 8 and Corretto 11 through at least May 2026 and September 2027, respectively. The intention is to give updates every three months.

AWS Support Plans, which offer professional advice and assistance for achieving your goals on AWS, are unrelated to LTS for Corretto. Corretto is covered if you already have an AWS Support Plan in the same way that all other supported AWS Services and products are. If you don't have a strategy and your only goal is to get help with Corretto, it might or might not make sense for you to buy one. There are currently no plans to launch Corretto-specific assistance plans. As always, amazon’s roadmaps are a reflection of their customer feedback and also amazon welcome customers feature requests at the Corretto GitHub repository.

 

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Ques. 10): Does Corretto come with JavaFX? If so, which Corretto versions include it by default?

Answer:

Earlier than OpenJDK 11, JavaFX was a part of OpenJDK. Oracle, however, uncoupled JavaFX from OpenJDK in 2018 and dropped it from OpenJDK distributions. JavaFX is supported on the following platforms by Corretto 8:

Generic Linux x64 AL2

JDK Windows x86

JDK for Windows x64

JRE for Windows x86 and x64

No of the version, AWS does not include it on other platforms. For instance, Corretto 8 for Mac M1 does not support JavaFX.

As this edition will have more up-to-date code and generally perform better than its predecessors, Amazon advises upgrading to Corretto 17+, ideally Corretto 17.

 

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Ques. 11): What rules apply to Corretto's licence?

Answer:

Corretto is distributed under the same open source licence as OpenJDK, which is covered under the Class Path Exception of the GNU Public License version 2. (GPLv2 with CPE). Corretto can be used similarly to OpenJDK.

 

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Ques. 12): Which types of fixes will Corretto have, according to Amazon?

Answer:

Security fixes, performance improvements (such as speeding up frequently used functions), scheduling garbage collection, preventing out-of-memory situations, and better monitoring, reporting, and thread management are all part of patches.

 

AWS DevOps Cloud Interview Questions and Answers

AWS Aurora Interview Questions and Answers

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Ques. 13): Is Corretto compatible with other JDKs as a drop-in replacement?

Answer:

Unless you're utilising features that aren't present in OpenJDK, Corretto is intended to be a drop-in replacement for all Java SE distributions. Existing command-line arguments, tuning parameters, monitoring, and anything else in place will continue to function as before once Corretto binaries are installed on a host and correctly invoked to run your Java programmes (for example, using the alternatives command on Linux).

 

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Ques. 14): Do you have to pay anything to use Corretto?

Answer:

Corretto is given away free of charge by Amazon under an Open Source licence. The Class Path Exception of the GNU Public License version 2 governs its licencing (GPLv2 with CPE). Its use or dissemination are free on Amazon.

 

AWS CloudFormation Interview Questions and Answers

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Ques. 15): Which operating systems is Corretto 8 compatible with?

Answer:

Amazon offers Corretto 8 installation packages for Windows, macOS, Linux (glibc), and Linux (musl-libc). Additionally, Docker Hub hosts an official Docker image.

Versions 7, 8, 10, Server 2008 R2, Server 2012, Server 2016, and Server 2019 all support Windows builds.

All versions of macOS that are still getting security updates from Apple are supported by macOS builds. Versions 10.15 (Catalina) and later on x64 (Intel) and 11.0 (Big Sur) and later on aarch64 (M1) architectures are currently supported.

Red Hat Enterprise Linux 6+, CentOS 6+, Ubuntu Linux 14+, Debian Linux 8+, Amazon Linux AMI, and SUSE 12+ all support Linux (glibc) builds.

Alpine Linux 3.12 and later supports Linux (musl-libc) builds.

 

AWS Control Tower Interview Questions and Answers

AWS Lake Formation Interview Questions and Answers

AWS Serverless Application Model(SAM) Interview Questions and Answers

 

Ques. 16): What contribution does Amazon make to OpenJDK?

Answer:

Amazon began contributing to OpenJDK in 2017, and we intend to increase both the number and complexity of our contributions.

 

AWS Data Pipeline Interview Questions and Answers

Amazon CloudSearch Interview Questions and Answers 

AWS X-Ray Interview Questions and Answers

 

 

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November 25, 2022

Top 20 AWS CloudShell Interview Questions and Answers

 


It is simpler to manage, examine, and interact with your AWS resources securely with the help of AWS CloudShell, a browser-based shell. Using the credentials from your console, CloudShell is already authenticated. There is no need to install or configure software on your local workstation because common development and operations tools are already installed. You may experiment with AWS service APIs using the AWS SDKs, run scripts fast with the AWS Command Line Interface (AWS CLI) using CloudShell, and use a variety of other tools to be more productive.

 

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Ques. 1): What is CloudShell capable of?

Answer:

With CloudShell, you can get started with the AWS CLI more quickly and interface with AWS services, automate activities, and manage infrastructure. Using CloudShell, you can clone script repositories that are often used, edit those scripts, and then save them for later use. You may create applications using AWS SDKs and manage your AWS resources using popular CLIs like the AWS Serverless Application Model (AWS SAM) CLI and Amazon Elastic Container Service (Amazon ECS) CLI. Your home directory's 1 GB of persistent storage is where you may save your work for free.

 

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AWS Cloud9 Interview Questions and Answers

 

Ques. 2): What distinguishes the AWS Cloud9 terminal from CloudShell?

Answer:

When using a Cloud9 environment, which needs an EC2 instance in your account, AWS Cloud9 is an integrated development environment (IDE) that grants users access to a terminal. You can use the standalone, all-purpose programme CloudShell to issue commands on AWS. You are charged for the EC2 instance that powers your Cloud9 environment when using Cloud9. CloudShell is free to use; you only pay for the AWS resources required to execute scripts and commands. You are charged for data transfer at industry-standard rates in both situations.

 

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Ques. 3): How can I get into CloudShell?

Answer:

From the AWS Management Console, you may access CloudShell. A CloudShell environment is opened in a new browser tab by clicking the shell symbol in the top navigation bar. Your console credentials are used by the new browser tab.


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Ques. 4): Can I restrict access to CloudShell throughout my organisation?

Answer:

Yes, you can limit a user's ability to start CloudShell using an AWS Identity and Access Management (IAM) policy. Additionally, a CloudShell session can only be started by users that have the Administrator or PowerUser status by default. Access to CloudShell can be set up by administrators for their company. The CloudShell icon will be present if you opt to restrict this functionality, but a CloudShell session won't begin. A notification informing your users that they lack access to CloudShell will be displayed.


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Ques. 5): How can I make my CloudShell environment my own?

Answer:

By downloading configuration files from a Git repository or uploading them to your CloudShell environment, you can personalise your environment. By clicking the settings icon and choosing your preferred theme and text size, you may alter how CloudShell looks. Your choice causes an immediate update of the shell. Software that is installed somewhere else than your home directory is not persistent across sessions.


AWS Simple Storage Service (S3) Interview Questions and Answers

AWS Fargate Interview Questions and Answers

 

Ques. 6): How secure is CloudShell?

Answer:

Yes, users must enter into the AWS Management Console in order to access CloudShell, and once they do, they are only given the permissions specified by their login information. You have the same rights as if you installed, set up, and used the AWS CLI on your local machine using the same login information. Administrators of accounts can restrict access to CloudShell by creating the necessary IAM policies. AWS CloudTrail keeps track of CloudShell usage data, and API requests made from the shell are annotated to show that they originated from a particular user's CloudShell session.


AWS SageMaker Interview Questions and Answers

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Ques. 7): How long will my data be stored by CloudShell?

Answer:

Files kept in your home directory ($HOME) in CloudShell environments will be preserved for up to 120 days after the last time you started a CloudShell session. This restriction is region-specific. If you use CloudShell in more than one Region, the timer for each Region starts when the last CloudShell session for that Region was closed. The timer will be reset if you use the same IAM principal to access CloudShell in the expired Region.


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Ques. 8): What’s pre-installed in CloudShell?

Answer:

Running on Amazon Linux 2, CloudShell includes runtimes and AWS SDKs for Python and Node.js in addition to the standard AWS command line interfaces (AWS CLI, Amazon ECS CLI, and AWS SAM CLI). Additional regularly used command-line tools for editors (vi), source control (Git), package management (npm, pip), and shells (Bash, PowerShell, Zsh) are also included.


AWS Amplify Interview Questions and Answers

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Ques. 9): My modifications to the CloudShell environment are they permanent?

Answer:

For each AWS Region, only modifications made in your home directory will endure across CloudShell sessions. In each supported AWS Region, you are allowed to keep up to 1 GB of files in your home directory. AWS Regions' storage is not synced.

 

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Ques. 10): Can I install my own software?

Answer:

In CloudShell, you can indeed install your own programme. You won't need to reinstall software if it is fully installed within your home directory because it will persist between sessions when using CloudShell. Any extra software you install is your responsibility to maintain.


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Ques. 11): What restrictions apply to CloudShell?

Answer:

1 GB of storage for your home directory is the maximum amount that will endure over all of your CloudShell sessions, per region. Changes made outside of your home directory are not saved when your session ends because CloudShell employs a temporary compute environment that restores data from your home directory when you connect to it. Long lasting processes are not the type of workloads that CloudShell is designed for. Consider using another AWS compute service to complete a lengthy task. After a time of inactive keyboard input, CloudShell will shut down automatically. Background processes are not considered to be active and can be terminated at any time. When your console session expires, your CloudShell connection will automatically detach from all open sessions.


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Ques. 12): How much does CloudShell cost?

Answer:

CloudShell is free of additional fees. Any additional AWS resources you use using CloudShell to build and maintain your applications are your responsibility to pay for. There are no minimum payments or up-front commitments; you simply pay for what you use as you use it. Standard AWS data transfer rates are used to charge for data transport.

 

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Ques. 13): Who may give permission to use CloudShell to others?

Answer:

CloudShell's access is controlled by IAM. Access to CloudShell can be granted by any user having IAM administrator privileges. If you decide to limit this option, the CloudShell icon will be present but no CloudShell session will launch; instead, your users will see a message informing them that they lack access to CloudShell.


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AWS ActiveMQ Interview Questions and Answers


Ques. 14): Can I use the browser to upload and download files?

Answer:

Yes, you can use your browser to upload files from your local computer to the home directory of your CloudShell instance. Additionally, you can download files from your CloudShell environment to your local computer that are up to 1 GB in size.

 

AWS CloudFormation Interview Questions and Answers

AWS GuardDuty Questions and Answers

 

Ques. 15): How many shells can I have?

Answer:

One virtual machine is supported per user, per region, via CloudShell. Per virtual computer, users can run up to 10 concurrent sessions. Users can open shells from different Regions at once. Any IAM principal, including federated roles and AWS Single Sign-On, that can be used to sign in to the AWS Management Console is referred to as a user.

 

AWS Control Tower Interview Questions and Answers

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Ques. 16): Is it possible to add more storage to CloudShell?

Answer:

No, you are unable to directly attach more storage to CloudShell. Using CloudShell, you can create and use an S3 bucket if you need to store more data than 1 GB.

 

AWS Data Pipeline Interview Questions and Answers

Amazon CloudSearch Interview Questions and Answers 

 

Ques. 17): How is Amazon EC2 Instance Connect distinct from CloudShell?

Answer:

You can use a terminal in the browser to connect to existing EC2 instances in your account thanks to Amazon EC2 Instance Connect. There are no resources in your account that CloudShell needs. While CloudShell is most useful for running AWS CLI commands and general purpose scripting, EC2 Instance Connect is most useful for connecting to active EC2 instances over SSH.

 

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Ques. 18): Can I remove the data I own from CloudShell?

Answer:

Yes. The files that are erased from CloudShell are gone forever. Utilize a different type of storage to backup the files.

 

Amazon EMR Interview Questions and Answers

Amazon OpenSearch Interview Questions and Answers

 

Ques. 19): Can anyone use CloudShell?

Answer:

Currently, a CloudShell session can only be started by users that have the Administrator or PowerUser role. A CloudShell session cannot be started by any other users without an administrator's approval.

 

AWS FinSpace Interview Questions and Answers

AWS MSK Interview Questions and Answers

 

Ques. 20): How can I stop the deletion of my CloudShell storage?

Answer:

Open CloudShell in the expiry Region after logging into the AWS Management Console. The time associated with your storage in the specified Region will be reset by doing this.

 

 

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June 07, 2022

Top 20 Amazon EMR Interview Questions and Answers

 

    Using open source frameworks like as Apache Spark, Apache Hive, and Presto, Amazon EMR is the industry-leading cloud big data platform for data processing, interactive analysis, and machine learning. With EMR, you can perform petabyte-scale analysis for half the price of typical on-premises solutions and over 1.7 times quicker than ordinary Apache Spark.


AWS(Amazon Web Services) Interview Questions and Answers


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Ques. 1): What are the benefits of using Amazon EMR?

Answer:

Amazon EMR frees you up to focus on data transformation and analysis rather than maintaining computing resources or open-source apps, and it saves you money. You may supply as much or as little capacity on Amazon EC2 as you want using EMR, and build up scaling rules to handle changing compute demand. CloudWatch notifications may be set up to notify you of changes in your infrastructure so you can react quickly. You may use EMR to submit your workloads to Amazon EKS clusters if you utilise Kubernetes. Whether you employ EC2 or EKS, EMR's optimised runtimes help you save time and money by speeding up your analysis.


AWS AppSync Interview Questions and Answers


Ques. 2): How do I troubleshoot a query that keeps failing after each iteration?

Answer:

You may use the same tools that they use to troubleshoot Hadoop Jobs in the case of a processing failure. The Amazon EMR web portal, for example, may be used to locate and view error logs. Here's where you can learn more about troubleshooting an EMR task.


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Ques. 3): What is the best way to create a data processing application?

Answer:

In Amazon EMR Studio, you can create, display, and debug data science and data engineering applications written in R, Python, Scala, and PySpark. You may also create a data processing task on your desktop and run it on Amazon EMR using Eclipse, Spyder, PyCharm, or RStudio. When spinning up a new cluster, you may also pick JupyterHub or Zeppelin in the software configuration and build your application on Amazon EMR utilising one or more instances.


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Ques. 4): Is it possible to perform many queries in a single iteration?

Answer:

Yes, you may specify a previously ran iteration in subsequent processing by specifying the kinesis.checkpoint.iteration.no option. The approach ensures that subsequent runs on the same iteration use the exact same input records from the Kinesis stream as earlier runs.


AWS RedShift Interview Questions and Answers


Ques. 5): In Amazon EMR, how is a computation done?

Answer:

The Hadoop data processing engine is used by Amazon EMR to perform calculations using the MapReduce programming methodology. The customer uses the map() and reduce() methods to create their algorithm. A customer-specified number of Amazon EC2 instances, consisting of one master and several additional nodes, are started by the service. On these instances, Amazon EMR runs Hadoop software. The master node separates the input data into blocks and distributes the block processing to the subordinate nodes. The map function is then applied to the data that has been assigned to each node, resulting in intermediate data. The intermediate data is then sorted and partitioned before being transmitted to processes on the nodes that perform the reduction function locally.


AWS Cloud Practitioner Essentials Questions and Answers


Ques. 6): What distinguishes EMR Studio from EMR Notebooks?

Answer:

There are five major differences:

EMR Studio does not require access to the AWS Management Console. The EMR Studio server is not part of the AWS Management Console. If you don't want data scientists or engineers to have access to the AWS Management Console, this is a good option.

To log in to EMR Studio, you can utilise enterprise credentials from your identity provider using AWS Single Sign-On (SSO).

EMR Studio provides you with your first notebook encounter. Because EMR Studio kernels and applications operate on EMR clusters, you receive the benefit of distributed data processing with the Amazon EMR runtime for Apache Spark, which is designed for performance.

Attaching the laptop to an existing cluster or establishing a new one is all it takes to run code on a cluster.

EMR Studio features a user interface that is simple to use and abstracts hardware specifications. For instance, you can create cluster templates once and then utilise them to create future clusters.

EMR Studio facilitates debugging by allowing you to access native application user interfaces in one location with as few clicks as feasible.


AWS EC2 Interview Questions and Answers


Ques. 7): What tools are available to me for debugging?

Answer:

You may use a variety of tools to gather information about your cluster and figure out what went wrong. If you utilise Amazon EMR studio, you can leverage debugging tools like Spark UI and YARN Timeline Service. You can gain off-cluster access to persistent application user interfaces for Apache Spark, Tez UI, and the YARN timeline server through the Amazon EMR Console, as well as multiple on-cluster application user interfaces and a summary view of application history for all YARN apps. You may also use SSH to connect to your Master Node and inspect cluster instances using these web interfaces. See our docs for additional details.


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Ques. 8): What are the advantages of utilising Command Line Tools or APIs rather than the AWS Management Console?

Answer:

The Command Line Tools or APIs allow you to programmatically launch and monitor the progress of running clusters, as well as build custom functionality for other Amazon EMR customers (such as sequences with multiple processing steps, scheduling, workflow, or monitoring) or build value-added tools or applications. The AWS Management Console, on the other hand, offers a simple graphical interface for starting and monitoring your clusters from a web browser.


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Ques. 9): What distinguishes EMR Studio from SageMaker Studio?

Answer:

With Amazon EMR, you may utilise both EMR Studio and SageMaker Studio. EMR Studio is an integrated development environment (IDE) for developing, visualising, and debugging data engineering and data science applications in R, Python, Scala, and PySpark. Amazon SageMaker Studio is a web-based visual interface that allows you to complete all machine learning development phases in one place. SageMaker Studio provides you total control, visibility, and access to every step of the model development, training, and deployment process. You can upload data, create new notebooks, train and tune models, travel back and forth between phases to change experiments, compare findings, and push models to production all in one spot, increasing your productivity significantly.


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Ques. 10): Is it possible to establish or open a workspace in EMR Studio without a cluster?

Answer:

Yes, a workspace may be created or opened without being attached to a cluster. You should only join them to a cluster when you need to execute. EMR Studio kernels and apps run on Amazon EMR clusters, allowing you to take advantage of distributed data processing with the Amazon EMR runtime for Apache Spark.


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Ques. 11): What computational resources can I use in EMR Studio to execute notebooks?

Answer:

You may execute notebook code on Amazon EMR on Amazon Elastic Compute Cloud (Amazon EC2) or Amazon EMR on Amazon Elastic Kubernetes Service using EMR Studio (Amazon EKS). Notebooks can be added to either existing or new clusters. In EMR Studio, you can construct EMR clusters in two ways: by using an AWS Service Catalog pre-configured cluster template or by defining the cluster name, number of instances, and instance type.


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Ques. 12): What IAM policies are required to utilise EMR Studio?

Answer:

To interact with other AWS services, each EMR studio requires permissions. Your administrators must build an EMR Studio service role using the specified policies to grant the essential access to your EMR Studios. They must also create a user role for EMR Studio that defines permissions at the Studio level. They may assign a session policy to a user or group when they add users and groups from AWS Single Sign-On (AWS SSO) to EMR Studio to apply fine-grained authorization constraints. Administrators may utilise session policies to fine-tune user rights without having to create several IAM roles. See Policies and Permissions in the AWS Identity and Access Management User Guide for further information on session policies.


AWS DynamoDB Interview Questions and Answers


Ques. 13): What may EMR Notebooks be used for?

Answer:

EMR Notebooks make it simple to create Apache Spark apps and conduct interactive queries on your EMR cluster. Multiple users may build serverless notebooks straight from the interface, attach them to an existing shared EMR cluster, or provision a cluster and begin playing with Spark right away. Notebooks can be detached and reattached to new clusters. Notebooks are automatically saved to S3 buckets, and you may access them from the console to resume working. The libraries contained in the Anaconda repository are preconfigured in EMR Notebooks, allowing you to import and utilise them in your notebooks code to modify data and show results. Furthermore, EMR notebooks feature built-in Spark monitoring capabilities, allowing you to track the status of your Spark operations and debug code directly from the notebook.


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Ques. 14): Is Amazon EMR compatible with Amazon EC2 Spot, Reserved, and On-Demand Instances?

Answer:

Yes. On-Demand, Spot, and Reserved Instances are all supported by Amazon EMR.


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Ques. 15): What role do Availability Zones play in Amazon EMR?

 Answer:

All nodes for a cluster are launched in the same Amazon EC2 Availability Zone using Amazon EMR. Running a cluster in the same zone enhances work flow performance. By default, Amazon EMR runs your cluster in the Availability Zone with the greatest available resources. You can, however, define a different Availability Zone if necessary. You may also utilise On-Demand Capacity Reservations to optimise your allocation for the lowest-priced on-demand instances, best spot capacity, or lowest-priced on-demand instances.


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Ques. 16): What are node types in a cluster?

Answer:

There are three sorts of nodes in an Amazon EMR cluster:

master node : A master node supervises the cluster by executing software components that coordinate the distribution of data and tasks among the other nodes for processing. The master node keeps track of task progress and oversees the cluster's health. A master node is present in every cluster, and it is feasible to establish a single-node cluster using only the master node.

core node : A core node is a node that contains software components that conduct jobs and store data in your cluster's Hadoop Distributed File System (HDFS). At least one core node exists in multi-node clusters.

task node: A task node is a node that only performs tasks and does not store data in HDFS. Task nodes are not required.


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Ques. 17): Can Amazon EMR restore a cluster's master node if it goes down?

Answer:

Yes. You may set up an EMR cluster with three master nodes (version 5.23 or later) to offer high availability for applications like YARN Resource Manager, HDFS Name Node, Spark, Hive, and Ganglia. If the primary master node fails or important processes, such as Resource Manager or Name Node, crash, Amazon EMR immediately switches to a backup master node. You may run your long-lived EMR clusters without interruption since the master node is not a potential single point of failure. When a master node fails, Amazon EMR immediately replaces it with a new master node that has the same configuration and boot-strap activities.


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Ques. 18): What are the steps for configuring Hadoop settings for my cluster?

Answer:

For most workloads, the EMR default Hadoop setup is sufficient. However, depending on the memory and processing needs of your cluster, changing these values may be necessary. If your cluster activities are memory-intensive, for example, you may want to employ fewer tasks per core and limit the size of your job tracker heap. A pre-defined Bootstrap Action is offered to configure your cluster on starting in this case. For setup information and usage instructions, see the Developer's Guide's Configure Memory Intensive Bootstrap Action. You may also use an extra preset bootstrap action to tailor your cluster parameters to whatever value you like.


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Ques. 19): Is it possible to modify tags directly on Amazon EC2 instances?

Answer:

Yes, tags may be added or removed directly on Amazon EC2 instances in an Amazon EMR cluster. However, because Amazon EMR's tagging system does not immediately sync changes to a corresponding Amazon EC2 instance, we do not advocate doing so. To guarantee that the cluster and its associated Amazon EC2 instances have the necessary tags, we recommend using the Amazon EMR GUI, CLI, or API to add and delete tags for Amazon EMR clusters.


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Ques. 20): How does Amazon EMR operate with Amazon EKS?

Answer:

Amazon EMR requires you to register your EKS cluster. Then, using the CLI, SDK, or EMR Studio, send your Spark tasks to EMR. The Kubernetes scheduler on EKS is used by EMR to schedule Pods. EMR on EKS creates a container for each task you perform. The container includes an Amazon Linux 2 base image with security updates, as well as Apache Spark and its dependencies, as well as your application's particular needs. Each Job is contained within a pod. This container is downloaded and executed by the Pod. If the container's image has already been deployed to the node, the download is skipped and a cached image is utilised instead. Log or metric forwarders, for example, can be deployed as sidecar containers to the pod. When the job finishes, the Pod finishes as well. You may continue debug the task using Spark UI after it has finished.


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