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Revolutionizing Petabyte-Scale Data Processing on AWS: Advanced Framework Unveiled

This article presents an advanced framework for processing petabyte-scale datasets using AWS Glue Interactive Sessions, custom libraries, and Amazon Athena.
The framework addresses significant challenges in scalability, cost-efficiency, and performance for massive data volumes.
The proposed data processing framework integrates AWS Glue Interactive Sessions as the primary processing engine, with Amazon Athena utilized for specific compression scenarios.
Intelligent Processing Selection: A standout feature of the framework is its ability to select the most appropriate processing engine based on the characteristics of the dataset, such as compression type and size.
Monitoring and Observability: Effective monitoring is essential for maintaining high performance and quickly identifying any issues during processing.
Implementation of the proposed framework has demonstrated significant benefits: Cost reduction: Up to 60% reduction in processing costs through intelligent selection of the processing engine and dynamic resource allocation.
Performance Improvement: Approximately 40% improvement in processing times for compressed datasets, particularly when using Amazon Athena for suitable scenarios.
Scalability: The framework efficiently handles petabyte-scale datasets, providing near real time processing capabilities.
The framework’s intelligent processing selection ensures that datasets are processed using the most efficient engine based on their characteristics.
This paper presents a robust and cost-effective solution for processing petabyte scale data by combining AWS Glue Interactive sessions, custom libraries, and Amazon Athena.

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Dev

129

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How to Contact Amazon Web Services: Finding the Right Support Phone Number

Navigating AWS support options can be overwhelming but there are various channels such as phone, chat, email, and social that help. AWS Help Center is a good place to start where you can access FAQs, documentation and you can also navigate AWS support plans offered to get detailed assistance. AWS Resource Centers can provide you with tailored support and learning materials on different areas of AWS. Training and Certification offered by AWS help to enhance skills in various domains and forums like AWS re:Post provides peer-to-peer support where individuals share knowledge and get advice from both AWS experts and fellow users among other things.
In case of phone support, you need to make sure you have the correct phone number that is specific to your region along with necessary account information and details of the issue. Email support can also be accessed through the 'Contact Us' form that needs to be filled out with inquiry details. Social media is a dynamic way to engage with AWS and get real-time updates and insights. It's important to follow the official social media accounts and use secure channels for confidential details.
AWS takes cybersecurity seriously and has established protocol for reporting suspicious emails. It's important to report any such emails to [email protected] and include sender's email address, date of receipt and any unusual content within the email. AWS social media accounts can help guide users with general inquiries or those requiring more indepth assistance can utilize their formal support channels.
Before making phone calls or sending emails, it's important to articulate the concerns and gather necessary documents like error messages or logs. AWS has a range of support plans like Developer, Business, and Enterprise to cater to users with varying needs. AWS Knowledge Center is a valuable self-service resource that helps in resolving issues by offering specific articles and FAQs that offer tailored support to users.
Patience is important when waiting for any response on social media as the support teams may handle high volume inquiries across the region. Concise and precise messaging without compromising on the necessary details is important. Well-structured emails help add efficiency and speed to the support process. Participation in various platforms including forums like AWS re:Post can lead to a deeper understanding of the AWS services and more effective use of the platform.
AWS offers various educational resources to enhance users' proficiency in the cloud computing domain. AWS Training and Certification program offer a range of certifications, self-paced learning paths, and certification exams for different proficiency levels. Strategic use of AWS credits is key for training and cost management.

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Dev

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Optimizing Your Business: Best Practices for Billing and Accounts Management

Efficient billing and accounts management are crucial for maintaining a healthy cash flow and optimizing overall operations.
Subscription pricing models must align with customer value and business sustainability.
Reserved Instances and Savings Plans can provide significant cost savings for predictable workloads.
Utilizing AWS tools like Cost Allocation Tags, Billing Conductor, and Application Cost Profiler can provide detailed insights for better financial management.
Automating accounts payable can significantly reduce manual work and can be integrated with accounting systems to facilitate faster invoice processing and capitalize on early payment discounts, ultimately optimizing cash flow.
Implementing upfront fees and value-based billing can significantly streamline your business's cash flow. Clients appreciate transparency when it comes to financial transactions.
Custom reports are crucial for aligning financial data with the unique aspects of your business logic.
Identifying and eliminating idle resources and rightsizing services can lead to significant cost savings.
Establishing clear budget policies along with tracking targets and evaluating the best fit among AWS Cost Management Services can ensure financial discipline within a business.
Choosing the right AWS cost management services is crucial for aligning your financial goals with your cloud expenditure.

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Dev

400

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10 Essential Tips for AWS Exams: Common Pitfalls to Avoid and Some Jedi Wisdom

Preparing for an AWS certification exam requires focus, strategy, and a clear understanding of best practices.
Overlooking the exam guide is a classic misstep.
Time management is key to a successful exam experience.
If you hit a challenging question, flag it and move on.
Second-guessing can derail even the most prepared exam-takers.
Practice exams are crucial.
Doing a quick practice test can help get you in the right mindset.
Reinforce domain-specific practice questions after studying a domain.
Focusing on clear, straightforward solutions is usually the best approach.
AWS exam questions frequently contain keywords or clues that guide you toward the right answer.

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Medium

412

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Optimizing Firebase Cloud Storage for Media-Heavy Applications

Organize your storage bucket to separate large media files from other types of content.
Pre-process files by resizing and compressing them before uploading to reduce file sizes and improve load times.
Use Firebase Cloud Functions for on-demand image processing and dynamic resizing.
Add a CDN like Firebase Hosting or third-party CDN for faster and more efficient file serving.

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24 Likes

Medium

225

Nephele — Redefining Education and Engagement with AI and Robotics

The AWS Cloud Club and PEP - Cloud Computing Centre at St. Joseph's Institute of Technology have created Nephele, an intelligent robot designed to revolutionize classroom engagement and event management.
Nephele 1.0, the initial prototype, showcased the potential of cloud-driven robotics in education with features like face recognition, command-following, and AI integration.
Building Nephele 1.0 posed challenges, such as integrating cloud-based AI into a mobile platform, but provided valuable learning experiences for the team.
The success of Nephele 1.0 has inspired students to explore robotics, cloud computing, and AI fields, and the team is already working on Nephele 2.0 with enhanced features and deeper integration of AI and cloud services.

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Dev

321

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Provide storage for the public website

Create a storage account with high availability.
Create a blob storage container with anonymous read access.
Practice uploading files and testing access.
Configure soft delete and blob versioning.

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Dev

179

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How to deploy fastAPI app with postgreSQL database in AWS EC2

To deploy a FastAPI app with PostgreSQL database in AWS EC2, follow these steps:
SSH into your AWS CLI and update the system.
Install Postgres, Nginx, Python3 pip, and venv.
Set up Postgres, create a database, and generate an SSH profile.
Create a folder for Git projects, clone the repo, and set up a virtual environment.
Install requirements and Gunicorn server, set up the .env file, and test the server using Uvicorn.
Setup Gunicorn service, create an NGINX config file, enable NGINX, and allow SSH, HTTP, and HTTPS traffic.
Install Certbot for SSL certificates and configure the domain name.

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Dev

150

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How to Choose the Right Cloud Provider for Your Business: A Comprehensive Guide

Choosing the right cloud provider is important to increase efficiency, scalability, and security. There are many providers, so it may feel like an overwhelming choice.
Assess your business requirements like company size, global presence, workloads, before comparing providers.
Understand the different cloud service models like Infrastructure as a Service (IaaS), Platform as a Service (PaaS), and Software as a Service (SaaS). Each one offers distinct benefits.
Performance and scalability are significant considerations while selecting a cloud provider. A dependable cloud provider should also offer elastic resources.
Security and compliance is a critical factor while selecting a cloud provider. The cloud provider that you select must have comprehensive security mechanisms to safeguard your company's sensitive data.
Cost and pricing models should be carefully considered to avoid unanticipated charges. Pay-as-you-go and reserved instances are two of the pricing models provided by cloud service providers.
Customer support is an important component to take into consideration while assessing cloud service providers. Explore the provider's degree of assistance that is offered throughout the various pricing categories.
Lastly, consider the reputation and track record of potential cloud providers. Research how long the provider has been in business, their experience, and customer feedback.
Making the appropriate choice when selecting a cloud provider is an important decision that can have a significant impact on the future success of your company.
Continuously reevaluate your cloud strategy and keep an open line of communication with your provider.

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9 Likes

Dev

392

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AWS Logging, Monitoring & Auditing with AWS CloudWatch and CloudTrail!

CloudWatch and CloudTrail provide the tools necessary to implement observability, monitor, troubleshoot, and audit your applications in AWS.
CloudWatch is a logging, monitoring, and alerting service, while CloudTrail is an auditing service that records events within your AWS accounts.
CloudWatch is designed to provide logging, monitoring, and alerting capabilities instrumental in ensuring the observability of your AWS resources, applications, and services.
CloudWatch Log Groups store and organize logs from various AWS services and custom application logs enabling you to monitor key performance indicators (KPIs) and take automated actions.
CloudTrail is an auditing service designed to record management events, providing insight into 'who did what, where, and when' within an AWS environment, making it critical for security, compliance, and operational transparency.
Both CloudWatch and CloudTrail are indispensable AWS services contributing to the observability and security pillars of the AWS Well-Architected Framework.
CloudTrail provides a comprehensive log of user activity and API calls, making it invaluable for auditing and compliance.
Leverage both CloudWatch and CloudTrail to gain comprehensive insights into your AWS environment’s performance, security, and compliance.
For a robust cloud solution, logging, monitoring, and auditing should be foundational components to ensure resilience, security, and regulatory compliance.
By leveraging CloudWatch and CloudTrail, you build a foundation for observability and governance that aligns with AWS best practices and keeps your cloud environment secure and compliant.

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23 Likes

Tech Radar

831

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Instagram to use AI to catch teens lying about their age and automatically move them to restricted accounts

Meta, the parent company of Instagram, plans to use AI age-prediction software to spot teenagers lying about their age.
Any user under 18 believed to be lying about their age will be automatically transferred to a teen account.
Meta introduced teen accounts in September with built-in limits on contacts and content.
The 'adult classifier' software will scan profiles, content interactions, and follower lists to determine a user's age.

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Medium

129

best practices for using azure atp in hybrid environments

Azure ATP is a cloud-based security solution designed to detect and respond to sophisticated attacks in real-time.
Azure ATP offers a flexible deployment model that seamlessly integrates with on-premises infrastructure in hybrid environments.
Best practices for utilizing Azure ATP in hybrid environments include deploying the lightweight sensor, configuring communication with the Azure ATP cloud service, customizing alert settings, and monitoring and investigating alerts.
Azure ATP complements traditional security solutions by providing advanced threat detection and response capabilities, and it offers greater compatibility with existing Microsoft products and services.

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7 Likes

Medium

388

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Unihost storage solutions review

UniHost Storage Solutions provides businesses of all sizes with managed dedicated servers tailored to their needs, offering robust security features and 24/7 monitoring with support staff available around the clock.
With over 300 server configurations across multiple countries, this global provider offers quick load times and seamless access to content thanks to strategically placed data centers.
UniHost's team of experts assist in initial server setup, migration, and ongoing maintenance at no extra charge, with options available for a range of projects, including online stores, applications, and gaming projects.
Their dedicated support team is available via phone, chat, email, and Skype, with a ticket tracking system for complex issues, and data centers filter out malicious traffic, ensuring security against DDoS attacks.
Hardware options and bandwidth capabilities reaching up to 25 Gbps provide server customization and performance tailored to meet specific needs.
Each server comes with a minimum of 100 to 500 GB of free backup storage, offering protection of valuable information and easily accessible data.
Various payment options are available, adding to the ease of use UniHost Storage Solutions prides itself on.
Certified partnerships with industry leaders and an average review rating of 9.8 out of 10 speak to UniHost's technological prowess and reliability.
UniHost Storage Solutions is committed to performance, reliability, and customer satisfaction while elevating project success and may just be what you have been searching for in a trustworthy hosting partner.

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Siliconangle

213

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Kyndryl sees good traction with AI consulting services, and its stock moves higher

Kyndryl Holdings Inc., the IT infrastructure services company formerly part of IBM, reported a narrow earnings and revenue beat in the fiscal second quarter.
Despite a 7% drop in revenue from the previous year, Kyndryl's revenue of $3.77 billion exceeded analysts' estimates.
Kyndryl's stock rose 2% in after-hours trading, following a 5% gain earlier in the day.
The company is benefiting from the demand for AI-powered applications and services, leading to a 23% increase in consulting revenue.

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12 Likes

Dev

359

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AWS Deployment Best Practices: Let's make your own SPA web app! - (1)

This blog post guides you through creating your own website from scratch and deploying it in the real world.
Key Content covered in the post includes AWS connection with GitHub, S3 UI web hosting, and troubleshooting steps.
To deploy into the S3 bucket, a GitHub workflow is created, connecting GitHub with AWS.
Enabling web hosting in S3 allows you to view your deployment using the provided URL.

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