#AWS Analytics

[astrowarr]

there's something about jimmy and martyn this season

four times over jimmy has walked the well-worn path into the realm of death all alone, his feet sinking in the inky, star-speckled puddles of the void and his hand shaking on the icy doorknob of After. and the familiarity— and oh, is it so familiar— never manages to suffocate the dread each and every time. the knowledge that this door, these wings, those eyes are all horrifyingly inevitable, following him, miraculously, across worlds.

until now. he steps in the pond of the void and there's a warm hand in his, so warm jimmy knows it to be unwelcome in this place. no one has ever been here with him before, and never in his endless lives and deaths has he ever been left staring wide-eyed at theback of someone's head, the back of martyn's head.

and martyn leads the way. there are no words— there never have been in this place— but his hand is firm and real in jimmy's. he walks confidently, the soles of his shoes marring the ground he walks across with ripples that never stop. and this time, martyn reaches out, and swings that haunting door wide open, ceasing its endless whispers all at once.

when martyn turns around, his eyes lock with jimmy's, and he doesn't speak— no one can, here, jimmy is sure of it— but he might as well, really. his eyes are tired, but they are certain. martyn says nothing, but jimmy hears him. of course he does.

follow me this time, would you?

[marmaladesparrows]

one of the pieces ive been working on for ages is so very almost approaching done and i cannot wait to be free

i then won't be able to post it for who knows how long which sucks but we live

[kookiesdayum]

I want to learn AWS from scratch, but I'm not familiar with it and unsure where to start. Can anyone recommend good resources for beginners? Looking for structured courses, tutorials, or hands-on labs that can help me build a strong foundation.

If you know any resources then plz let me know.

Thanks 🍬

[pissfizz]

I know I’ve become an extremely unbearable person to be around and people don’t like me and that I am fundamentally awful. I know acknowledging what you’ve done or who you are us bad doesn’t make it okay and that you actually have to work to make things better. But I don’t know how. How do you make yourself a better person when it’s everything that you are that you’d have to get rid of. How am I supposed to fix myself without replacing every piece. How do I become something people like when I am at my core unpleasant and awful.

[inkykeiji]

No fr, I saw Hazbin fans on TT who ACTUALLY THOUGHT Alastor's last name was "Altruist". Like. They didn't comprehend it was a word he was mockingly attaching to his name after his performance in the finale.

oh my good god. once again i say, the media literacy (and possibly literacy, period) is buried beneath the ground like...that’s actually concerning. unless they were young teenagers who just didn’t know what the word meant,, tho idk if young teenagers should necessarily be watching hazbin but that’s a different conversation for a different time.

[ariyalam]

Ariyalam offers online training courses and certifications. As an education for all movements, it was started to prove that software training is possible at a cost-effective and quality training to all interested people. Training will be provided by quality trainers at the convenience of the students. Our course syllabus is tailored to suit the current situation.

[morganblogsblog]

Leverage AWS Data Analytics Services to process, analyze, and visualize your data. Unlock real-time insights, improve decision-making, and enhance operational efficiency with scalable, cost-effective solutions.

[awsaicourse12]

AWS Data Analytics Training | AWS Data Engineering Training in Bangalore

What’s the Most Efficient Way to Ingest Real-Time Data Using AWS?

AWS provides a suite of services designed to handle high-velocity, real-time data ingestion efficiently. In this article, we explore the best approaches and services AWS offers to build a scalable, real-time data ingestion pipeline.

Understanding Real-Time Data Ingestion

Real-time data ingestion involves capturing, processing, and storing data as it is generated, with minimal latency. This is essential for applications like fraud detection, IoT monitoring, live analytics, and real-time dashboards. AWS Data Engineering Course

Key Challenges in Real-Time Data Ingestion

Scalability – Handling large volumes of streaming data without performance degradation.

Latency – Ensuring minimal delay in data processing and ingestion.

Data Durability – Preventing data loss and ensuring reliability.

Cost Optimization – Managing costs while maintaining high throughput.

Security – Protecting data in transit and at rest.

AWS Services for Real-Time Data Ingestion

1. Amazon Kinesis

Kinesis Data Streams (KDS): A highly scalable service for ingesting real-time streaming data from various sources.

Kinesis Data Firehose: A fully managed service that delivers streaming data to destinations like S3, Redshift, or OpenSearch Service.

Kinesis Data Analytics: A service for processing and analyzing streaming data using SQL.

Use Case: Ideal for processing logs, telemetry data, clickstreams, and IoT data.

2. AWS Managed Kafka (Amazon MSK)

Amazon MSK provides a fully managed Apache Kafka service, allowing seamless data streaming and ingestion at scale.

Use Case: Suitable for applications requiring low-latency event streaming, message brokering, and high availability.

3. AWS IoT Core

For IoT applications, AWS IoT Core enables secure and scalable real-time ingestion of data from connected devices.

Use Case: Best for real-time telemetry, device status monitoring, and sensor data streaming.

4. Amazon S3 with Event Notifications

Amazon S3 can be used as a real-time ingestion target when paired with event notifications, triggering AWS Lambda, SNS, or SQS to process newly added data.

Use Case: Ideal for ingesting and processing batch data with near real-time updates.

5. AWS Lambda for Event-Driven Processing

AWS Lambda can process incoming data in real-time by responding to events from Kinesis, S3, DynamoDB Streams, and more. AWS Data Engineer certification

Use Case: Best for serverless event processing without managing infrastructure.

6. Amazon DynamoDB Streams

DynamoDB Streams captures real-time changes to a DynamoDB table and can integrate with AWS Lambda for further processing.

Use Case: Effective for real-time notifications, analytics, and microservices.

Building an Efficient AWS Real-Time Data Ingestion Pipeline

Step 1: Identify Data Sources and Requirements

Determine the data sources (IoT devices, logs, web applications, etc.).

Define latency requirements (milliseconds, seconds, or near real-time?).

Understand data volume and processing needs.

Step 2: Choose the Right AWS Service

For high-throughput, scalable ingestion → Amazon Kinesis or MSK.

For IoT data ingestion → AWS IoT Core.

For event-driven processing → Lambda with DynamoDB Streams or S3 Events.

Step 3: Implement Real-Time Processing and Transformation

Use Kinesis Data Analytics or AWS Lambda to filter, transform, and analyze data.

Store processed data in Amazon S3, Redshift, or OpenSearch Service for further analysis.

Step 4: Optimize for Performance and Cost

Enable auto-scaling in Kinesis or MSK to handle traffic spikes.

Use Kinesis Firehose to buffer and batch data before storing it in S3, reducing costs.

Implement data compression and partitioning strategies in storage. AWS Data Engineering online training

Step 5: Secure and Monitor the Pipeline

Use AWS Identity and Access Management (IAM) for fine-grained access control.

Monitor ingestion performance with Amazon CloudWatch and AWS X-Ray.

Best Practices for AWS Real-Time Data Ingestion

Choose the Right Service: Select an AWS service that aligns with your data velocity and business needs.

Use Serverless Architectures: Reduce operational overhead with Lambda and managed services like Kinesis Firehose.

Enable Auto-Scaling: Ensure scalability by using Kinesis auto-scaling and Kafka partitioning.

Minimize Costs: Optimize data batching, compression, and retention policies.

Ensure Security and Compliance: Implement encryption, access controls, and AWS security best practices. AWS Data Engineer online course

Conclusion

AWS provides a comprehensive set of services to efficiently ingest real-time data for various use cases, from IoT applications to big data analytics. By leveraging Amazon Kinesis, AWS IoT Core, MSK, Lambda, and DynamoDB Streams, businesses can build scalable, low-latency, and cost-effective data pipelines. The key to success is choosing the right services, optimizing performance, and ensuring security to handle real-time data ingestion effectively.

Would you like more details on a specific AWS service or implementation example? Let me know!

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[buzzybrains-software]

Unlocking Innovation: Top IT Solutions From Data Analytics To Web Development In India

India has emerged as a global hub for technological innovation, hosting a plethora of top-tier IT companies that cater to businesses worldwide. From Data Analytics Companies in India to leading-edge web and software development firms, the country’s IT landscape continues to thrive, offering transformative solutions for businesses of all sizes.

The Role Of Data Analytics In Modern Businesses

In today’s data-driven world, the ability to harness insights from vast amounts of information is a game-changer. Data Analytics Companies in India specialise in empowering organisations to make informed decisions by leveraging cutting-edge tools and techniques. These firms offer services ranging from predictive analytics to real-time data processing, enabling businesses to identify trends, optimise operations and gain a competitive edge. Indian companies are renowned for their expertise in developing cost-effective, scalable and customisable solutions tailored to specific business needs.

The Demand For Web Application Development

As the digital era progresses, businesses need robust web applications to ensure seamless customer engagement and operational efficiency. A Web Application Development Company in India focuses on crafting interactive, scalable and secure applications for diverse industries. Indian firms leverage advanced technologies like React, Angular and cloud computing to deliver high-quality web solutions that enhance user experiences and improve productivity. Their ability to blend creativity with technology ensures exceptional results.

Software Development: Building Digital Ecosystems

Indian companies are at the forefront of software innovation, providing end-to-end solutions that cater to unique business challenges. A Software Development Company in India prioritises agility, scalability and performance, crafting solutions that integrate seamlessly into existing workflows. From enterprise resource planning (ERP) systems to AI-powered platforms, Indian software developers excel in delivering tailor-made products that drive digital transformation.

Why Choose Indian IT Companies?

India’s IT companies are synonymous with quality, reliability and innovation. With access to a large talent pool, cutting-edge technology and a customer-centric approach, Indian firms have become the go-to destination for businesses worldwide. Competitive pricing and robust after-sales support further enhance their appeal.

Conclusion: BuzzyBrains – A Leader In IT Solutions

Among the myriad IT firms in India, BuzzyBrains stands out as a trusted partner in digital transformation. Established in 2016, BuzzyBrains specialises in software product development, web application solutions and advanced data analytics. Their focus on innovation, transparency and client satisfaction makes them a preferred choice for businesses seeking comprehensive IT solutions.

BuzzyBrains’ expertise spans multiple domains, delivering cutting-edge web applications and high-performing software systems. Their advanced data analytics services empower organisations to unlock actionable insights and achieve measurable results. With a commitment to excellence and a proven track record, BuzzyBrains exemplifies the qualities that position Indian IT companies as leaders on the global stage.

Whether you need bespoke software, interactive web applications, or robust data analytics solutions, BuzzyBrains offers the perfect blend of innovation and reliability, setting the standard for IT excellence in India.

[syntax-minds]

Top 5 In-Demand DevOps Roles and Their Salaries in 2025

The DevOps field continues to see massive growth in 2025 as organizations across industries prioritize automation, collaboration, and scalability. Here’s a look at the top 5 in-demand DevOps roles, their responsibilities, and salary trends.

1. DevOps Engineer

Role Overview: The cornerstone of any DevOps team, DevOps Engineers manage CI/CD pipelines, ensure system automation, and streamline collaboration between development and operations teams.

Skills Required: Proficiency in Jenkins, Git, Docker, Kubernetes, and scripting languages like Python or Bash.

Salary Trends (2025):

Freshers: ₹6–8 LPA

Experienced: ₹15–20 LPA

2. Site Reliability Engineer (SRE)

Role Overview: SREs focus on maintaining system reliability and improving application performance by blending engineering and operations expertise.

Skills Required: Knowledge of monitoring tools (Prometheus, Grafana), incident management, and system architecture.

Salary Trends (2025):

Entry-Level: ₹7–10 LPA

Experienced: ₹18–25 LPA

3. Cloud Engineer

Role Overview: Cloud Engineers design, manage, and optimize cloud infrastructure, ensuring it is secure, scalable, and cost-effective.

Skills Required: Hands-on experience with AWS, Azure, or Google Cloud, along with infrastructure as code (IaC) tools like Terraform or Ansible.

Salary Trends (2025):

Beginners: ₹8–12 LPA

Senior Professionals: ₹20–30 LPA

4. Kubernetes Specialist

Role Overview: As businesses increasingly adopt containerization, Kubernetes Specialists manage container orchestration to ensure smooth deployments and scalability.

Skills Required: Deep understanding of Kubernetes, Helm, Docker, and microservices architecture.

Salary Trends (2025):

Mid-Level: ₹8–15 LPA

Senior-Level: ₹18–25 LPA

5. DevSecOps Engineer

Role Overview: DevSecOps Engineers integrate security practices within the DevOps lifecycle, ensuring robust systems from development to deployment.

Skills Required: Expertise in security tools, vulnerability assessment, and compliance frameworks.

Salary Trends (2025):

Early Career: ₹9–14 LPA

Experienced Professionals: ₹22–30 LPA

Upskill for Your Dream Role

The demand for DevOps professionals in 2025 is higher than ever. With the right skills and certifications, you can land these lucrative roles.

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[bitethetablet]

are there any aus where anya quits nursing and decides to persue becoming a therapist instead bc i wanna see that

[vastedge330]

Discover how AWS enables businesses to achieve greater flexibility, scalability, and cost efficiency through hybrid data management. Learn key strategies like dynamic resource allocation, robust security measures, and seamless integration with existing systems. Uncover best practices to optimize workloads, enhance data analytics, and maintain business continuity with AWS's comprehensive tools. This guide is essential for organizations looking to harness cloud and on-premises environments effectively.

[morganblogsblog]

Explore AWS Data Analytics Services for scalable, secure, and cost-effective solutions. Leverage powerful tools like Amazon Redshift, Athena, and QuickSight to gain insights and make data-driven decisions effortlessly.

[sanjanabia]

Why AWS is Becoming Essential for Modern IT Professionals

In today's fast-paced tech landscape, the integration of development and operations has become crucial for delivering high-quality software efficiently. AWS DevOps is at the forefront of this transformation, enabling organizations to streamline their processes, enhance collaboration, and achieve faster deployment cycles. For IT professionals looking to stay relevant in this evolving environment, pursuing AWS DevOps training in Hyderabad is a strategic choice. Let’s explore why AWS DevOps is essential and how training can set you up for success.

The Rise of AWS DevOps

1. Enhanced Collaboration

AWS DevOps emphasizes the collaboration between development and operations teams, breaking down silos that often hinder productivity. By fostering communication and cooperation, organizations can respond more quickly to changes and requirements. This shift is vital for businesses aiming to stay competitive in today’s market.

2. Increased Efficiency

With AWS DevOps practices, automation plays a key role. Tasks that were once manual and time-consuming, such as testing and deployment, can now be automated using AWS tools. This not only speeds up the development process but also reduces the likelihood of human error. By mastering these automation techniques through AWS DevOps training in Hyderabad, professionals can contribute significantly to their teams' efficiency.

Benefits of AWS DevOps Training

1. Comprehensive Skill Development

An AWS DevOps training in Hyderabad program covers a wide range of essential topics, including:

AWS services such as EC2, S3, and Lambda

Continuous Integration and Continuous Deployment (CI/CD) pipelines

Infrastructure as Code (IaC) with tools like AWS CloudFormation

Monitoring and logging with AWS CloudWatch

This comprehensive curriculum equips you with the skills needed to thrive in modern IT environments.

2. Hands-On Experience

Most training programs emphasize practical, hands-on experience. You'll work on real-world projects that allow you to apply the concepts you've learned. This experience is invaluable for building confidence and competence in AWS DevOps practices.

3. Industry-Recognized Certifications

Earning AWS certifications, such as the AWS Certified DevOps Engineer, can significantly enhance your resume. Completing AWS DevOps training in Hyderabad prepares you for these certifications, demonstrating your commitment to professional development and expertise in the field.

4. Networking Opportunities

Participating in an AWS DevOps training in Hyderabad program also allows you to connect with industry professionals and peers. Building a network during your training can lead to job opportunities, mentorship, and collaborative projects that can advance your career.

Career Opportunities in AWS DevOps

1. Diverse Roles

With expertise in AWS DevOps, you can pursue various roles, including:

DevOps Engineer

Site Reliability Engineer (SRE)

Cloud Architect

Automation Engineer

Each role offers unique challenges and opportunities for growth, making AWS DevOps skills highly valuable.

2. High Demand and Salary Potential

The demand for DevOps professionals, particularly those skilled in AWS, is skyrocketing. Organizations are actively seeking AWS-certified candidates who can implement effective DevOps practices. According to industry reports, these professionals often command competitive salaries, making an AWS DevOps training in Hyderabad a wise investment.

3. Job Security

As more companies adopt cloud solutions and DevOps practices, the need for skilled professionals will continue to grow. This trend indicates that expertise in AWS DevOps can provide long-term job security and career advancement opportunities.

Staying Relevant in a Rapidly Changing Industry

1. Continuous Learning

The tech industry is continually evolving, and AWS regularly introduces new tools and features. Staying updated with these advancements is crucial for maintaining your relevance in the field. Consider pursuing additional certifications or training courses to deepen your expertise.

2. Community Engagement

Engaging with AWS and DevOps communities can provide insights into industry trends and best practices. These networks often share valuable resources, training materials, and opportunities for collaboration.

Conclusion

As the demand for efficient software delivery continues to rise, AWS DevOps expertise has become essential for modern IT professionals. Investing in AWS DevOps training in Hyderabad will equip you with the skills and knowledge needed to excel in this dynamic field.

By enhancing your capabilities in collaboration, automation, and continuous delivery, you can position yourself for a successful career in AWS DevOps. Don’t miss the opportunity to elevate your professional journey—consider enrolling in an AWS DevOps training in Hyderabad program today and unlock your potential in the world of cloud computing!

[aretovetechnologies01]

Aretove Technologies specializes in data science consulting and predictive analytics, particularly in healthcare. We harness advanced data analytics to optimize patient care, operational efficiency, and strategic decision-making. Our tailored solutions empower healthcare providers to leverage data for improved outcomes and cost-effectiveness. Trust Aretove Technologies for cutting-edge predictive analytics and data-driven insights that transform healthcare delivery.

[buzzybrains-software]

Discover Top Cloud Computing and DevOps Solutions in India

In the rapidly evolving digital landscape, businesses across industries are embracing cloud computing to enhance efficiency, scalability and innovation. India has emerged as a global hub for cutting-edge cloud computing services, offering cost-effective and reliable solutions tailored to diverse business needs. Among the leading cloud computing companies in India, BuzzyBrains Software (I) Pvt. Ltd. stands out for its robust expertise and innovative approach.

Cloud Computing: Driving Business Transformation

Cloud computing has become the cornerstone of modern business strategies, enabling organizations to streamline operations, reduce costs and improve flexibility. As businesses move toward digital transformation, services like AWS development in India play a critical role in leveraging the power of Amazon Web Services (AWS) to build, deploy and manage applications efficiently. Companies like BuzzyBrains specialize in delivering comprehensive AWS solutions, ensuring businesses maximize the potential of cloud infrastructure.

BuzzyBrains excels in providing tailored cloud consulting and implementation services, making them a trusted partner for organizations looking to embrace cloud technologies. Their expertise spans various industries, including e-commerce, healthcare and fintech, showcasing their ability to deliver industry-specific cloud solutions.

The Role of DevOps in Modern Software Development

In today’s fast-paced environment, seamless collaboration between development and operations teams is essential to delivering high-quality software at speed. This is where DevOps companies in India like BuzzyBrains come into play. By integrating DevOps practices, businesses can automate workflows, improve deployment efficiency and reduce time-to-market.

BuzzyBrains leverages its strong expertise in DevOps to help organizations optimize their software delivery pipelines. Their services include automating deployment processes, enhancing collaboration and ensuring robust application performance. This approach not only accelerates development cycles but also improves overall operational efficiency.

Why Choose BuzzyBrains?

Established in 2016, BuzzyBrains Software (I) Pvt. Ltd. has carved a niche in the software development industry by delivering end-to-end digital transformation solutions. With a focus on cloud computing, AWS development and DevOps, the company has helped businesses worldwide achieve their strategic goals.

Here are some standout features of BuzzyBrains:

Expertise Across Industries: Serving sectors such as healthcare, education, media and real estate, they bring a deep understanding of diverse business needs.

Comprehensive Services: From software development to AI, mobile apps and cloud solutions, BuzzyBrains offers a one-stop shop for digital transformation.

Employee-Centric Culture: Their emphasis on innovation and collaboration ensures consistent quality in service delivery.

Future-Ready Solutions

As businesses continue to navigate digital disruptions, partnering with forward-thinking companies like BuzzyBrains ensures they remain competitive. By leveraging their expertise in cloud computing and DevOps, businesses can drive innovation, improve agility and achieve long-term growth.

If you’re seeking to explore the possibilities of cloud computing or streamline your software development processes, consider connecting with leaders like BuzzyBrains Software. Their track record and customer-centric approach make them a standout choice among cloud computing companies in India and DevOps companies in India.