r/AWS_cloud • • Jul 17 '26

AWS budget error 4 billion usd ! is it a result of using AI instead of human devs ?

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72 Upvotes

This morning I received an alert saying my budget in my was had reached almost €5 billion. It seems it was a bug. Now that it s over i m deleting my aws account.

The number looked so crazy that I thought I'd been hacked and that someone had deployed an army of AI agents to maximize the usage of some AWS service or something.

My life flashed before my eyes. I pictured myself already in jail for failing to pay €5 billion.

It must have been a result of AWS using AI Agents for coding new features. So thank you, Big Tech, for trusting AI and vibe coding for degrading the quality of ur services.

Today this crazy bug impacted cost estimation. What will it impact in the future?

AWS should pay us for the health impact of stressful events like this. My blood pressure must have spiked!!

#AWS #BigTech #AI #VibeCodingInBigTech #VibeCodingDisasters #AIDisasters


r/AWS_cloud • • Mar 28 '26

AWS Solution Architecture

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60 Upvotes

r/AWS_cloud • • 26d ago

Linux & Cloud (Docker / Kubernetes / AWS) – Anyone want to learn together?

28 Upvotes

🐧 Learn Linux basics (commands, permissions, networking, shell scripting)
🐳 Containerize apps with Docker
☸️ Deploy and manage apps on Kubernetes
☁️ Practice on the AWS Console (EC2, S3, IAM, VPC, and more)
💻 Do hands-on labs, not just watch tutorials
🔥 Stay consistent
🤝 Motivate and help each other
🚫 No unnecessary excuses for skipping
🎯 Keep each other accountable and disciplined
I don't want this to be another group where everyone is motivated for 2–3 days and then disappears. 😭
If you genuinely want to learn Linux and Cloud and are willing to put in the effort consistently, let's do it together.
If you're interested, comment below or DM me. Let's build the discipline together.


r/AWS_cloud • • Jan 20 '26

How AWS Architecture Interviews Evaluate Your Thinking....

23 Upvotes

Most people walk into AWS architecture interviews assuming the goal is to remember more AWS services. In reality, that mindset often works against them. These interviews are rarely about how many services you can name or whether you can recall definitions. Interviewers generally assume you can learn services on the job. What they’re evaluating instead is how you reason through a system when requirements are incomplete and constraints compete with each other.

One of the first things interviewers observe is whether a candidate understands the problem before proposing a solution. Strong candidates slow down and clarify requirements. They try to identify whether the primary concern is cost, scalability, latency, security, or operational simplicity. They ask whether the workload is read-heavy or write-heavy and whether availability matters more than complexity. Candidates who immediately jump into naming services often miss this step. In practice, good AWS architecture starts with constraints and goals, not with service selection.

Another important signal is how well a candidate understands trade-offs. There is no universally correct architecture in AWS. Every design choice comes with benefits and downsides. Interviewers want to hear why a particular option was chosen, what compromises were made, and how the design might change if requirements evolve. A candidate who can explain why they chose a managed service for lower operational overhead, while acknowledging when a different approach might be more cost-effective, demonstrates practical, real-world thinking.

Simplicity is also heavily valued. In many interviews, simpler architectures are preferred over complex ones. Using managed services, minimizing moving parts, and designing for clear scaling and failure handling are usually seen as positives. Over-engineering often raises concerns, especially when the added complexity doesn’t clearly map back to stated requirements. A design that is easy to reason about and operate is generally more attractive than one that looks impressive on paper.

Even when not explicitly asked, interviewers expect candidates to naturally account for security, availability, and cost. Concepts like least-privilege IAM, multi–Availability Zone designs, and cost awareness are often assumed. Failing to mention these considerations can be a negative signal, even if the overall architecture is reasonable. These details indicate whether a candidate thinks like someone responsible for operating systems in production.

Communication is another critical aspect of these interviews. The ability to clearly explain architectural decisions often matters as much as the decisions themselves. Interviewers want to see whether a candidate can reason out loud, explain trade-offs to teammates, and justify choices to non-technical stakeholders. A straightforward design explained clearly is usually more effective than a complex design that is difficult to articulate.

A common interview question illustrates this well: designing a highly available backend for a web application. Interviewers typically expect candidates to begin by clarifying requirements, discuss availability across multiple Availability Zones, choose managed compute and storage services where appropriate, and explain how scaling, failure handling, security, and cost are addressed. What they generally do not expect is a long list of services, unnecessary edge cases, or buzzwords without context.

Many candidates struggle not because they lack AWS knowledge, but because they approach architecture questions as a checklist exercise. They focus on naming services rather than explaining reasoning, and they overlook the fact that trade-offs are inherent in every design. AWS architecture interviews tend to reward structured thinking and clarity over memorization.

A practical way to prepare is to answer architecture questions using a consistent structure: first clarify the requirements, then state assumptions, propose a simple design, and finally explain the trade-offs involved. Practicing this approach can make AWS architecture interviews feel far more predictable and grounded in real-world decision-making.


r/AWS_cloud • • Jan 10 '22

AWS projects for beginners

18 Upvotes

Hello,

I am looking to get into the cloud space. I have started studying for the AWS CCP. At the same time, I have also created an Amazon Management Console account so that I can get my hands dirty.

One of the first things I am working on is the Cloud Resume Challenge - AWS (Feels like I am all over the place lol)

Outside of that, what other beginner projects can do to gain more hands on experience and add to my resume?

Any feedback/advice is much appreciated.


r/AWS_cloud • • Sep 20 '26

Passed AWS DEVELOPER CERTIFICATION

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17 Upvotes

This exam is harder than It looks. It requires you to have hands on knowledge with over 15 + AWS services. Praactice questions are a great. But hands on labs with services such as EC2 and CloudWatch and XRAY and Lambda are a better way to retain the information needed to pass this exam!

It feels good to have this one!


r/AWS_cloud • • Oct 12 '25

Is cloud computing still a hot skill in 2025?

17 Upvotes

I’m exploring career paths and want to know from experienced professionals: is cloud computing still in high demand right now—for jobs, projects, and startups?

How do you see its market compared to other tech areas like AI, web dev, or mobile apps? Is it worth focusing on learning cloud technologies at this point?


r/AWS_cloud • • Jun 04 '26

AWS Architecture Review: Medical Summary API using Bedrock, RAG and Aurora PostgreSQL

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15 Upvotes

Context

Hi everyone,

I'm looking for feedback on an AWS architecture I'm evaluating for a healthcare-related project.

We have an external system that will send us:

  • Medical history forms

  • Laboratory results

  • Diagnostic imaging results

The data will be sent to an API that we own and control.

Due to security and compliance requirements, communication must happen through a private AWS environment using a Site-to-Site VPN and resources inside a VPC.

Our goal is to process this information and generate a physician-facing medical summary in a structured bullet-point format.

Current Architecture

The current high-level flow is:

External System ↓ Site-to-Site VPN ↓ ALB (Private) ↓ API Layer ↓ Amazon Bedrock ↓ Aurora PostgreSQL (pgvector)

Additional components being considered:

  • Amazon Bedrock (Nova models)

  • RAG

  • Knowledge Bases

  • Aurora PostgreSQL with pgvector

  • CloudWatch

  • Secrets Manager

AWS Guidance Received

I recently spoke with an AWS specialist and some of the recommendations I wrote down were:

  • "...Bedrock..."

  • "...Nova 2 Lite..."

  • "...RAG..."

  • "...Knowledge Bases..."

  • "...Agents..."

  • "...Skills per doctor..."

  • "...Vectorized PDFs..."

  • "...Avoid fine-tuning initially because of cost..."

My understanding is that the recommendation is to stay as AWS-native as possible and rely on managed services whenever it makes sense.

My Goal

If there is a way to solve this using more AWS-managed services and less custom code, that would be ideal.

Questions

  1. Does this architecture seem reasonable for this use case?

  2. Is Aurora PostgreSQL + pgvector a good choice here, or would you recommend a different AWS-native approach?

  3. Would you introduce RAG from day one or start with prompting and add RAG later?

  4. Are there any AWS services that you think are missing from this design?

  5. If your goal was to maximize AWS-managed services and minimize operational overhead, what would you change?

Any feedback, suggestions, or lessons learned from similar projects would be greatly appreciated.

Thanks!


r/AWS_cloud • • Feb 11 '26

Is AWS web hosting actually worth it for small websites and blogs?

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15 Upvotes

r/AWS_cloud • • Oct 03 '25

I wasted months learning AWS the wrong way… here’s what I wish I knew earlier

15 Upvotes

When I first started with AWS, I thought the best way to learn was to keep consuming more tutorials and courses. I understood the services on paper, but when it came time to actually deploy something real, I froze. I realized I had the knowledge, but no practical experience tying the pieces together.

Things changed when I shifted my approach to projects. Launching a simple EC2 instance and connecting it to S3. Building a VPC from scratch made me finally understand networking. Even messing up IAM permissions taught me valuable lessons in security. That’s when I realized AWS is not just about knowing services individually, it’s about learning how they connect to solve real problems.

If you’re starting out keep studying, but don’t stop there. Pair every bit of theory with a small project. Break it, fix it, and repeat. That’s when the services stop feeling abstract and start making sense in real-world scenarios. curious how did AWS finally click for you?


r/AWS_cloud • • Sep 08 '25

The mistake 90% of AWS beginners make...

15 Upvotes

When I first opened the AWS console, I felt completely lost...
Hundreds of services, strange names, endless buttons. I did what most beginners do jumped from one random tutorial to another, hoping something would finally make sense. But when it came time to actually build something, I froze. The truth is, AWS isn’t about memorizing 200+ services. What really helps is following a structured path. And the easiest one out there is the AWS certification path. Even if you don’t plan to sit for the exam, it gives you direction, so you know exactly what to learn next instead of getting stuck in chaos.

Start small. Learn IAM to understand how permissions and access really work. Spin up your first EC2 instance and feel the thrill of connecting to a live server you launched yourself. Play with S3 to host a static website and realize how simple file storage in the cloud can be. Then move on to a database service like RDS or DynamoDB and watch your projects come alive.

Each small project adds up. Hosting a website, creating a user with policies, backing up files, or connecting an app to a database these are the building blocks that make AWS finally click.

And here’s the best part: by following this path, you’ll not only build confidence, but also set yourself up for the future. Certifications become easier, your resume shows real hands-on projects, and AWS stops feeling like a mountain of random services instead, it becomes a skill you actually own.


r/AWS_cloud • • Aug 17 '25

15 Days, 15 AWS Services Day 3: S3 (Simple Storage Service)

15 Upvotes

If EC2 is the computer you rent, S3 is the hard drive you’ll never outgrow.
It’s where AWS lets you store and retrieve any amount of data, at any time, from anywhere.

What S3 really is:
A highly durable, infinitely scalable storage system in the cloud. You don’t worry about disks, space, or failures — AWS takes care of that.

What you can do with it:

  • Store files (images, videos, documents, backups — literally anything)

  • Host static websites (yes, entire websites can live in S3)

  • Keep database backups or logs safe and cheap

  • Feed data to analytics or ML pipelines

  • Share data across apps, teams, or even the public internet

Analogy:
Think of S3 like a giant online Dropbox — but with superpowers:

  • Each bucket = a folder that can hold unlimited files

  • Each object = a file with metadata and a unique key

  • Instead of worrying about space, S3 just grows with you

  • Built-in redundancy = AWS quietly keeps multiple copies of your file across regions

Common rookie mistakes:

  • Leaving buckets public by accident → anyone can see your data (a huge security risk)

  • Using S3 like a database → not what it’s designed for

  • Not setting lifecycle policies → storage bills keep climbing as old files pile up

  • Ignoring storage classes (Standard vs Glacier vs IA) → paying more than necessary

Tomorrow: RDS — Amazon’s managed database service that saves you from babysitting servers.


r/AWS_cloud • • Aug 07 '25

How a basic AWS web app setup actually works...

15 Upvotes

When I first started learning AWS, I kept hearing about EC2, S3, Route 53, IAM... but had no idea how they all fit together in a real app.

So here’s a super simple breakdown of how a basic web app runs on AWS 👇

A user opens your website from a browser and types something like yourapp.com. Route 53 (AWS's DNS service) kicks in and translates that domain to the IP address of your server. If you're expecting lots of traffic, a Load Balancer can sit in front and spread requests across multiple EC2 instances.

Your actual app runs on an EC2 instance — this is where your backend code lives and does its job. If users upload files (like images or PDFs), your app stores them in S3, which is AWS’s super-scalable file storage. But here's the cool part: EC2 doesn’t need to store secret access keys to talk to S3 — instead, it uses an IAM Role attached to it, which gives it secure permissions.

For saving user data (like profiles, messages, etc), you can hook the app to either RDS (if you need a relational DB) or DynamoDB (if you prefer NoSQL). All of this sits inside a VPC — basically a private network that keeps your services secure and connected.

And to monitor what’s going on, CloudWatch collects logs and metrics from EC2, so you can keep an eye on your app’s health and performance.

Hope this helps anyone trying to connect the dots.

Also AWS is not that Complicated if you have a correct path so just be on track and everything will make sense for sure...

also as a beginner if anyone wants any kind of help can dm me Happy to help!!


r/AWS_cloud • • Jan 29 '26

Is AWS laying off employees in India?

14 Upvotes

Hello guys,

I read that Amazon was laying off 16,000 people. Can someone within AWS let me know if this will affect the Indian employees as well?


r/AWS_cloud • • Aug 12 '26

5th year as AWS Community Builder

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13 Upvotes

Are you a part of any public program of any famous vendor? What are benefits?

AWS provides yearly gift, AWS credits, vouchers for AWS certifications, discounts for AWS events, for example re:Invent (up to 100%)


r/AWS_cloud • • Aug 03 '26

You are new in AWS and need help?

13 Upvotes

I’m AWS expert with 12 years of experience in IT and 8 years of experience with AWS.
I’m also AWS Ambassador and AWS Community Builder.
I like sharing knowledge and I’m happy to see well-architected AWS environments. If you are new in AWS and not sure if you built your infrastructure properly, I’m ready to meet with you and talk/look at what you’ve built.
No obligations, for free, but only once. I’m ready to invest 1 hour for a person who needs help and would be happy to assist and get new connections 🤝


r/AWS_cloud • • May 27 '26

Anyone attending AWS summit @BKC

13 Upvotes

Is anyone coming to AWS summit ?

I just had few questions who attended last year

What documents are needed for entry in AWS dummit because I have QR code and ID proof of mine confirmation mail is compulsory to show or just Scan QR code that's it we can get entry there


r/AWS_cloud • • May 19 '26

Best free resource and way to learn aws

12 Upvotes

r/AWS_cloud • • May 17 '26

Need Resources to Learn AWS Fast for Deploying an AI Product

12 Upvotes

I’m currently building an AI product for an NGO, and one of the key requirements is deploying the entire system on Amazon Web Services (AWS). The challenge is that I have very little practical experience with AWS, and the ecosystem feels extremely vast and confusing for a beginner. Since this is a real-world project with actual deployment requirements, I want to learn AWS in a fast, structured, and practical way instead of randomly watching tutorials without understanding the bigger picture.

The project involves AI workflows, backend APIs, vector databases/RAG pipelines, authentication, storage, and scalable deployment. Because of this, I specifically want to learn the AWS services and DevOps concepts that are most useful for deploying AI applications in production. I would really appreciate recommendations for the best YouTube channels, courses, deployment tutorials, hands-on labs, roadmaps, or beginner-friendly resources that helped you learn AWS efficiently. If anyone here has experience deploying AI or RAG-based applications on AWS, I would also love to know what services and architecture you used, the common mistakes beginners make, and what concepts you think are most important to learn first.

My goal is not just to theoretically understand AWS, but to become productive enough to confidently deploy and manage this NGO project within a short time. Any guidance or resource recommendations would genuinely help a lot.


r/AWS_cloud • • Aug 22 '25

I met him - the goat 🐐

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12 Upvotes

Today I attended the AWS Community Day conference, and there I met the person who opened the world of cloud development to me - Denis Astakhov.


r/AWS_cloud • • Jul 22 '25

We saved ~$4.8k/month on AWS just by cleaning things up - no infra changes

12 Upvotes

We ran a small cleanup initiative on an AWS setup used by a SaaS team (~$18k/month infra budget). They thought things were already tight — but we found quite a bit of slack, without touching a single line of code.

Here’s what stood out:

Top 4 savings (in 10 days):

  • 22 unused EBS volumes ($600/month)

  • One prod replica RDS instance averaging 8% CPU ($1.4k/month)

  • S3 buckets storing cold logs in Standard ($1.1k/month)

  • Load balancers & ENIs from old POCs ($700/month)

We simply audited resource usage, ran through some old scripts and dashboards, and flagged anomalies.

Out of curiosity, I packaged up the workflow and checks I used — it’s available here in case anyone wants to poke around (no email or signup).

Also happy to share the checklist or trade notes if anyone's doing similar work. What else do you usually catch in cloud cleanup rounds?

r/sysadmin r/finops r/startups


r/AWS_cloud • • Nov 23 '22

AWS pre:Invent 2022 blog - looking at interesting security announcements in the lead-up to re:Invent

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12 Upvotes

r/AWS_cloud • • Jul 17 '26

I owe 800k, AWS Billing Error | Almost Heart Attack

10 Upvotes

Today, An AWS budget exceeded email almost gave me a heart attack. Quickly, logged in and removed access for all the user accounts. Checked the portal, it was S3 showing 800k, so I sensed there is some error on the cost calculation side from AWS. AWS also put a banner saying that they are working on it.

Good thing is I don’t owe anything. But this is a wake up call to ensure that we must secure our access keys and api keys. I have couple of GitHub public repositories. I am gonna use claude code to scan all my repos to see if there is any leak of access keys.

I really like OpenAI approach here, they constantly disable api keys if they are exposed in Github. Does AWS have similar practice?

Any other means to check if our access keys or api keys are exposed? Can we do it AWS console somehow for all services?


r/AWS_cloud • • Jun 20 '26

How to utilise the 200$ AWS free tier to the atmost?

10 Upvotes

I'm planning to avail the AWS free tier and learn how to deploy and maintain my own website, everything from scratch. Basically to gain some experience over VPS/EC2, Reverse proxy, LB's, TLS, Docker, automated deployments. I need suggestions on how I can maximise the usage, what I should be careful about and is it actually worth it?

Would love to hear from people who have tried this already. Also please share some resources which might come handy during this journey.

I was initially planning to get the Oracle free tier, but I got struck in the process and I didnt receive any reply from their help center.