r/AWS_Certified_Experts

▲ 1 r/AWS_Certified_Experts+1 crossposts

Is anyone else frustrated by cloud bills that keep growing even when your infrastructure hasn't changed much?

One thing we've noticed is that most teams know how much they're spending, but not exactly why the bill increased. Digging through services, resources, regions, and usage data takes time, so it often gets pushed aside.

We've been working on a tool to help us answer those questions:

What actually caused the increase?

Which resources are responsible?

Is it expected growth or just waste?

What can be optimized without affecting workloads?

We're looking for a few real-world cloud environments to test it against and get honest feedback.

No catch—we're genuinely trying to validate whether the insights are useful.

If the tool doesn't find meaningful savings, that's useful feedback for us too. If it does, we'd discuss a success-based pricing model instead of charging upfront.

I'm also curious—how do you currently investigate unexpected cloud cost spikes? Is it mostly AWS Cost Explorer, Azure Cost Management, GCP Billing, custom dashboards, or something else?

Would love to hear what's worked (or hasn't) for you.

reddit.com
u/No-Championship-1518 — 4 hours ago
▲ 33 r/AWS_Certified_Experts+1 crossposts

Just Passed SAA-C03! Thoughts, Last-Minute Sprint Strategy, and Tips for the Exam

Hey everyone,

​Just wanted to share the good news that I cleared my Solutions Architect - Associate (SAA-C03) exam! It feels great to have this one under my belt.

I wanted to give a quick breakdown of my experience and what I saw on the test to give back to this awesome community.

​My Study Strategy:

I did an intense, high-velocity revision sprint focusing heavily on the Disambiguation & Keyword method. Essentially mastering how to tell lookalike services apart (like DataSync vs. Storage Gateway, or ALB vs. NLB) and identifying the absolute trigger words AWS uses to signal the right answer.

​What Heavily Featured on My Exam:

​Serverless Pipelines: A lot of S3, Glue, Athena, and QuickSight combinations for cost-optimized analytics.

​Storage Disambiguation: Knowing exactly when to deploy EFS vs. EBS vs. FSx. Lustre and Windows heavily featured.

​Decoupling & Event-Driven: Tons of SQS (Standard vs. FIFO), SNS, and Lambda architectures.

​Security Layers: Tricky scenarios separating AWS WAF, Shield, GuardDuty, and Amazon Macie.

​Organizations & SCPs: Restricting root users across multiple accounts.

​My Top Tip for the Exam Room:

Read the very last sentence of the prompt first! It instantly tells you the core constraint (e.g., most cost-effective vs. least operational overhead). Once you know that, it is much easier to filter out the technically true but wrong for this scenario distractor options.

​Thanks to everyone in this sub whose past write-ups helped guide my prep. If you are preparing right now and have any questions, feel free to drop them below!

reddit.com
u/skankhunt09061995 — 14 hours ago
▲ 49 r/AWS_Certified_Experts+1 crossposts

I built CloudArena because I got tired of how overwhelming AWS is for beginners

Hey everyone,

I wanted to share a small project I've been working on for the past few months.

When I started learning AWS, I kept running into the same problem. There are tons of courses and YouTube videos, but it was hard to know what to learn first or how everything fit together. I'd finish a tutorial and still not feel like I could actually build anything.

So I decided to build CloudArena.io.

The idea isn't to replace AWS documentation or the big learning platforms. I just wanted to make something that helps beginners learn by actually doing things, with a clear path instead of jumping between random tutorials.

Right now it includes:

  • Learning paths for people starting from scratch
  • Hands-on labs
  • Simple explanations without assuming you already know cloud
  • Progress tracking so you can see how far you've come

It's still very much a work in progress, and I'm constantly adding new content and improving things.

If you're learning AWS (or you've been through that beginner stage), I'd genuinely love your feedback. I'm especially interested in hearing:

  • What was the hardest thing for you when you started?
  • Is there anything on the site that feels confusing or unnecessary?
  • What would you like to see added?

Here's the site: https://cloudarena.io

I know there's a lot of AWS learning content out there already, but I built this because I wanted something that I personally would've found useful when I was starting out. If it helps even a few people, I'll be happy.

Thanks for reading, and I'm happy to answer any questions or hear any feedback.

reddit.com
u/Entire-Present5420 — 11 days ago
▲ 7 r/AWS_Certified_Experts+2 crossposts

AWS AI practitioner

So I’m i’m going to preparing for this exam. Can anyone give me a tips or resources so I can get a good score and currently I am following STEPHANE MAAREK UDEMY VIDEO COURSE

And if any one have notes or any other resources please share with me 🙏🏻🙏🏻🙏🏻

Tips would be appreciated

Thank you

reddit.com
u/No-Watch6723 — 10 days ago
▲ 25 r/AWS_Certified_Experts+2 crossposts

Passed SAA-C03 in a month using only free stuff (Got a cheap voucher)

So I had absolutely zero plans to take the AWS Solutions Architect exam, but I randomly scored a super cheap voucher that was about to expire. Figured I might as well send it.

I only had a month to prep and didn't want to spend a dime on paid courses since this was a total impulse move.

Here’s all I used to pass:

AWS Skill Builder: Just did the official free courses on there. It’s a bit dry but it’s straight from the source.

Free Practice Questions: Literally just googled every free practice test, sample question, and exam dump discussion I could find online to get used to the wording.

Honestly, the exam is super wordy. If you're cramming, just hammer down the differences between S3, EBS, and EFS, and know how SQS/SNS work for decoupling.

Totally doable in a month without paying for fancy courses if you just grind it out. Good luck!

u/Galactic_Cat0 — 11 days ago
▲ 15 r/AWS_Certified_Experts+7 crossposts

[Tool] Kulshan: Open-source AWS audit CLI that generates a local HTML report (no CUR, no SaaS)

[Tool] Kulshan: Open-source AWS audit CLI that generates a local HTML report (no CUR, no SaaS)

I spent years helping AWS customers investigate cost questions.

A surprisingly common conversation looked like this:

Customer: "Our AWS bill doubled."

Followed by:

  • No CUR
  • No Athena
  • No cost tooling
  • No budget alerts
  • Nobody comfortable enough with Cost Explorer to answer questions quickly

Before optimization, FinOps, chargeback, forecasting, or governance, there was a much simpler problem:

What is actually going on in this AWS account?

I built a tool to answer that question.

pip install kulshan
aws login
kulshan report

Kulshan is a free, open-source CLI that runs locally against your AWS account and generates an HTML report.

It uses read-only AWS APIs and looks at:

  • Cost trends and spend changes
  • Largest services and cost drivers
  • RI / Savings Plan coverage
  • Tagging health
  • Orphaned and unused resources
  • Forecast and acceleration signals

A few design decisions I cared about:

  • No SaaS
  • No data uploads
  • No telemetry
  • No write permissions
  • No CUR required
  • No Athena required

The idea is not to replace FinOps tooling.

It is to provide a baseline when someone asks:

"Can you help me understand what is going on with this bill?"

GitHub:
https://github.com/azz-kikkr/kulshan

PyPI:
https://pypi.org/project/kulshan/

Question for the community:

When someone drops you into an unfamiliar AWS account and asks why spend increased, what is the very first thing you look at?

u/azz_kikkr — 12 days ago