I'm 3rd-year cs student I wanted to start dev_ops and I see a lot of people saying its not good for a starting career others saying it's and now I'm really confused,plus I see it very appropriate with me so

I need help in this

What Are Quality Gates in CI/CD?

A quality gate is a rule that must pass for the pipeline to move to the next stage.

Simple definition. Powerful concept.

If the gate fails — the pipeline fails. No exceptions. No "we'll fix it later." That discipline is exactly what keeps bugs out of production.

🔍 Common Quality Gates

Here are the most widely used gates in real DevOps pipelines:

✅ Unit test pass rate — 100%
✅ Code coverage — at least 70%
✅ Static analysis — 0 critical issues
✅ Security scan — no high severity CVEs
✅ Smoke test — all must pass
✅ Performance — response time must be under target (p99 threshold)

Each of these is a hard stop. The pipeline does not move forward until every gate passes.

⚠️ The Rule to Remember in Interviews

This is the most important thing to say when asked about quality gates in an interview. If your pipeline warns but still deploys — that is not a gate. That is noise.

A real gate blocks the pipeline. It forces the team to fix the issue before moving forward.

🏢 Real Project Example You Can Use in Interviews

Here is a real scenario worth sharing:

Our pipeline had a 70% code coverage gate. The dev team pushed to drop it to 60% to move faster.

Before agreeing, I pulled quarterly bug data. The finding was clear — low coverage modules had 3x more bugs.

The data made the decision. The gate stayed at 70.

This is a perfect interview answer because it shows you don't just follow rules blindly — you back decisions with data.

💬 Close Your Interview Answer With This Line

Interviewers remember candidates who say this:

That one sentence shows maturity, team thinking, and real engineering judgment.

🛠️ Real World Gate Stack

In my last project we used:

• SonarQube — static analysis + code coverage gate

• OWASP Dependency Check — security vulnerability gate

Any one of them failing blocked the merge entirely.

That discipline before production is exactly why we caught bugs early instead of firefighting at 2AM.

🎯 Quick Summary

💬 Final Thought

Quality gates are not bureaucracy. They are the team's agreed standards made automatic.

Without gates, standards are just suggestions. With gates, they are enforced every single time — whether it's 10AM on a Monday or 2AM before a release.

Set the gates. Trust the gates. Let the data defend the gates.

What quality gates does your team use? Drop them in the comments 👇

Hi everyone,

I’m currently halfway through my Software Engineering degree (Junior year) and I’m planning a career pivot into DevSecOps and Cloud Security. I'd love to get some reality-check advice from the veterans here.

A bit about my background:

• I have a strong background in the commercial/sales side (managing CRM pipelines, structuring B2B workflows, and standardizing company processes).

• On the tech side, I do hold Scrum certifications and I’m involved in academic research using Machine Learning for performance analysis.

• While I understand coding fundamentals (mainly Java) from my degree, I realized I don't want to be a pure software developer writing code all day. I excel much more at systems thinking, process automation, and bridging the gap between business and tech.

My current plan: I'm currently dedicating the next 6-9 months to building a solid foundation. My roadmap includes getting my AWS Cloud Practitioner and CompTIA Security+, while building practical GitHub projects (like setting up CI/CD pipelines with GitHub Actions and integrating SAST tools like SonarQube).

My questions for you:

1. What is something you wish you knew before entering DevSecOps or Cloud Security?

2. Coming from a heavy process/commercial and Agile background, what specific pitfalls should I avoid in this transition?

3. Are there any specific tools or concepts that you think are absolute dealbreakers to learn in 2026/2027?

Any advice, harsh truths, or roadmap tweaks are highly appreciated. Thanks in advance!

Shadowing is the most inefficient way to transfer knowledge. You forget ninety percent of what they say within a week.

I wanted a way to just talk to my predecessor even after they were gone. That is why I have been working on Sensay. It turns the offboarding process into an interactive chatbot experience.

Now the new hire can just ask Slack or Teams how a specific edge case was handled instead of bugging a manager who probably does not know the answer anyway.

It keeps the actual experience inside the company instead of letting it walk out the door.

Hi everyone,

I'm in my 7th semester of B.Tech IT (graduating in 2027) and looking for Cloud/DevOps internships or entry-level jobs in India.

My current skills include Linux, networking, AWS fundamentals, Azure AZ-900, Docker, Git/GitHub, basic GitHub Actions, and Bash/Python scripting.

I've also deployed a full-stack application on AWS EC2 using Docker, PostgreSQL, Nginx, and GitHub Actions for CI/CD.

I'm trying to understand how off-campus hiring actually works, especially because many companies don't publish every internship or entry-level vacancy on their websites.

I'd appreciate advice from people who have secured Cloud/DevOps roles:

• How do you find companies that hire for these roles?

• Which works best: job portals, company career pages, referrals, or cold emails?

• Have you received interviews by emailing engineering managers when no vacancy was advertised?

• Which companies in India are worth targeting for these roles?

• What practical skills helped you get shortlisted?

I'd appreciate real experiences, application strategies, and company recommendations. Thanks!

Genuinely burnt out at this point. I've applied to what feels like a thousand DevOps/Cloud roles and either get ghosted or rejected. A little about me:

• 7th Semester CS student (Virtual University of Pakistan)

• Already completed one DevOps internship

• Currently prepping for AZ-104 (exam next month)

• Learning Kubernetes right now, building projects on the side

Open to internships, fresher, or junior DevOps/Cloud roles at this point, just need a way in. I know the market's brutal right now but I'd really appreciate any leads, referrals, or even just advice on what I'm doing wrong. Based in Karachi/Hyderabad, Pakistan. open to remote too. Thanks for reading this rant lol.

Disk: 100% full. Files: only 11GB. 🤯

Both are correct. The missing space reveals the real Linux issue.

Watch the 5-minute breakdown 👇

https://youtu.be/Gm2-OtediWI?si=8BAQin5_vwO-kkoA

#Linux #DevOps #SRE #CatStack

Hi everyone, I hope you all are doing well.

I am just studying about software testing.

So, i just felt overwhelmed by looking at different types of testing like unit, integration, frontend testing etc.

So, my question is as devops do I need to write all just check and automate these tests into ci/CD pipeline?

Who wrotes devops or developer?

Please reply Don't skip I am confused.

You want to get into DevOps or Platform Engineering, then everywhere online you see people saying:

“Certificates are not important.”
“They do not prove you can do the real job.”
“Anybody can cram and pass exams.”

Honestly, some of them are right.

But I will argue the other side too.

Because certs like CKA, CKAD and CKS can really solidify your DevOps job hunt.

Let’s be realistic here.

You have a degree.
I have a degree.

You have some experience.
I have some experience.

But if neither of us are coming from companies like Uber, Meta or Google, then what makes a recruiter stop and actually want to talk to one candidate over the other?

That extra proof matters.

Before I had these certs, I could apply to 10 jobs and maybe get 1 interview.

Recently, I applied to around 10 jobs again.

I got 4 interviews.

And I made it all the way to third-stage interviews.

That is not by accident.

Ever since I started posting my Kubernetes certs and projects publicly, I constantly get recruiters and hiring managers messaging me asking if I am open for work.

The competition is just very fierce now.

There are too many good candidates.

So you need something that helps you stand out.

And most companies are using Kubernetes now.

They want people who can actually work with this stuff.

Not people who just watched tutorials.

If I was starting from scratch again, I would first focus on understanding Kubernetes basics properly.

Pods.
Deployments.
Services.
Networking.
Secrets.
ConfigMaps.

Then after that, I would go hard on practicing Kubernetes questions tailored to the exams.

That is honestly what helped me pass.

For CKAD:

I failed it before.

Then I passed it after focusing heavily on practicing questions close to the real exam patterns.

You can access my CKAD practice resources here:
👉 CKAD Offer

For CKA:

Do not rush into CKA first if you are new to Kubernetes.

Go chronologically.

CKAD → CKA → CKS

It really helps.

CKA is a serious level up from CKAD.

You can get the CKA resources here:
👉 CKA Offer

For CKS:

Now this is the elephant in the room.

This one is difficult.

You really need to know what you are doing.

I know some gurus jump straight into CKS, but honestly, this post is for the new engineer trying to break into DevOps.

Please start from top to bottom.

Not bottom to top.

You can get the CKS resources here:
👉 CKS Offer

If I had to do this all over again, I would simply follow people who already passed and understand the road.

I had to go through a lot of trial and error.

That is just my nature sometimes.

Long road. Burn time. Burn money.

You can also do that.

Or you can follow someone who already lived it.

Not to brag.

Just to let you know that if I could do it, you can too.

Hi Guys ,

I recently switched from SDE ( Java SpringBoot AWS) to SRE.

I have 3YOE as SDE , if you could help me out what essentials do i need to go through to become good at this. How to approach this.

My current company uses Azure.

Rest information will update later.

But here they are also expecting me write, understand code like SDE and do the SRE work as well.

Is that how things happen ? Because this is the 1st time i am hearing this or maybe due to my little experience as this is my 2nd organisation.

Appreciate all the suggestions and no I dont want ChatGPT suggestions i could have done that. I want field experienced people to contribute their 2 cents.

Thank you.

Hi everyone,

I am currently in the final year of my Bachelor of Science in CSE at BUBT, with just about 6 months remaining in my degree. I have some background experience working in software engineering, but I am now planning to transition/focus more heavily towards Computer Networking and Cloud Infrastructure.

I am planning to pursue an MSc in Europe right after my undergrad, and I'd love to get some guidance from seniors and industry professionals here:

1. Focus Shift: Is moving from traditional software engineering towards Cloud Computing and Networking a good strategic move for job prospects in Europe?

2. Specialization: Between Software Engineering and Cloud/Networking, which path generally offers smoother entry-level opportunities for international students landing jobs after an MSc in Europe?

3. Getting Started: What core skills, certifications (like CCNA, AWS/Azure fundamentals), or roadmap should I follow starting from scratch over the next 6 months?

Any insights, personal experiences, or recommendations would be hugely appreciated. Thank you!

I am a junior QA with 1 year of experience with a good package in a bank and I want to transition to Devops. But due to this AI era I’m little scared about future of QA. Can anyone guide me what skills are needed in the market and courses to learn from. Thank you

What should you do if you want to solidify your Kubernetes career?

I know some of you are frustrated.

You passed a Kubernetes certification months ago.

Your friend passed one too.

Yet neither of you have landed the role you wanted.

And now you're wondering:

"Was it even worth getting certified?"

My answer is yes.

Getting certified won't magically get you hired.

But it absolutely improves your chances of getting interviews, standing out from other candidates, and negotiating better salary offers.

What I recommend is this:

CKAD ➜ CKA ➜ CKS

Not because you need to become a KubeAstronaut.

But because each certification builds on the previous one.

CKAD teaches you how applications run on Kubernetes.

CKA teaches you how Kubernetes works under the hood.

CKS teaches you how to secure everything you've learned.

Don't stop there because nothing can beat getting your hands dirty.

The certification gets attention.

The projects, hands-on experience, and consistency get the job.

Keep going.

You're probably closer than you think.

I am no guru, but I have been where you are before.

If you ever need help to pass your ckad exams - I have exam-like for you HERE

Hey everyone! 👋 I’m a final-year B.Tech student from tier 2 collage (IIIT) and I’ve been learning DevOps for the past 1 year. Now I’m actively looking for a DevOps Internship where I can:

Work in a real-world environment

Learn industry best practices

Automate CI/CD workflows

Understand how an organization operates internally

Skills I bring:

Linux & Shell Scripting

Git & GitHub

Docker & Kubernetes

CI/CD with Jenkins & GitHub Actions

Terraform (IaC)

AWS (EC2, VPC, S3, IAM)

Monitoring basics (Prometheus, Grafana)

I’m very passionate about DevOps culture, automation, and cloud infrastructure. If anyone could guide me, share openings, or provide a referral, it would really help me move forward in my career 🙌

Thanks in advance to this amazing community ❤️

Hey everyone , i am currently learning linux and my ultimate goal is to get a cloud role job. I am confused about how much linux is required for me to learn, which concepts should i focus on that are actually usefull in real world. If anyone is working as a cloud engineer or another cloud role please help ..

so i am writing a script where i have like n files and everyfile just contain an array of same length so i want that the script iterate in the folder which contain that files ( a seprate folder) and read every file in loop 1 and in nested loop 2 i am reading and iterating the array i want to update some variables like var a i want that arr[0] always do a=a+arr[0] so that the a will be total sum of all the arr[0].

For better understanding i want that the file contain server usage ( 0 45 55 569 677 1200) assume 10 server with diff value but same pattern i want the variable to be sum of all usage than i want to find do that it can be use in autoscaling.

current script so far

#!/bin/bash

set -x

data="/home/ubuntu/exp/data"

cd "${data}"

count=1

avg=(0 0 0 0 0 0)

cpu_usr=0

cpu_sys=0

idle=0

ramused=0

ramavi=0

ramtot=0

file=(*.txt)

for i in "${file[@]}"; do

echo "${i}"

mapfile -t numbers < "$i"

for j in "${numbers[@]}"; do

val="${numbers[$j]}"

clean=$(echo " $j " | tr -d '[:space:]')

case $j in

*usr*) cpu_usr="clean" ;;

*sys*) cpu_sys="clean" ;;

*idle*) idle="clean" ;;

*ramus*) ramused="clean" ;;

*ramavi*) ramavi="clean" ;;

*ramtot*) ramtot="clean" ;;

esac

echo "$cpu_usr $cpu_sys $idle $ramused $ramavi $ramtot"

done

echo "$cpu_usr $cpu_sys $idle $ramused $ramavi $ramtot"

(( count++ ))

done

so i am stuck at iteration of array in a file

Hey Seniors, please help I need advice. I’m a Computer Science student with enough experience to be able to pass the application phase but not enough for the technical interview process.

TLDR Version:

Like, I have the experience but not enough practical experience to solve my own problems. So when I error and research I can’t find a solution either too many, don’t know which, or caused new problems. Btw I’m full stack dev but I don’t feel like I’ve earned that title yet till I can build a fully functional stacked application and deployed it.

LR Version for context:

I asked chat what my weaknesses are so I can better work on them and it said verbatim “you face a gap between theoretical understanding and practical execution in programming and project development.”

I’ve tried to build projects and would understand the tutorials and what they’re doing but not always why. I started off in web dev, HTML, CSS, and Js. Right now I’m trying to work on my react skills and build something but no lie every time I try I run into an unconventional error that never has a solution.

This may be because of my lack of experience and I can’t find the solution to it or genuinely I’m looking at the wrong place or something. I’ve tried to make smaller applications but something like packages error.

I can explain projects I’ve worked on pretty well I would say as well. Like I built a mobile application using a React-native and Expo by connecting two databases one for user authentication and the other to store user data.

So you know i am just a student who is working to become devops engineer But a lot of people i saw on LinkedIn have certification of aws and all other stuff

What to do