DevOps

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🚀 DevOps Architect Trick: Observe Kubernetes Without Changing Application Code

Most teams begin with dashboards. An architect begins with a question:

“Which service caused the user request to become slow?”

Use this rare tool combination:

Kubernetes + OpenTelemetry eBPF Instrumentation + OTel Collector + Gateway API + Grafana/Jaeger

OpenTelemetry eBPF Instrumentation can automatically discover service-to-service relationships, create span and service-graph metrics, and connect traces with logs without requiring every application to be manually instrumented.

------------------------------------------

User
  ↓
Gateway API
  ↓
Frontend
  ↓
API service
  ↓
Database / External API

        ↓
OpenTelemetry eBPF
        ↓
OTel Collector
        ↓
Metrics + Logs + Traces
        ↓
Grafana / Jaeger

--------------------------------------

🧠 Architect Prompt

You are a platform architect.

System:
[Kubernetes architecture or diagram]

Business problem:
[Example: customers report slow checkout]

Tools:
Kubernetes, Gateway API, OpenTelemetry, Grafana, Jaeger

Analyse:
1. Which request path should be traced?
2. Which services need metrics, logs, and traces?
3. Where should the OTel Collector run?
4. What failure or latency signals should we monitor?
5. How can we collect useful telemetry without changing application code?
6. What security permissions and data-privacy risks exist?
7. Design a low-cost proof of concept.
8. Define success measurements and rollback steps.

Do not invent unsupported configuration.
Separate confirmed facts from assumptions.

--------------------------------------
🔍 What to investigate

Trace ID connecting a user request across multiple services.

Service causing the highest latency.

Difference between application failure and network failure.

Whether telemetry is lost during collector failure.

Whether sensitive data appears in logs or traces.

Whether sampling is needed to control cost.

⚠️ Important security note

eBPF-based tools may require special privileges, Kubernetes permissions, and access to process or network metadata. Review the security model before using them in production.

🎯 Mini challenge

Create a local Kubernetes demo with:

Gateway API → frontend → API → database

Then answer:

“If checkout takes 3 seconds, can I identify whether the delay comes from the gateway, API, database, or network using one correlated trace?”

📚 Research

OpenTelemetry eBPF Instrumentation

OpenTelemetry Operator for Kubernetes

Kubernetes Gateway API

OpenTelemetry Collector on Kubernetes

💡 Architect mindset when prompting:
Do not ask, “How do I install another monitoring tool?” Ask, “What decision will this telemetry help me make during a failure?”


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𝗧𝗵𝗼𝘀𝗲 𝘄𝗵𝗼 𝘄𝗮𝗻𝘁 𝗿𝗲𝗳𝗲𝗿𝗿𝗮𝗹𝘀 𝗮𝗻𝗱 𝗝𝗼𝗯𝘀 𝗮𝗻𝗱 𝗜𝗻𝘁𝗲𝗿𝗻𝘀𝗵𝗶𝗽𝘀 𝗼𝗽𝗽𝗼𝗿𝘁𝘂𝗻𝗶𝘁𝗶𝗲𝘀 𝗳𝗿𝗼𝗺 𝗧𝗼𝗽 𝗣𝗿𝗼𝗱𝘂𝗰𝘁 𝗕𝗮𝘀𝗲𝗱, 𝗦𝗲𝗿𝘃𝗶𝗰𝗲 𝗕𝗮𝘀𝗲𝗱 𝗮𝗻𝗱 𝗦𝘁𝗮𝗿𝘁 𝘂𝗽  𝗖𝗼𝗺𝗽𝗮𝗻𝗶𝗲𝘀 𝗹𝗶𝗸𝗲 𝗔𝗺𝗮𝘇𝗼𝗻, 𝗚𝗼𝗼𝗴𝗹𝗲,  𝗔𝗽𝗽𝗹𝗲, 𝗠𝗶𝗰𝗿𝗼𝘀𝗼𝗳𝘁, 𝗜𝗕𝗠, 𝗧𝗖𝗦, 𝗖𝗼𝗴𝗻𝗶𝘇𝗮𝗻𝘁, 𝗪𝗶𝗽𝗿𝗼, 𝗖𝗧𝗦, 𝗚𝗼𝗹𝗱𝗺𝗮𝗻 𝗦𝗮𝗰𝗵𝘀, 𝗢𝗹𝗮, 𝗨𝗯𝗲𝗿, 𝗭𝗼𝗺𝗮𝘁𝗼, 𝗦𝘄𝗶𝗴𝗴𝘆, 𝘂𝗽𝗚𝗿𝗮𝗱, 𝗖𝘂𝗿𝗲 𝗙𝗶𝘁, 𝗛𝗮𝗰𝗸𝗲𝗿𝗿𝗮𝗻𝗸, 𝗚𝗲𝗲𝗸𝘀𝗳𝗼𝗿𝗴𝗲𝗲𝗸𝘀 𝗮𝗻𝗱 𝗺𝗮𝗻𝘆 𝗺𝗼𝗿𝗲, 𝗰𝗮𝗻 𝗷𝗼𝗶𝗻 𝘁𝗵𝗲 𝗯𝗲𝗹𝗼𝘄 network.

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𝗟𝗮𝘁𝗲𝘀𝘁 𝗝𝗼𝗯𝘀 𝗮𝗻𝗱 𝗜𝗻𝘁𝗲𝗿𝗻𝘀𝗵𝗶𝗽𝘀 𝗨𝗽𝗱𝗮𝘁𝗲𝘀 𝗳𝗼𝗿 𝟮𝟬𝟭𝟳, 𝟮𝟬𝟭𝟴, 𝟮𝟬𝟭𝟵, 𝟮𝟬𝟮𝟬, 𝟮𝟬𝟮𝟭, 𝟮𝟬𝟮𝟮, 𝟮𝟬𝟮𝟯, 𝟮𝟬𝟮𝟰, 𝟮𝟬𝟮𝟱, 𝟮𝟬𝟮𝟲, 𝟮𝟬𝟮𝟳, 𝟮𝟬𝟮𝟴 𝗮𝗻𝗱 𝟮𝟬𝟮𝟵 𝗕𝗮𝘁𝗰𝗵.

Share with your College Whatsapp Groups & Friends.

All the best👍👍

🚨 Earn Passive Money Easily 🚨

Since your device is already connected to the internet, you can actually get paid for the data you aren't using.

Honeygain is a trusted app that runs quietly in the background of your phone or PC. It just securely shares your unused bandwidth with researchers and pays you for it. Your connection stays 100% encrypted, and it never accesses your personal data, files, or browsing history.

🎁 Official Bonus:
If you use the invite link below, you get an instant $5 starting bonus to help you reach your first cash payout faster.

👇 How to set it up in 2 minutes:

1. Click the link and create your free account:
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2. Download the app (works on Android, Windows, Mac, or Linux).

3. Log in, let it run in the background, and collect your passive income.

🔗 Claim your free $5 Bonus here:
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💡 Pro-Tip: You can connect both your phone and your laptop to the same account to double your earning speed!

Hackathon
National Research & Innovation Challenge Season 3

📌APPLY LINK :
https://bit.ly/4jpxU0r

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🐧 setfacl command

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𝗧𝗵𝗼𝘀𝗲 𝘄𝗵𝗼 𝘄𝗮𝗻𝘁 𝗿𝗲𝗳𝗲𝗿𝗿𝗮𝗹𝘀 𝗮𝗻𝗱 𝗝𝗼𝗯𝘀 𝗮𝗻𝗱 𝗜𝗻𝘁𝗲𝗿𝗻𝘀𝗵𝗶𝗽𝘀 𝗼𝗽𝗽𝗼𝗿𝘁𝘂𝗻𝗶𝘁𝗶𝗲𝘀 𝗳𝗿𝗼𝗺 𝗧𝗼𝗽 𝗣𝗿𝗼𝗱𝘂𝗰𝘁 𝗕𝗮𝘀𝗲𝗱, 𝗦𝗲𝗿𝘃𝗶𝗰𝗲 𝗕𝗮𝘀𝗲𝗱 𝗮𝗻𝗱 𝗦𝘁𝗮𝗿𝘁 𝘂𝗽  𝗖𝗼𝗺𝗽𝗮𝗻𝗶𝗲𝘀 𝗹𝗶𝗸𝗲 𝗔𝗺𝗮𝘇𝗼𝗻, 𝗚𝗼𝗼𝗴𝗹𝗲,  𝗔𝗽𝗽𝗹𝗲, 𝗠𝗶𝗰𝗿𝗼𝘀𝗼𝗳𝘁, 𝗜𝗕𝗠, 𝗧𝗖𝗦, 𝗖𝗼𝗴𝗻𝗶𝘇𝗮𝗻𝘁, 𝗪𝗶𝗽𝗿𝗼, 𝗖𝗧𝗦, 𝗚𝗼𝗹𝗱𝗺𝗮𝗻 𝗦𝗮𝗰𝗵𝘀, 𝗢𝗹𝗮, 𝗨𝗯𝗲𝗿, 𝗭𝗼𝗺𝗮𝘁𝗼, 𝗦𝘄𝗶𝗴𝗴𝘆, 𝘂𝗽𝗚𝗿𝗮𝗱, 𝗖𝘂𝗿𝗲 𝗙𝗶𝘁, 𝗛𝗮𝗰𝗸𝗲𝗿𝗿𝗮𝗻𝗸, 𝗚𝗲𝗲𝗸𝘀𝗳𝗼𝗿𝗴𝗲𝗲𝗸𝘀 𝗮𝗻𝗱 𝗺𝗮𝗻𝘆 𝗺𝗼𝗿𝗲, 𝗰𝗮𝗻 𝗷𝗼𝗶𝗻 𝘁𝗵𝗲 𝗯𝗲𝗹𝗼𝘄 network.

Join WhatsApp Channel👇

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---

2️⃣ Jobs and Internships India
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𝗟𝗮𝘁𝗲𝘀𝘁 𝗝𝗼𝗯𝘀 𝗮𝗻𝗱 𝗜𝗻𝘁𝗲𝗿𝗻𝘀𝗵𝗶𝗽𝘀 𝗨𝗽𝗱𝗮𝘁𝗲𝘀 𝗳𝗼𝗿 𝟮𝟬𝟭𝟳, 𝟮𝟬𝟭𝟴, 𝟮𝟬𝟭𝟵, 𝟮𝟬𝟮𝟬, 𝟮𝟬𝟮𝟭, 𝟮𝟬𝟮𝟮, 𝟮𝟬𝟮𝟯, 𝟮𝟬𝟮𝟰, 𝟮𝟬𝟮𝟱, 𝟮𝟬𝟮𝟲, 𝟮𝟬𝟮𝟳, 𝟮𝟬𝟮𝟴 𝗮𝗻𝗱 𝟮𝟬𝟮𝟵 𝗕𝗮𝘁𝗰𝗵.

Share with your College Whatsapp Groups & Friends.

All the best👍👍

🚨 Earn Passive Money Easily 🚨

Since your device is already connected to the internet, you can actually get paid for the data you aren't using.

Honeygain is a trusted app that runs quietly in the background of your phone or PC. It just securely shares your unused bandwidth with researchers and pays you for it. Your connection stays 100% encrypted, and it never accesses your personal data, files, or browsing history.

🎁 Official Bonus:
If you use the invite link below, you get an instant $5 starting bonus to help you reach your first cash payout faster.

👇 How to set it up in 2 minutes:

1. Click the link and create your free account:
https://bit.ly/3wUxw09

2. Download the app (works on Android, Windows, Mac, or Linux).

3. Log in, let it run in the background, and collect your passive income.

🔗 Claim your free $5 Bonus here:
https://bit.ly/3wUxw09

💡 Pro-Tip: You can connect both your phone and your laptop to the same account to double your earning speed!

You can connect or follow me on Linked[in]

https://www.linkedin.com/in/subarno-roy-3b2251374

🇮🇳 Support an Indian Startup! ❤️

Buyhatke — India’s shopping assistant startup, founded by IIT Kharagpur graduates, is helping shoppers make smarter buying decisions.

BUYHATKE APP IS AVAILABLE ON PLAY STORE AND APP STORE

Join The channel and show some support

https://t.me/+QJ4Wz5jBdI05MDU1

EVERYONE JOIN FAST

SO THAT YOU ALL WON'T MISS ANY Coding Contest 🔥

𝗧𝗵𝗼𝘀𝗲 𝘄𝗵𝗼 𝘄𝗮𝗻𝘁 𝘁𝗼 𝗽𝗿𝗮𝗰𝘁𝗶𝗰𝗲 𝗰𝗼𝗺𝗽𝗲𝘁𝗶𝘁𝗶𝘃𝗲 𝗽𝗿𝗼𝗴𝗿𝗮𝗺𝗺𝗶𝗻𝗴 𝗼𝗿 𝘄𝗮𝗻𝘁 𝘁𝗼 𝗽𝗮𝗿𝘁𝗶𝗰𝗶𝗽𝗮𝘁𝗲 𝗶𝗻 𝗰𝗼𝗺𝗽𝗲𝘁𝗶𝘁𝗶𝘃𝗲 𝗽𝗿𝗼𝗴𝗿𝗮𝗺𝗺𝗶𝗻𝗴 𝗰𝗼𝗻𝘁𝗲𝘀𝘁𝘀 𝗷𝗼𝗶𝗻 𝘁𝗵𝗲𝘀𝗲 𝗯𝗲𝗹𝗼𝘄 𝗴𝗿𝗼𝘂𝗽𝘀👇👇.

𝟭. 𝗚𝗲𝗻𝗲𝗿𝗮𝗹 𝗗𝗶𝘀𝗰𝘂𝘀𝘀𝗶𝗼𝗻 𝗚𝗿𝗼𝘂𝗽:

https://t.me/cp_discussion_group

https://t.me/allcodingsolution_official

𝟮. 𝗟𝗘𝗘𝗧𝗖𝗢𝗗𝗘 𝗗𝗶𝘀𝗰𝘂𝘀𝘀𝗶𝗼𝗻 𝗚𝗿𝗼𝘂𝗽:

https://t.me/leetcode_cp

𝟯. 𝗖𝗢𝗗𝗘𝗙𝗢𝗥𝗖𝗘𝗦 𝗗𝗶𝘀𝗰𝘂𝘀𝘀𝗶𝗼𝗻 𝗚𝗿𝗼𝘂𝗽:

https://t.me/codeforces_cp

𝟰. 𝗖𝗢𝗗𝗘𝗖𝗛𝗘𝗙 𝗗𝗶𝘀𝗰𝘂𝘀𝘀𝗶𝗼𝗻 𝗚𝗿𝗼𝘂𝗽:

https://t.me/codechef_group

𝟱. 𝗖𝗢𝗗𝗜𝗡𝗚 𝗡𝗜𝗡𝗝𝗔𝗦 𝗗𝗜𝗦𝗖𝗨𝗦𝗦𝗜𝗢𝗡 𝗚𝗿𝗼𝘂𝗽:

https://t.me/coding_ninjas_discuss

𝟲. 𝗔𝗧𝗖𝗢𝗗𝗘𝗥 𝗗𝗜𝗦𝗖𝗨𝗦𝗦𝗜𝗢𝗡 𝗚𝗥𝗢𝗨𝗣:

https://t.me/atcoder_discuss

𝟳. 𝗡𝗘𝗪𝗧𝗢𝗡 𝗦𝗖𝗛𝗢𝗢𝗟 𝗗𝗜𝗦𝗖𝗨𝗦𝗦𝗜𝗢𝗡 𝗚𝗥𝗢𝗨𝗣:

https://t.me/Newton_School_Discuss

𝟴. 𝗞𝗔𝗚𝗚𝗟𝗘 𝗗𝗜𝗦𝗖𝗨𝗦𝗦𝗜𝗢𝗡 𝗚𝗥𝗢𝗨𝗣:

https://t.me/kaggle_official

9.Smart India Hackathon:

https://t.me/sih_official

10. ICPC Official:

https://t.me/icpc_Official

User Namespaces in Kubernetes

Part I: All You Need to Know

https://blog.sdfg.com.ar/posts/userns-in-kubernetes-part-i

Part II: Mappings and File Ownership

https://blog.sdfg.com.ar/posts/userns-in-kubernetes-part-ii

Part III: The Implementation

https://blog.sdfg.com.ar/posts/userns-in-kubernetes-part-iii


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---

4️⃣ Data Science
📎 Channel Link:
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All the best 👍👍

Challenge Name: Tata Imagination Challenge

Eligibility: All college students (Open to All)

Apply Link:
https://bit.ly/Tata_Imagination_2026

🏆 Rewards:
● Chance of Pre-Placement Interviews & Internship with Tata
● Cash Prizes worth 2 Lakhs each
● An all-expenses-paid immersion at an iconic Tata location
● Exclusive Invitation to Taj Palace, Taj Hotel & Bombay House (Tata Group HQ)
● Participation Certificates

Do share with your Friends

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Understanding and Fixing CPU Limits in Kubernetes

Are your Kubernetes applications inexplicably slowing down, even when your nodes seem to have plenty of CPU to spare? You might be experiencing CPU throttling. I recently watched an excellent CNCF video by Dave Chiluk, an engineer at Indeed. This article has some of my takeaways from the video.

https://www.kubeblog.com/blog/understanding-and-fixing-cpu-limits-in-kubernetes


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