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Пост от 19.10.2026 15:44
1
0
0
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Since your device is already connected to the internet, you can actually get paid for the data you aren't using.
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🔗 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!
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.
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Пост от 11.10.2026 04:12
6
0
0
Cloud Computing Post: Scalability
☁️ Scalability Is Not Just “Add More Servers”
A scalable cloud system handles more users without becoming slow, unstable, or too expensive.
The real question is:
“Which part fails first when traffic increases?”
Core Scalability Tools
Load balancer: Sends user traffic across healthy servers.
Auto Scaling: Adds or removes compute capacity based on demand.
Horizontal scaling: Adds more instances or pods.
Vertical scaling: Adds more CPU or memory to one instance.
Caching: Stores frequently requested data closer to users.
CDN: Delivers static files such as images, CSS, and JavaScript from edge locations.
Message queue: Absorbs traffic spikes by processing work asynchronously.
Database read replicas: Handle more read-heavy traffic.
Monitoring and alerts: Show CPU, latency, errors, saturation, and traffic trends.
AWS Auto Scaling can add or remove EC2 capacity using dynamic or predictive policies, while a load balancer distributes traffic across healthy instances. In Kubernetes, Horizontal Pod Autoscaler automatically changes the number of pods based on metrics such as CPU, memory, or custom application metrics.
Simple Scalability Flow
User request
↓
CDN / Cache
↓
Load Balancer
↓
Auto-scaled application servers
↓
Database / Cache / Queue
↓
Monitoring and alerts
Common Beginner Mistakes
Scaling only the application server while the database remains the bottleneck.
Using one large server instead of multiple smaller, replaceable servers.
Storing session data on a single server, which breaks horizontal scaling.
Scaling based only on CPU while ignoring latency, errors, queue backlog, and database connections.
Forgetting health checks, so the load balancer keeps sending traffic to unhealthy servers.
Not setting minimum and maximum limits, which can cause high cloud costs.
Practice Challenge
Design a scalable architecture for a college event-registration app that receives 10,000 registrations in 5 minutes.
Answer these:
1. Which component will fail first?
2. Which requests can be cached?
3. Which work can move to a queue?
4. Where should the database scale first?
5. Which metrics trigger auto scaling?
6. What is the rollback plan?
Research Next
AWS Auto Scaling
AWS EC2 Auto Scaling and Load Balancing
Kubernetes Horizontal Pod Autoscaling
Google Kubernetes Engine Autoscaling
📌 Remember:
Scale the bottleneck, not every component blindly. Measure first, then scale.
Claim your Free $5 Bonus Here:
https://bit.ly/3wUxw09
LinkedIn profile 👇
https://www.linkedin.com/in/subarno-roy-3b2251374
Join our WhatsApp Channel 👇
https://whatsapp.com/channel/0029VbAi27y0lwghBe9mE42i
WhatsApp Community Link 👇
https://chat.whatsapp.com/G8wPqAwwm1qHo1AdM8YPkM
1️⃣ Big Data
📎 Channel Link:
[ telemetr.me/bigdataofficial ]
---
2️⃣ Machine Learning
📎 Channel Link:
[ telemetr.me/machinelearningofficial ]
---
3️⃣ Cloud Computing
📎 Channel Link:
[ telemetr.me/cloudcomputing_official ]
---
4️⃣ Python
📎 Channel Link:
[ telemetr.me/python_programming_resources ]
---
5️⃣ Join for Genuine Signals
📎 Channel Link:
[ telemetr.me/Quotextrading49 ]
Share with your College Whatsapp Groups & Friends too
All the best 👍👍
☁️ Scalability Is Not Just “Add More Servers”
A scalable cloud system handles more users without becoming slow, unstable, or too expensive.
The real question is:
“Which part fails first when traffic increases?”
Core Scalability Tools
Load balancer: Sends user traffic across healthy servers.
Auto Scaling: Adds or removes compute capacity based on demand.
Horizontal scaling: Adds more instances or pods.
Vertical scaling: Adds more CPU or memory to one instance.
Caching: Stores frequently requested data closer to users.
CDN: Delivers static files such as images, CSS, and JavaScript from edge locations.
Message queue: Absorbs traffic spikes by processing work asynchronously.
Database read replicas: Handle more read-heavy traffic.
Monitoring and alerts: Show CPU, latency, errors, saturation, and traffic trends.
AWS Auto Scaling can add or remove EC2 capacity using dynamic or predictive policies, while a load balancer distributes traffic across healthy instances. In Kubernetes, Horizontal Pod Autoscaler automatically changes the number of pods based on metrics such as CPU, memory, or custom application metrics.
Simple Scalability Flow
User request
↓
CDN / Cache
↓
Load Balancer
↓
Auto-scaled application servers
↓
Database / Cache / Queue
↓
Monitoring and alerts
Common Beginner Mistakes
Scaling only the application server while the database remains the bottleneck.
Using one large server instead of multiple smaller, replaceable servers.
Storing session data on a single server, which breaks horizontal scaling.
Scaling based only on CPU while ignoring latency, errors, queue backlog, and database connections.
Forgetting health checks, so the load balancer keeps sending traffic to unhealthy servers.
Not setting minimum and maximum limits, which can cause high cloud costs.
Practice Challenge
Design a scalable architecture for a college event-registration app that receives 10,000 registrations in 5 minutes.
Answer these:
1. Which component will fail first?
2. Which requests can be cached?
3. Which work can move to a queue?
4. Where should the database scale first?
5. Which metrics trigger auto scaling?
6. What is the rollback plan?
Research Next
AWS Auto Scaling
AWS EC2 Auto Scaling and Load Balancing
Kubernetes Horizontal Pod Autoscaling
Google Kubernetes Engine Autoscaling
📌 Remember:
Scale the bottleneck, not every component blindly. Measure first, then scale.
Claim your Free $5 Bonus Here:
https://bit.ly/3wUxw09
LinkedIn profile 👇
https://www.linkedin.com/in/subarno-roy-3b2251374
Join our WhatsApp Channel 👇
https://whatsapp.com/channel/0029VbAi27y0lwghBe9mE42i
WhatsApp Community Link 👇
https://chat.whatsapp.com/G8wPqAwwm1qHo1AdM8YPkM
1️⃣ Big Data
📎 Channel Link:
[ telemetr.me/bigdataofficial ]
---
2️⃣ Machine Learning
📎 Channel Link:
[ telemetr.me/machinelearningofficial ]
---
3️⃣ Cloud Computing
📎 Channel Link:
[ telemetr.me/cloudcomputing_official ]
---
4️⃣ Python
📎 Channel Link:
[ telemetr.me/python_programming_resources ]
---
5️⃣ Join for Genuine Signals
📎 Channel Link:
[ telemetr.me/Quotextrading49 ]
Share with your College Whatsapp Groups & Friends too
All the best 👍👍
Пост от 10.10.2026 10:03
3
0
0
You can connect or follow me on Linked[in]
https://www.linkedin.com/in/subarno-roy-3b2251374
https://www.linkedin.com/in/subarno-roy-3b2251374
Изображение
Пост от 10.10.2026 04:56
5
0
0
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Deposit your desired capital and claim your bonus.
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🔗 Claim your VIP access & bonus here:
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broker-qx.pro/sign-up/?lid=1154689
📌JOIN OUR TELEGRAM CHANNEL📌
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Изображение
Пост от 09.10.2026 14:47
5
0
0
🚨 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!
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!
Изображение
Пост от 08.10.2026 12:12
7
0
0
INDIA'S BIGGEST SHOPPING SALE IS LIVE TOMORROW
IS IT REALLY A DEAL🤡?
THIS APP BUYHATKE TELLS —
1. Deal Scan: Check whether today’s “discount” is actually a good deal.
2. Price History: See previous prices and festival-period trends before buying.
3. Buy Smarter: Find the lowest price and save more this festive season.
✴️✴️INSTALL THE APP FROM PLAYSTORE & APP STORE
🌟 CLICK HERE
IS IT REALLY A DEAL🤡?
THIS APP BUYHATKE TELLS —
1. Deal Scan: Check whether today’s “discount” is actually a good deal.
2. Price History: See previous prices and festival-period trends before buying.
3. Buy Smarter: Find the lowest price and save more this festive season.
✴️✴️INSTALL THE APP FROM PLAYSTORE & APP STORE
🌟 CLICK HERE
Изображение
Пост от 03.10.2026 10:10
1
0
0
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👇
https://whatsapp.com/channel/0029VbAi27y0lwghBe9mE42i
WhatsApp Community Link👇
https://chat.whatsapp.com/G8wPqAwwm1qHo1AdM8YPkM
LinkedIn profile👇
https://www.linkedin.com/in/subarno-roy-3b2251374
1️⃣ Jobs and Internships Updates
📎 Channel Link:
[ telemetr.me/jobsandinternshipsupdates ]
---
2️⃣ Jobs and Internships India
📎 Channel Link:
[ telemetr.me/jobsandinternshipsindia ]
---
3️⃣ GROUP FOR PROGRAMMERS🖥
📎 Channel Link:
[ telemetr.me/realgroupforprogrammer ]
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👍👍
Join WhatsApp Channel👇
https://whatsapp.com/channel/0029VbAi27y0lwghBe9mE42i
WhatsApp Community Link👇
https://chat.whatsapp.com/G8wPqAwwm1qHo1AdM8YPkM
LinkedIn profile👇
https://www.linkedin.com/in/subarno-roy-3b2251374
1️⃣ Jobs and Internships Updates
📎 Channel Link:
[ telemetr.me/jobsandinternshipsupdates ]
---
2️⃣ Jobs and Internships India
📎 Channel Link:
[ telemetr.me/jobsandinternshipsindia ]
---
3️⃣ GROUP FOR PROGRAMMERS🖥
📎 Channel Link:
[ telemetr.me/realgroupforprogrammer ]
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👍👍
Изображение