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Repost from GROUP FOR PROGRAMMERS🖥
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| 2 | 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.
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| 12 | 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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📎 Channel Link:
[ https://t.me/jobsandinternshipsindia ]
---
3️⃣ GROUP FOR PROGRAMMERS🖥
📎 Channel Link:
[ https://t.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👍👍 | 110 |
| 13 | ❤️ Here is the list of highly recommended Telegram channels for your free learning ❤️
Get Free courses with Certificates from top companies
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https://t.me/realgroupforprogrammer
https://t.me/Coding_CommunityOfficial
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https://t.me/programmings_guide
https://t.me/freecoursesupdates
Jobs and Internships Updates:
https://t.me/jobsandinternshipsupdates
https://t.me/jobsandinternshipsindia
Data Structures and Algorithms:
https://t.me/datastructuresandalgoofficial
Web Development and Web Design:
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https://t.me/webdevelopmentanddesigning
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DevOps:
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Software Development:
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Data Science:
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Big Data:
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Machine Learning:
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https://t.me/machinelearningofficial
Cloud Computing:
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https://t.me/cloudcomputing_official
Deep Learning:
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Python:
https://t.me/python_programming_resources
Programming Books:
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https://t.me/programmingbooksofficial
Artificial Intelligence:
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Android Development:
https://t.me/androiddevelopment_official
https://t.me/androiddevelopmentofficial
App Development:
https://t.me/appdevelopment_official
https://t.me/appdevelopmentofficial
Ethical Hacking
https://t.me/ethicalhacking_official
Digital Marketing
https://t.me/digitalmarketing_official
Happy Learning 👍 | 96 |
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| 15 | Your telegram is working properly or not. | 85 |
| 16 | ![You can connect or follow me on Linked[in] https://www.linkedin.com/in/subarno-roy-3b2251374](data:image/jpeg;base64,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){kind=small} You can connect or follow me on Linked[in]
https://www.linkedin.com/in/subarno-roy-3b2251374 | 112 |
| 17 |  🇮🇳 Support an Indian Startup! ❤️
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BUYHATKE APP IS AVAILABLE ON PLAY STORE AND APP STORE
Join The channel and show some support
https://t.me/+QJ4Wz5jBdI05MDU1 | 102 |
| 18 |  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 | 98 |
| 19 | Are microservices the same as PBCs? 🤔
The key difference in principle between #microservices and #PBCs is that microservices are an architectural style that defines how we break down applications into services 🧱. These services can communicate through APIs; each can be developed, deployed, and scaled independently 🚀. However, PBCs are custom combinations of certain microservices that work together to carry out a specific business function 🏢.
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LinkedIn profile 👇
https://www.linkedin.com/in/subarno-roy-3b2251374
Join our WhatsApp Channel 👇
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WhatsApp Community Link 👇
https://chat.whatsapp.com/HPJDqRr6G1sKQIqfdJF3pL
1️⃣ Big Data
📎 Channel Link:
[ https://t.me/bigdata_official ]
---
2️⃣ Machine Learning
📎 Channel Link:
[ https://t.me/machinelearning_official ]
---
3️⃣ Cloud Computing
📎 Channel Link:
[ https://t.me/cloudcomputingofficial ]
---
4️⃣ Deep Learning
📎 Channel Link:
[ https://t.me/deeplearningofficial ]
Share with your College Whatsapp Groups & Friends too
All the best 👍👍 | 218 |
| 20 | 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 | 100 |
