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GOIt's time!! #GoogleCloudNext registration is open.
Join us in Vegas, April 22–24, to explore the AI and cloud technology, tools, and insights that are making new opportunities possible.
Registration link in bio.
@googlecloud
#Google Cloud Sql Limits
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JUMoving from a Jupyter notebook to production requires a real architecture. Here is the Google Cloud stack that scales. 👇
1️⃣ Containerize Everything
Wrap your RAG application (Python logic, LangChain code) in a Docker container. Push it to Google Artifact Registry. No more dependency conflicts.
2️⃣ Cloud Run with Autoscaling
Deploy that container to Cloud Run. It scales from 0 to 1,000 instances automatically. If 500 users ask about shipment tracking at 9 AM, Cloud Run spins up replicas in seconds and you only pay per request.
3️⃣ FastAPI + Async
Don’t use Flask for LLM apps. Use FastAPI with async def. LLM calls are I/O bound (waiting for Vertex AI). Async lets your server handle other requests while waiting for the model to reply.
4️⃣ Database Choice
Use Cloud SQL for PostgreSQL with the pgvector extension for your knowledge base. It handles relational data (user IDs, shipment records) and vector data (embeddings) in one place. Managed backups + high availability included.
—
Hi! My name is Abhishek and I work as an AI Engineer for a Google Cloud startup in Toronto.
If you want to certified as a Google Cloud Machine Learning Engineer, comment “AI” and I’ll send you a link in your DM.
—-
Keywords: #gcp #cloud #rag #llm #google #foryou #explore #home
@justsayabhi
0
COGoogle Cloud AI Labs ’26 – reality check for 1st & 2nd year students 👇
Yeh koi online course nahi hai.
Yeh koi paid internship bhi nahi hai.
Google Cloud AI Labs ’26 ek offline AI workshop series hai
jo selected cities me conduct hoti hai.
👉 Seats limited hoti hain
👉 Sab select nahi hote
👉 Profile + interest ke basis pe selection hota hai
⸻
B.Tech students ke liye eligibility
✔️ 1st year
✔️ 2nd year
✔️ 3rd year
Advanced AI ya ML experience required nahi hai.
Google yeh nahi dekhta ki tum kitna expert ho.
Wo yeh dekhta hai ki tum seekhne ke liye serious ho ya nahi.
⸻
Actually kya benefits milte hain
✔️ Google Cloud AI tools ka real exposure
✔️ Offline hands-on labs (sirf theory nahi)
✔️ Vertex AI & Generative AI ka intro
✔️ Google Developer Experts se interaction
✔️ Networking with tech-focused students
✔️ Digital participation certificate (usually)
✔️ Resume + LinkedIn pe strong mention
Yeh placement guarantee nahi deta.
Par early-stage students ke liye exposure kaafi solid hota hai.
⸻
Honest warning (important)
Agar tum sirf:
• certificate
• goodies
• ya Google ka naam
ke liye apply kar rahe ho
to expectations low rakho.
Agar tum:
• 1st ya 2nd year me ho
• AI / Cloud explore karna chahte ho
• offline tech environment experience karna chahte ho
toh yeh opportunity worth applying hai.
⸻
Apply free hai.
Select hue toh attend karo.
Nahi hue toh bhi koi loss nahi.
Par apply nahi kiya toh chance miss ho jayega.
Comment “Link” and I’ll share the link 👇
@codebyaditya
24.7K
BEDay1 #cloudcomputingcourses #kannadajobs #kannadamotivation #kannadastudents #kannadatech
@beer_motive
187
PIThink your photos are floating in "The Cloud"? 🤔☁️
WRONG. Here's the SHOCKING truth! 😱
When you upload 1 photo:
• It's split into multiple pieces 🧩
• Each piece goes to different data centers 🌍
• Every piece is copied 3-5 TIMES! 📋
• That's 15+ copies of ONE photo! 🤯
• Google stores 15+ EXABYTES (15 MILLION TB!)
• Using MILLIONS of servers worldwide 🖥️
There is NO cloud... just someone else's MASSIVE computer! 💻
Next up: How SERVERS Actually Work! 🚀
Follow @pi.rxe for mind-blowing tech secrets! 🔥
#CloudStorage #TechExplained #DataStorage #HowItWorks #techeducation
@pi.rxe
166.7K
TECloud Computing Roadmap: From Beginner to Expert
1. Introduction to Cloud Computing
- Definition and Basics
- Evolution of cloud computing
- Benefits and Challenges
2. Cloud Service Models
- Infrastructure as a Service (IaaS)
- Virtual Machines
- Storage solutions
- Platform as a Service (PaaS)
- App hosting
- Database services
- Software as a Service (SaaS)
- Cloud-based software apps
3. Cloud Deployment Models
- Public Cloud
- Private Cloud
- Hybrid Cloud
- Multi-cloud
4. Core Cloud Services
- Compute
- EC2, Azure VM, Google Compute Engine
- Storage
- S3, Azure Blob, Google Cloud Storage
- Databases
- AWS RDS, Azure SQL, Google Cloud SQL
5. Networking in Cloud
- Virtual Networks
- Load Balancers
- Content Delivery Networks
6. Cloud Security
- Identity and Access Management (IAM)
- Data encryption
- Compliance and Certifications
7. Cloud Management and Monitoring
- Resource monitoring
- Automation and scaling
- Cloud cost management
8. Containers and Microservices in Cloud
- Docker
- Kubernetes
- Amazon ECS, Azure Kubernetes Service
9. Cloud DevOps
- Continuous Integration & Continuous Deployment (CI/CD)
- Infrastructure as Code (IaC)
10. Advanced Cloud Architectures
- Serverless computing
- AWS Lambda, Azure Functions
- Big Data and Analytics
- AWS Redshift, Google BigQuery
- Machine Learning in the Cloud
- AWS SageMaker, Azure ML
11. Multi-cloud strategies
- Using AWS, Azure, GCP together
- Data transfer and interoperability
Projects to Add to Resume:
1. Deploy a multi-tier web application in the cloud.
2. Migrate an on-premises database to a cloud provider.
3. Set up a CI/CD pipeline using cloud services.
#cloudcomputing #aws #gcp #azure #microsoft #jobs #interview #sql #dsa #programmer #programming #programminglife
@techie_programmer
164.9K
LEGoogle Cloud took down the entire internet, including some of the most popular apps ever. But how did it do it, and what was affected? Let's investigate further.
#technology #internet #software
@lewismenelaws
152.7K
DA🚨 Google’s most PREMIUM SQL resource — and it’s 100% FREE.
This is not a basic tutorial.
This is the core SQL material that sits at the heart of almost every data interview — exactly what interviewers expect you to know.
If you’re serious about Data Analyst / Engineer / Scientist roles, SQL is non-negotiable. And learning it from Google makes all the difference.
💬 Comment “SQL” and I’ll DM you the direct access to this resource.
This is one of those links you save forever and thank yourself later.
@data_with_anurag
119.5K
EMComment “CLOUD” to get the links!
🔥 Trying to work in modern tech without understanding Cloud Computing is like building software for a single laptop in a world that runs on distributed systems. If you want scalability, reliability, and real-world engineering skills, this mini roadmap is your entry point.
⚡ Cloud Computing Explained
A clear, high-level breakdown of what cloud computing actually is, why it exists, and how companies really use it.
⏱ Cloud Computing in 2 Minutes
A fast, simplified overview to lock in the core ideas: servers, regions, scalability, and on-demand infrastructure.
☁ What is Cloud Storage?
Understand object storage, why it replaced traditional servers, and how data is stored and accessed at scale.
💡 With these Cloud resources you will:
🚀 Think beyond “my code runs locally” and start thinking in distributed systems
🧠 Understand the foundations behind AWS, Azure, and GCP
🏗 Bridge the gap between writing code and deploying real, scalable applications
☁ Level up for Backend, Cloud, DevOps, and Production Engineering roles
If you want to move from “I built an app” to “I deployed a system that scales,” Cloud Computing isn’t optional, it’s foundational.
📌 Save this post so you always have a Cloud roadmap.
💬 Comment “CLOUD” and I’ll send you all the links!
👉 Follow for more Backend Engineering, Cloud, System Design, and Career Growth.
@emrcodes
21.9K
LEthis will show you how easy it is connect your n8n with google sheets & google drive, and essentially the whole google ecosystem
@leadgenman
0
AS🎉 Google Cloud is giving away FREE goodies this Diwali!
Link : https://link-target.net/1420685/Ht59doe6Y3oF
Students who complete the Google Cloud 5-Day AI Agents Intensive Course can win exclusive gifts like backpacks, bottles & tech merch 👀
It’s 100% legit — straight from Google!
📚 Learn AI → Earn rewards → Flex your Diwali gift from Google 😎
🔗 Just search ‘Google Cloud 5-Day AI Agents Intensive Course’ to join or visit Google’s RSVP link.
💬 Comment “AI” if you’ve already joined or want the link!
#GoogleCloud #AIAgentsIntensive #GoogleAI #DiwaliOffer #AstraCashFlow #AIOffers #GoogleCloudAI #TechIndia #StudentOffer #FinanceWithAstra #Diwali2025 #FreeGifts #AITrends
@astracashflow
88.0K
SHSQL Practice karni hai? Toh “Asli” Questions solve karo! 🛑💻
Random datasets par time waste mat karo.
Interview mein wahi aata hai jo **DataLemur** par hai. 🐒
Website: [**DataLemur.com**](http://datalemur.com/)
Why this is better than HackerRank? 🏆
✅ **Company Specific:** Select Google, Uber, Amazon to see THEIR questions. 🏢
✅ **Real Difficulty:** Easy, Medium, Hard level (Real Interview standard).
✅ **Browser Execution:** Koi software install nahi karna, browser mein code run karo. 🏃♂️
Agar **FAANG** ya Top Startups mein Data Analyst banna hai, toh ye best resource hai.
👇 Link chahiye?
Comment **”SQL”** aur main direct link aapke DM mein bhej dunga! 📥
#sql #dataanalyst #interviewprep #faang #google
@shivam.ai.data
✨ Руководство по #Google Cloud Sql Limits
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