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Bridging Tech Gaps β†’ AI | Cloud | No-Code | DevOps | Security πŸš€ Sharing insights, tools & trends 🀝 DM for collabs or partnerships πŸ‘
Jan 25 β€’ 6 tweets β€’ 1 min read
These 5 Prompts Turn AI Image Models Into Technical Storytellers ⬇️⬇️ 1. Concept Explanation Diagram (Core Style)

Use this for most Kubernetes concepts (Pods, Services, Nodes, etc.)

Prompt:

β€œHand-drawn flat illustration explaining a cloud-native concept, simple cartoon style, clean white background, blue and gray color palette, labeled components with arrows, educational tech diagram, friendly developer-focused illustration, minimal shadows, vector-like clarity, visual guide style, no photorealism”
Nov 14, 2025 β€’ 5 tweets β€’ 2 min read
Kubernetes isn’t dying loudly - it’s dying quietly.

Not in blogs.
Not in conferences.
But inside private Slack channels, architecture reviews, and FAANG infra meetings.

The truth? Big Tech engineers are slowly moving away from Kubernetes.

Not because it’s bad -
but because it’s too heavy, too complex, too slow, and too painful to maintain at scale (if not desgined with proper planning).

After managing multiple production clusters myself, I get it.

Here are the 7 orchestration alternatives quietly replacing Kubernetes behind the scenes:
Sep 15, 2025 β€’ 16 tweets β€’ 4 min read
πŸš€ Want to become an AI Engineer in 2025?

Here’s the ultimate roadmap, from Python to MLOps.

Language ➀ Python
Mathematics ➀ Linear Algebra + Probability + Statistics + Calculus
Data Basics ➀ NumPy + Pandas + SQL
Data Visualization ➀ Matplotlib + Seaborn + Plotly
Classical Machine Learning ➀ scikit-learn + XGBoost + Model Evaluation
Deep Learning ➀ PyTorch/TensorFlow + Keras
Natural Language Processing (NLP) ➀ Hugging Face Transformers + Datasets + Tokenizers
Computer Vision ➀ OpenCV + Image Preprocessing
Embeddings ➀ OpenAI/HF Embeddings
RAG (Retrieval-Augmented Generation) Stack ➀ LangChain/LlamaIndex + FAISS
Agents & Workflows ➀ LangGraph
APIs ➀ FastAPI
Vector Databases ➀ Pinecone

Additional Core Topics ➀ MLOps + Cloud Computing + Ethics + Data Engineering + Monitoring + SecurityImage 1. Programming Language: Python

Why Python?
Python's simplicity, extensive libraries, and large community make it the go-to language for AI and data science.

Key Areas:
Fundamentals: Syntax, data structures, control flow, functions, object-oriented programming.
Advanced: Decorators, generators, context managers, asynchronous programming.
Best Practices: Code style (PEP 8), version control (Git), testing (pytest).
May 25, 2025 β€’ 6 tweets β€’ 2 min read
Site Reliability Engineering (SRE) πŸš€πŸš€Image The SLI β†’ SLO β†’ SLA FlowImage
May 17, 2025 β€’ 12 tweets β€’ 3 min read
Learn Terraform by Doing: 10 Practical Tasks for Beginners ⬇️ Image 1. Install Terraform & Setup Env. Image
Apr 27, 2025 β€’ 8 tweets β€’ 2 min read
πŸš€Thought AWS, Azure, or GCP were your only cloud choices? Ready for a surprise!

(it will keep you 3 steps ahead than the crowd for sureπŸ‘)

Here, I have curated a list of 30 Cloud Providers each with a special knack to revolutionize your business, Organization specially your career.

βœ… Now, you will have the understanding of "when to choose which cloud provider" based on your requirement🎯

🧡🧡🧡 ➑️Amazon Web Services (AWS) - Extensive service catalog, robust global infrastructure.

➑️Microsoft Azure - Seamless integration with Microsoft tools & services, hybrid capabilities.

➑️Google Cloud Platform (GCP) - Advanced machine learning, big data, and analytics services.

➑️IBM Cloud - Focus on hybrid cloud solutions, AI-powered automation.

➑️Oracle Cloud - Specialized in database management and enterprise applications.
Apr 23, 2025 β€’ 8 tweets β€’ 2 min read
AWS for Beginners to Pros: A Visual Tour of Key Services 🎯πŸ”₯

1/7 AWS Database Services πŸš€πŸš€Image 2/7 AWS Networking Services πŸš€πŸš€ Image
Mar 13, 2025 β€’ 8 tweets β€’ 6 min read
CI/CD (Handbook) - Build, Test, Deploy! πŸ”₯πŸ”₯Image - What is CI/CD?
- CI/CD pipeline (Explained)
- CI/CD Components
- Why Adopt CD/CD? Image
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Feb 27, 2025 β€’ 17 tweets β€’ 14 min read
AWS Architect Interview Blueprint: Key Topics & Questions πŸ”₯πŸ”₯Image What this guide will cover, Let's deep dive (one by one) πŸ‘‡πŸ‘‡Image
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Feb 21, 2025 β€’ 11 tweets β€’ 3 min read
10 tasks to excel in Git/Github (version control) for beginners πŸ”₯πŸ”₯Image 1. Install and Configure Git

- Download and install Git on your computer (from
git-scm.com).

- Set up your identity with
git config --global user.name "Your Name"

and

git config --global user.email "your.email@example.com".

- Verify the setup by running git config --list.
Feb 18, 2025 β€’ 9 tweets β€’ 6 min read
From Docker to ELK Stack, these tools are essential for automation, scalability, and monitoring.

"Use Cases == Problem + Solutions + Benefits"

Learn their real-world use cases and level up your DevOps skills today!

By the way, Which tool is your favorite?Image Before diving for the tools, let's understand quickly what is DevOps & why it matters? Image
Feb 17, 2025 β€’ 19 tweets β€’ 13 min read
Master Linux, One Command at a Time! πŸš€

These essential commands will make you unstoppable in the terminal. Let’s dive in! 🧡

Bookmark & share with your network!Image pwd, cd, lsImage
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Feb 16, 2025 β€’ 10 tweets β€’ 8 min read
Quick Guide: Networking Secrets (Cloud & DevOps) πŸ”₯πŸ”₯Image What it covers?Image
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Feb 15, 2025 β€’ 12 tweets β€’ 9 min read
Master AWS in Minutes (Not in hours)!

This handbook has everything you need. Are you ready?Image 1. What is Cloud Computing?
2. Scalability
3. Cost Savings
4. Flexibility Image
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Feb 14, 2025 β€’ 8 tweets β€’ 2 min read
π‘΄π’‚π’”π’•π’†π’“π’Šπ’π’ˆ π‘¨π’–π’•π’π’Žπ’‚π’•π’Šπ’π’ 𝒂𝒏𝒅 𝑰𝒏𝒇𝒓𝒂𝒔𝒕𝒓𝒖𝒄𝒕𝒖𝒓𝒆 𝒂𝒔 π‘ͺ𝒐𝒅𝒆 (𝑰𝒂π‘ͺ) π’Šπ’” π’†π’”π’”π’†π’π’•π’Šπ’‚π’ 𝒇𝒐𝒓 𝑰𝑻 π’‘π’“π’π’‡π’†π’”π’”π’Šπ’π’π’‚π’π’” π’˜π’π’“π’Œπ’Šπ’π’ˆ π’Šπ’ 𝒕𝒉𝒆 𝒄𝒍𝒐𝒖𝒅.

Here’s a 6-step approach to overcoming challenges and becoming proficient πŸ‘‡ 1. Learn the Fundamentals of Infrastructure as Code (IaC)

- Understand what IaC is and its importance in cloud automation.
- Learn about declarative vs. imperative approaches.
- Get familiar with version control systems (Git, GitHub, GitLab).
Feb 4, 2025 β€’ 9 tweets β€’ 7 min read
Terraform : A Story for Cloud Professionals πŸ”₯πŸ”₯ -> What is Terraform
-> Why Terraform
-> Setting up your env.
-> Installing Terraform Image
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Feb 3, 2025 β€’ 17 tweets β€’ 13 min read
Learn Python from Scratch: 5 Hands-On Projects πŸ”₯πŸ”₯Image -> What is Python?
-> Why Learn Python?
-> Getting Started with Python
-> Installing Python Image
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Jan 30, 2025 β€’ 5 tweets β€’ 2 min read
Serverless vs. Containers vs. Virtual Machines (VMs) – What to Choose and When?

πŸš€ Which one is right for your workload in AWS? Let's break it down! 1. Virtual Machines (VMs)

A VM is a fully virtualized server running on a hypervisor. You get a full OS, compute, storage, and network control.

πŸ”Ή When to Use VMs?
βœ”οΈ When you need full control over the OS and runtime environment.
βœ”οΈ For traditional applications that require a persistent server.
βœ”οΈ If you need to run legacy applications.
βœ”οΈ For workloads requiring strong isolation (security & compliance).

Pros & Cons
βœ… Pros:
βœ”οΈ Full flexibility (custom OS, network, security).
βœ”οΈ Strong isolation between workloads.
βœ”οΈ Good for monolithic apps and legacy software.

❌ Cons:
- Slower startup times compared to containers.
- Higher cost due to over-provisioning.
- Requires patching, updates, and maintenance.

Cost Implications
πŸ’² Pay for allocated CPU, memory, and storage (even when idle).
πŸ’² Long-running workloads are more cost-effective than bursty ones.
Jan 7, 2025 β€’ 11 tweets β€’ 2 min read
I want to master CI/CD pipelines, but I don’t know how to set them up without getting overwhelmed.

πŸ‘‡πŸ‘‡ 1. Understand the Basics

Learn the Concepts: Understand CI (Continuous Integration) and CD (Continuous Deployment/Delivery) principles.
- CI: Automate code integration, testing, and error detection.
- CD: Automate deployment to environments.

Key Benefits: Faster feedback, reduced manual effort, improved quality.

Tools Overview: Get familiar with popular tools like Jenkins, GitHub Actions, GitLab CI, CircleCI, or Azure DevOps.
Jan 5, 2025 β€’ 11 tweets β€’ 2 min read
I want to automate deployments, but I don’t know how to do it without breaking production.

πŸ‘‡πŸ‘‡ 1. Embrace Continuous Integration/Continuous Delivery (CI/CD):

- CI: Automate the build, test, and code analysis phases. This catches errors early on before they reach production.

- CD: Automate the release process, allowing for frequent and reliable deployments.
Dec 26, 2024 β€’ 6 tweets β€’ 1 min read
How to deal with Security & Compliance related issues in Cloud Solutions πŸ‘‡πŸ‘‡

1. How to handle a data breach in Cloud environment
2. Ensure Data Encryption (at rest/ in transit) across clouds
3. How to handle security compliance (eg. GDPR, ISO 27001)
4. Developer accidently exposed credentials in public Git Repo
5. Design a secure CI/CD pipeline for deploying Apps

check now 🧡🧡 1. How to handle a data breach in Cloud environment

●Immediate Action: Isolate affected systems to prevent further damage.

● Investigate: Use audit logs (e.g., AWS CloudTrail) to identify the root cause.

● Mitigate: Patch vulnerabilities and revoke compromised credentials.