Ansible Roles: Step-by-Step Guide (2025)

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Introduction Ansible roles are a smart way to organize your automation projects. Instead of writing long, messy playbooks, you break everything into smaller, reusable parts called roles. Each role focuses on one task, like installing software, configuring a server, or setting up a firewall. This makes your work cleaner, faster, and easier to understand. Roles […]

Data Science vs Artificial Intelligence

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Introduction As technology-related jobs continue to enter the job market and industries rapidly adopt changes through innovation and automation, it’s only natural that students and professionals are looking at data science and artificial intelligence careers. Both job roles are changing the way businesses operate and not only capture attention for their salary potential but also […]

Ansible Architecture Overview: Key Components & Workflow 

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Introduction  Managing infrastructure on a large-scale is a highly challenging task in modern complex IT environments. Ensuring consistency, compliance, and operational efficiency across numerous systems requires a robust automation strategy. Thats where Ansible steps in. It’s agentless design and human- friendly YAML format enhances configuration management, application deployment, and the task orchestration, which makes it […]

Ansible vs Terraform: Differences, Use Cases, & Similarities

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Introduction Ansible, supported by Red Hat, is a free software configuration management framework that specializes in automatic software configuration, operating system updates, and application deployment using procedural playbooks in YAML. It is perfect for setting up the current infrastructure. On the other hand, Terraform is an open-source Infrastructure as Code (IaC) tool created by HashiCorp, […]

Top 11 Must Have Data Scientist Skills in 2025

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Introduction If you are a student who is exploring potential career options, data science may be the best option that will help you live a successful life. According to the U.S. Bureau of Labor Statistics (BLS) report, there will be a 36% job growth for data science jobs from 2023 to 2033, a growth rate […]

Top 30 Terraform Interview Questions and Answers (2025)

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Introduction Terraform is a tool that defines network infrastructure as code and has all deployments be exactly the same, and follows best practices. Whether you are working with Cisco products, setting up AWS networks, managing firewall rules, or building systems across multiple clouds, Terraform has become a necessary tool. It handles all these tasks smoothly. […]

Terraform Architecture Overview | Key Components & Workflow

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Introduction In the modern high-tech environment, manual infrastructure management is as slow as maintaining a library system without a written index — prone to inaccuracies, error-driven, and often random. In comes Terraform, which is an infrastructure as code tool that allows you to define and control infrastructure with code. Be it creating your servers in […]

Top 10 Data Science Companies in India (2025)

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Introduction  Your data science career starts with choosing the right company. India has become center stage for data professionals, with companies fighting to hire the best talent. Data science salaries have seen significant growth, with some experience levels seeing increases of over 50% in recent years, and the benefits keep getting better. What makes a […]

Data Science Salary in India || Updated 2025

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Introduction  India is becoming a worldwide hub for data science as digital transformation, automation, and AI adoption continue to increase in industries. Organizations of all sizes are hiring data professionals to explore data sources and discover valuable data for analysis, helping to guide their future direction more effectively. Data science offers one of the greatest […]

What is Data Science Life Cycle? | Updated 2025

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Introduction You have heard about data science. You know it’s powerful. But how do you actually do a data science project from start to finish? It’s not just about using algorithms. There’s a whole journey involved. It’s a series of steps that help you head in the right direction. In the end, you build something […]