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How "Career-Ops" Landed By Automated The Job Search From College Grad to Head of AI

http://amoghavarshaonline.blogspot.com/2026/04/how-career-ops-landed-by-automated-job.html

How "Career-Ops" Landed By Automating The Job Search From College Grad to Head of AI

All In All Niche This Website Is About All Niches And We Are Dealing With Utmost Proficiency Treating All Niches In General Author : Amogha

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Best DevOps Automation Tools in 2025

Software teams have to move quickly, deliver perfectly, and be able to adapt to changes right away in today's fast-paced world. The bar is high: regular updates, few bugs, and no downtime. Are you trying to do all of this by hand? That's a sure way to get burned out and stuck.

That's where automation tools for DevOps come in. These tools don't want to take our jobs; they want to make us stronger. They do the boring, error-prone work so that engineers can focus on making useful features and fixing real problems.

We'll talk about what these tools are, why they're important, how they fit into your workflows, and how they can change the way you build, test, and deploy software quickly and with confidence in this blog.

What is a DevOps Automation Tool?

Consider a DevOps automation tool as a diligent team member who works around the clock to ensure that everything runs smoothly in the background.

A DevOps automation tool is essentially software that automates repetitive and time-consuming software delivery tasks. Whether you're automating tests, deploying updates, monitoring the health of your system, or building your code with each change, these tools ensure that everything functions smoothly and consistently.

They serve as a bridge between development and operations by transforming manual steps into reliable, efficient processes. From code integration to infrastructure setup, these tools help teams grow confidently while reducing human error and saving time. In essence, teams can use DevOps automation tools to work more efficiently and create better software more quickly.

What Does Effective DevOps Automation Look Like?

Consider this: A code update is pushed to the repository by a developer. Without human intervention, automated tests are conducted, a build is produced, security checks are performed, and the application is released into a staging environment. With a single approval click, it can go live if everything is in order. No last-minute scrambling, server updates, or manual file copying.

This automation of DevOps is successful. It involves developing a system that automatically tests and validates all code changes, ensuring dependable and repeatable deployments. Proactive monitoring and alerts identify problems before users do.

Because infrastructure is managed like code, environments can be set up or taken down with straightforward configurations. Every stage from development to production is connected by efficient DevOps automation, which lowers risk and friction and frees up people to concentrate on solving problems and being creative.

Benefits of Automation in Software Development

There are a number of advantages to automating your DevOps procedures. We will go over some of these advantages and their significance in this section.

Dependability and consistency Repeatedly carrying out a certain operation by hand frequently produces inconsistent or even inaccurate results. Process automation improves consistency, dependability, and outcome confidence. Automating a process can seem like a big expense at first. But in the long run, this is paid back many times over.

Quickness and effectiveness Automate repetitive and manual tasks. This shortens the time needed to implement a change from conception to manufacturing. You can release more features, address problems more quickly, and maintain customer satisfaction with greater speed and efficiency.

Openness A process can exist in a documented format by being automated using scripts, IaC, or another method. Manual procedures are typically not recorded. Or, if there is documentation, it is not updated as needed. Your CI/CD pipelines, IaC, and automation scripts are always current and show how your company currently automates a process. This advances automated processes and makes it possible for everyone to see how something is done.

Scalability Excellent automation grows with your surroundings. In other words, automation allows your environments to grow. Using a manual method to achieve scale is challenging, if not impossible.

What DevOps processes can be automated?

Numerous DevOps procedures can be automated to improve scalability, accuracy, and speed. For instance, teams can use Continuous Integration (CI) to automate processes like unit testing, linting, and code building whenever changes are made. This minimises integration problems by ensuring that code quality is checked frequently and early. This procedure is made easier and more effective with the use of tools like Jenkins, GitHub Actions, and GitLab CI.

Now, let's dive into Continuous Delivery and Deployment (CD). You can automate this to effortlessly move approved code changes from development to production. This process involves packaging artifacts, setting up environments, applying configurations, and deploying applications. With the right gating and rollback strategies in place, teams can release updates confidently and with minimal downtime.

Beyond CI/CD, infrastructure provisioning can be automated using Infrastructure as Code (IaC) tools like Terraform or Ansible. You can also integrate security scanning, performance monitoring, alerting, log management, and even incident response workflows into the pipeline. The aim is to cut down on manual tasks and build a self-regulating, observable system.

How to Get Started with DevOps Automation

Step 1: Evaluate Your Present Process: Start by outlining every step of your present software development process, from deployment to code commits. Determine whether there are any manual tasks, delays, bottlenecks, or error-prone areas. This will assist you in determining which tasks should be automated initially.

Step 2: Establish Your Automation Objectives: Establish measurable and unambiguous goals. Do you want to increase the frequency of updates, enhance test coverage, or shorten deployment times? Setting specific objectives will help you choose the right tools and efficiently calculate your return on investment.

Step 3: Choose the Right CI/CD Tools: Select tools that fit your tech stack and team workflow. Popular choices include Jenkins, GitHub Actions, GitLab CI, and CircleCI. Set up your first pipeline to automate basic tasks like building code and running unit tests after each commit.

Step 4: Automate Testing: Incorporate test automation into your CI pipeline. Begin with unit tests, then expand to integration, regression, and end-to-end testing. Use frameworks like JUnit, Selenium, or tools like Keploy to capture real-time API behavior and automatically create test cases.

Example Tools to Check out for Automation

Testing – Keploy

Keploy is a handy open-source tool that simplifies API testing by capturing real user traffic. It automatically generates test cases and mocks, so you get reliable test coverage without the manual hassle. Keploy integrates smoothly into CI/CD pipelines, monitoring API changes and tracking test coverage. It automates test creation, speeds up feedback, and is ideal for microservices and fast-paced development settings.

Build – Maven

Apache Maven is a popular tool for automating builds, especially in Java projects. It makes it easy to compile code, package it into files like .jar or .war, run unit tests, and handle project dependencies. Maven uses an XML file (pom.xml) to lay out the project structure and lifecycle clearly.

Thanks to its strong plugin ecosystem and support for repositories like Maven Central, Maven keeps builds consistent across different environments. For big Java applications, Maven is crucial for keeping the build process reliable and repeatable.

CI/CD- Jenkins, Github Actions and Gitlab CI/CD

Jenkins

Jenkins is an open-source automation server that helps developers build, test, and deploy their software projects. It is widely used in the software development industry to automate various tasks, including building and testing code, releasing software updates, and deploying applications to production environments.

Jenkins is designed to be highly extensible and flexible, with many plugins available that allow users to customize its functionality. It provides a web-based interface for creating and configuring build jobs, essentially automated processes that perform tasks based on event triggers.

GitHub Actions

GitHub Actions makes it super easy to set up CI/CD workflows right in your GitHub repository. You can create workflows with YAML files that kick off when events like pull requests, pushes, or tag creations happen. It's really user-friendly, especially if you're new to this, and there's a growing marketplace full of pre-built actions you can use. It's a great fit for teams already using GitHub who want to add automation without any hassle.

GitLab CI/CD

GitLab CI/CD is a built-in CI/CD system available as part of GitLab, a popular DevOps platform for source code management, issue tracking, and automation. It allows developers to automate testing, building, and deployment pipelines directly within the same environment they use for managing their repositories.

Configured through .gitlab-ci.yml files stored in the repository, GitLab CI/CD automates workflows based on pipeline definitions. It offers flexibility through stages, jobs, runners, and environments, supporting a wide variety of DevOps practices from simple test pipelines to complex multi-environment deployments.

Infrastructure as Code (IaC) – Terraform, OpenTofu and Pulumi

Terraform

Terraform is an infrastructure as code (IaC) tool that allows users to define, provision, and automate infrastructure resources on any cloud using a high-level configuration language called Terraform Language.

It supports a wide range of resource types, including low-level components like storage, networking, and compute instances; and high-level components like DNS entries and SaaS features. Terraform can also be used to provision Kubernetes resources, Helm Charts resources. When using Terraform, you write declarative configuration files describing your infrastructure’s desired state, and then Terraform compares the current state of the infrastructure to the desired state and creates or modifies resources as needed to achieve the desired configuration.

OpenTofu

OpenTofu is an open-source alternative to Terraform, created by the community after HashiCorp changed Terraform's license. It's managed by the Linux Foundation under an open-governance model and is designed to be fully compatible with previous versions. If you enjoy using Terraform but prefer a vendor-neutral option, OpenTofu is a solid choice.

Pulumi

Pulumi is a cutting-edge Infrastructure as Code tool that lets you define your infrastructure using familiar programming languages like TypeScript, Go, Python, and C#. This is perfect for development teams who want to use functions, loops, and objects just like they do in their application code. Pulumi supports all major cloud providers and Kubernetes, and integrates smoothly with GitHub Actions and CI/CD workflows.

Deploy – Docker & Kubernetes

Docker is an open-source platform that enables developers and DevOps teams to build, ship, and run applications inside lightweight, portable containers. Containers encapsulate an application and all its dependencies, ensuring consistency across different computing environments — from development to testing and production.

Kubernetes (also known as K8s) is an open-source container orchestration system for automating the deployment, scaling, and management of containerized applications. It was initially designed by Google and is now maintained by the Cloud Native Computing Foundation.

Monitoring & Observability as Code

Prometheus

Prometheus is an open-source systems monitoring and alerting toolkit originally built at SoundCloud. It helps you collect and track metrics from your applications and infrastructure and can be used to identify and troubleshoot issues. It pairs well with Grafana for building real-time dashboards.

Prometheus provides a fast and straightforward functional query language called PromQL (Prometheus Query Language) for selecting and aggregating time-series data in real-time. It can also trigger alerts based on certain thresholds or patterns you define.

Loki

Loki is a log aggregation system from Grafana Labs, crafted to handle logs in a way similar to how Prometheus handles metrics. Instead of indexing full log content, it groups logs by labels like service or pod, making it more efficient and cost-effective. You can query logs alongside metrics in Grafana.

Configuration as Code

https://i0.wp.com/blog.knoldus.com/wp-content/uploads/2017/10/ansible_logo.png?fit=1800%2C514&ssl=1

Ansible is an open-source software platform for configuring and managing computers. It is designed to help automate infrastructure management tasks such as configuration management, application deployment, and provisioning.

Ansible uses a simple syntax written in the YAML language, which makes it easy to understand and use. It uses a push-based model, where a central control machine pushes configuration changes to the managed hosts.

Policy as Code- OPA and Kyverno

Open Policy Agent (OPA)

OPA is a versatile policy engine that lets you enforce rules across your infrastructure, Kubernetes, APIs, and CI/CD pipelines. You create policies using Rego, which is its powerful declarative language. OPA can be integrated directly into applications or used as a sidecar or admission controller in Kubernetes. It's often used for managing access control, ensuring compliance, and checking configuration files.

Kyverno

Kyverno is a policy engine designed specifically for Kubernetes, allowing you to create policies using YAML, so there's no need to learn Rego. With Kyverno, you can automatically validate, modify, or create resources. It offers features like auto-labeling, image verification, and enforcing naming conventions.

Note: There are many tools that enable automation in DevOps. In the section above, I’ve mentioned just a few.

How to Automate Tests Without Writing Them

Keploy is an open-source tool designed with developers in mind, making it easy to automate the creation of realistic test cases and mocks by capturing traffic from your running application.

Keploy automatically generates API tests by capturing real application traffic. Instead of writing test cases manually, it records actual API interactions and converts them into automated tests with mocks for external dependencies.

Key Features:

Auto-Generated Tests: Creates tests from real API traffic without manual scripting

Smart Mocking: Automatically mocks external services and databases

Zero Setup: No need for complex test data or environment setup

Real-World Scenarios: Tests based on actual usage patterns

Database State Management: Captures and replays database interactions

CI/CD Integration: Seamlessly integrates with continuous integration pipelines

Website: https://keploy.io/

How Keploy Works

Keploy functions as a test recorder. It captures real API calls made to your application, recording the request, response, and any external dependencies like database queries. Then, it automatically creates:

This means you can run your application as usual, whether during local development or QA testing, and Keploy will automatically create test cases from real interactions. No need to write tests from scratch anymore.

To Know more about Keploy: Checkout here

Benefits of Using DevOps Automation Tools

Let's explore the benefits of using DevOps automation tools:

Faster Release CyclesAutomation speeds up moving code from development to production. With CI/CD, releases happen in days or hours instead of weeks.

Reduced Human ErrorsAutomation reduces mistakes in manual tasks like deployment, preventing system failures.

Reliable and Consistent TestingTools like Keploy automate test creation from real API calls, increasing test coverage and reliability.

Infrastructure That Builds ItselfIaC tools like Terraform make setting up cloud environments quick and consistent. Just run a script for new environments.

Proactive Monitoring and InsightsTools like Prometheus offer real-time performance insights. Set up alerts to catch issues early and maintain system health.

Safe and Controlled DeploymentsTools like Jenkins and Kubernetes make deployments safer. Use strategies like canary or blue-green to roll out updates gradually.

Built-in Security from the StartAutomation includes security checks directly in the pipeline, like vulnerability scans and code audits, catching issues early without slowing developers.

Improved Team CollaborationDevelopers, operations, and QA work together, enhancing transparency and strengthening DevOps culture.

Efficient Resource UseAutomated scaling and testing reduce manual tasks, allowing teams to focus on real problems and optimize cloud costs by managing environments efficiently.

Conclusion

Automation in DevOps is crucial for modern software delivery. Manual processes can slow projects and increase risk. By automating the development lifecycle from testing with Keploy, building with Maven, deploying with Docker and Kubernetes, and monitoring with Prometheus, teams can work more efficiently. Automation frees people to focus on more important tasks.

The right tools can transform your team's product development, whether you're new to DevOps or enhancing workflows. Automation drives continuous improvement in DevOps.

FAQs

Q1. Do I need to automate everything at once to adopt DevOps automation?

No, start with one area, like deployments or testing, and automate that first. This reduces risk and helps your team adjust while seeing early benefits.

Q2. How do I choose the “Right” DevOps automation tool for my team?

It depends on your tech stack, team size, and workflow complexity. Pick tools that integrate well, have community support, and address your immediate needs.

Q3. Can DevOps automation break things if not set up correctly?

Yes, improper setup can cause issues. Start with solid planning, version control, and testing to ensure automation enhances safety.

Q4. How does automation impact team collaboration?

It improves collaboration by standardizing processes, ensuring everyone shares responsibility and works with the same information, reducing silos and confusion.

Q5. Is DevOps automation only for large companies or enterprise-scale teams?

No, smaller teams benefit too, as automation helps them achieve more with fewer resources, bringing structure, speed, and stability our workflow.

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SBI Recurring Deposit Interest Rates 2025 – Latest SBI RD Rates & Returns

Saving money consistently over time is one of the most reliable ways to achieve financial stability and meet your future goals. The SBI Recurring Deposit Scheme is designed to help individuals save small amounts regularly and earn attractive interest on their savings. Offered by the State Bank of India, one of the most trusted banks in India, this scheme is ideal for those who prefer low-risk investments with guaranteed returns.

What is SBI Recurring Deposit Scheme?

The SBI Recurring Deposit (RD) Scheme is a term deposit product where you invest a fixed sum of money every month for a pre-determined period. The bank pays interest on your deposits, which is compounded quarterly and added to your balance. On maturity, you receive the total of all monthly deposits along with the accumulated interest.

This scheme is best suited for individuals who have a steady income and want to cultivate the habit of disciplined savings. Since the deposit amount and frequency are fixed, it promotes a structured financial approach and helps in building a fund over time without putting pressure on your finances.

Key Features of SBI RD Scheme

The SBI RD scheme comes with various features that make it a practical and safe investment option for all types of savers.

The minimum monthly deposit amount under the scheme is just one hundred rupees. This makes the scheme highly accessible, even for people from lower-income groups. The deposit amount should be in multiples of ten, and you can choose any value that suits your financial capacity.

You can choose a tenure ranging from twelve months to one hundred and twenty months, which is equivalent to one year to ten years. This flexibility allows you to align your savings plan with your financial goals, whether short-term or long-term.

The interest rates are attractive and competitive, generally at par with SBI fixed deposit rates. The interest is compounded every quarter and credited to your account on maturity. Interest rates are subject to change based on RBI policies and market conditions.

SBI provides a nomination facility for all recurring deposit accounts. This means you can appoint a nominee to receive the deposit amount in case of an unforeseen event.

Another notable feature is that you can take a loan or overdraft of up to ninety percent of the deposit amount. This helps during financial emergencies without breaking the deposit.

You can opt for premature withdrawal if needed, although this comes with a penalty in terms of reduced interest.

Interest Rates on SBI RD

The interest rates offered on SBI recurring deposits depend on the tenure selected. Typically, SBI RD interest rates range between six and a half percent and seven and a half percent per annum. The bank revises its rates periodically based on RBI guidelines and economic factors.

Senior citizens get a higher rate of interest, usually around fifty basis points more than the regular rate. This makes SBI RD a very attractive saving option for retirees who prefer safety and guaranteed returns.

The actual interest earned also depends on the compounding frequency. Since SBI compounds interest every quarter, your money grows faster compared to simple interest options.

Eligibility Criteria

Opening an SBI RD account is straightforward and inclusive. The following individuals or groups are eligible to apply for the SBI recurring deposit scheme:

Resident individuals including salaried employees, self-employed persons, and homemakers are eligible. Minors can open an RD account with the help of a guardian, and minors above ten years can even open and operate the account independently. Hindu Undivided Families (HUFs), trusts, firms, and some companies can also open recurring deposit accounts under specific conditions.

You are not required to have an existing savings or current account with SBI to open an RD. However, having one makes the monthly deposit process seamless through auto-debit facilities.

Required Documents

To open an RD account with SBI, you need to complete the bank’s Know Your Customer (KYC) process. Here are the documents typically required:

You must submit valid identity proof such as an Aadhaar card, PAN card, voter ID, or passport. For address verification, documents like a utility bill, rent agreement, or Aadhaar card can be used. A passport-sized photograph is required, along with the RD account opening form filled with accurate details. If you already have an SBI savings account, linking the RD to it will make the process even smoother.

How to Open SBI RD Account

SBI allows customers to open RD accounts both online and offline, offering complete flexibility and convenience.

To open an RD account online, log in to SBI NetBanking or use the YONO mobile app. Go to the deposit section and select the recurring deposit option. Enter the deposit amount, select the tenure, and confirm your account and nominee details. Once submitted, your RD account is created instantly.

To open the RD account offline, visit your nearest SBI branch and ask for the recurring deposit form. Fill out the form, attach necessary documents, and submit the first installment either in cash or by transferring funds from your existing account.

Benefits of SBI Recurring Deposit

There are several benefits of investing in an SBI RD scheme.

It helps inculcate a disciplined savings habit, which is vital for financial stability. Since you commit a fixed amount every month, you automatically start budgeting and managing your expenses better.

It offers guaranteed returns, which means there’s no risk of losing your money, unlike in stocks or mutual funds. This makes it an excellent option for risk-averse individuals.

The flexibility in tenure helps tailor the investment to match your savings goal. Whether you're saving for a vacation in two years or your child's education in ten years, SBI RD can be a useful tool.

It also provides loan and overdraft facilities against the deposit, which means you can use your funds in emergencies without closing the account.

With the option of online account opening and management, it becomes convenient for tech-savvy users and working professionals.

Drawbacks to Consider

While SBI RD is a solid savings option, there are a few limitations to keep in mind.

The returns, although guaranteed, are lower compared to equity-based instruments or mutual funds. So if you’re looking for high growth, RD might not be ideal.

Missing a monthly installment attracts a penalty. If this continues, it may even lead to the closure of the account or forfeiting some interest.

The funds are locked for the tenure selected. If you need to access your money early, premature withdrawal is possible but comes with interest penalties.

Interest earned is taxable as per your income slab, and if the total interest from all deposits exceeds the threshold, the bank deducts TDS.

Premature Withdrawal and Penalties

SBI allows premature withdrawal of RD accounts, but you will not receive the full interest promised at the time of opening the account. The interest paid will be recalculated at the rate applicable for the period the deposit was actually held, and a penalty may also be applied.

Additionally, if you miss monthly payments, SBI charges a penalty based on the amount and the duration of the delay. For example, the penalty could be a small percentage per hundred rupees of the installment missed.

To avoid penalties, it’s recommended to set up standing instructions or auto-debit from your savings account.

Taxation on SBI RD

The interest income earned from your SBI recurring deposit is considered part of your total income and is taxable under the Income Tax Act.

If the total interest earned across all your RDs in a financial year exceeds forty thousand rupees, SBI will deduct tax at source at ten percent. For senior citizens, this limit is fifty thousand rupees.

To avoid TDS deduction if your income is below the taxable limit, you can submit Form 15G or 15H at the start of the financial year.

It’s important to include the interest income in your income tax returns even if TDS has already been deducted.

Who Should Invest in SBI RD?

SBI recurring deposit is ideal for a wide range of investors.

It is perfect for salaried professionals who can afford to put aside a fixed amount every month. Homemakers and retirees looking for a disciplined and safe saving avenue also benefit from this scheme. Students and young adults can use RD to start small and build the habit of saving regularly.

It is also suitable for people who are saving for short-term or medium-term goals such as buying a gadget, going on a vacation, or paying insurance premiums.

How to Maximize Returns from SBI RD

Start investing early so that you benefit from the power of compounding over a longer period.

Select a tenure that aligns with your financial goals and try to avoid premature withdrawals. Always ensure your monthly installment is paid on time to avoid penalties.

Use the online platforms such as YONO and net banking to manage your account efficiently and keep track of your deposits and maturity date.

If you’re a senior citizen, ensure you avail of the additional interest rate benefit by submitting the required documents.

FAQs on SBI Recurring Deposit Scheme

What is the minimum amount required to open an SBI RD account? The minimum deposit required is one hundred rupees per month.

Can I open an SBI RD account online? Yes, you can open the account online using SBI NetBanking or the YONO mobile app.

What is the maximum tenure for an SBI RD? The maximum tenure is ten years or one hundred and twenty months.

Is the interest earned on SBI RD taxable? Yes, the interest earned is added to your income and taxed as per your slab.

Can I take a loan against my RD account? Yes, SBI allows you to take a loan or overdraft up to ninety percent of your RD amount.

What happens if I miss an installment? A penalty is charged for every missed installment. Repeated defaults may lead to account closure.

Is premature withdrawal allowed in SBI RD? Yes, it is allowed but with a penalty and reduced interest payout.

Do senior citizens get extra interest on SBI RD? Yes, senior citizens typically get fifty basis points more than the regular rate.

Is nomination facility available? Yes, you can nominate someone to receive the proceeds in case of your demise.

Do I need a savings account in SBI to open an RD? No, but having one helps in automating monthly payments through standing instructions.

Final Thoughts

The SBI Recurring Deposit Scheme is a reliable and easy way to save money over time. Whether you're planning for a future expense or just want to build an emergency fund, the scheme offers safety, discipline, and guaranteed returns. With flexible tenure options, affordable minimum investment, and convenient account management features, it remains one of the most preferred saving options for millions of Indians.

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