#docker-hub

[pulipuli]

看看網頁版全文 ⇨ 為什麼我放在Docker Hub的映像檔不能用了？ / Why My Docker Image on Docker Hub Cannot Be Used? https://blog.pulipuli.info/2024/11/why-my-docker-image-on-docker-hub-cannot-be-used.html 我們現在能開心地使用各種Docker環境，都是多虧了Docker Hub保存了這些Docker映像檔。 Docker Hub也可以稱得上是賽博菩薩了吧？但這免費資源可不是讓你毫無限制的使用喔！。 We can now happily use various Docker environments thanks to Docker Hub saving all these Docker images. You could say Docker Hub is like a Cyber Bodhisattva, right? However, this free resource is not for you to use without limit!。 ---- # 用Docker架設網站 / Setting Up a Website Using Docker。 https://medium.com/@habibridho/how-to-easily-setup-wordpress-using-docker-a798081dc577。 現在的軟體工程偏好採用虛擬化的環境來開發，以此確保各種元件都能在合適的版本、設定裡正常運作。 舉例來說，如果我們要在已經安裝好Docker環境的電腦上運作WordPress部落格系統的話，我們只要執行以下指令：。 [Code...] 然後就能打開瀏覽器，用 http://localhost:8080 來啟用WordPress了。 是不是很簡單呢？。 但你有沒有想過，這個WordPress系統到底是怎麽來的呢？以前學習架設WordPress的時候，不是還要安裝Apache跟PHP才能運作嗎？為什麼現在用一行指令就能安裝了呢？雖然嚴格來說，WordPress還要接上資料庫才能正式運作，不過從這裡就能看到Docker容器虛擬化的強大之處。 # Docker映像檔 / Docker Image。 我們之所以能夠輕易架設WordPress，這一切複雜的架構都以容器虛擬化的形式保存在Docker映像檔裡面。 在執行這個單純的指令時，Docker會檢查本機是否有Docker映像檔。 如果沒有，則會嘗試去下載網路上的Docker映像檔。 部分開發者也可能會選擇用編譯的方式來產生Docker映像檔，不過那脫離了本篇要講的範圍了。 ---- 繼續閱讀 ⇨ 為什麼我放在Docker Hub的映像檔不能用了？ / Why My Docker Image on Docker Hub Cannot Be Used? https://blog.pulipuli.info/2024/11/why-my-docker-image-on-docker-hub-cannot-be-used.html

[samejack]

透過 Harbor 建制自己的 Docker Registry + 永久憑證更新

建制自己私有的 Docker Registry 以往我們的 Docker Image 都是上傳到 Docker Hub，如果自己在開發上有很多專案需要管理，或者需要自訂複雜的帳號權限，這時候就需要自行建立 Docker Registry 來存放 Image。這裡我們手把手教學如何建立自己的 Harbor Server，並且透過 Caddy 全自動管理 SSL 憑證，這樣一來就可以大量減少維護的時間，也可以有自己專用的 Docker Registry。 Harbor Project 介紹 Harbor 是一個 Open Source 的 Docker Registry，使用 Apache License 進行發布，可以透過 Docker Compose 的方式啟動整個服務，安裝完成後提供完整的 Web 管理介面與服務，可以自訂專案與各種角色成員，算是非常夠用了。畫面如下： Docker…

[virtualizationhowto]

Best Docker Containers Commands You Need to Know

Best Docker Containers Commands You Need to Know @vexpert #vmwarecommunities #100daysofhomelab #homelab #DockerBasics #MasteringDockerCommands #BestDockerContainers #DockerImagesExplained #DockerForWebApplications #DockerComposeGuide

There is arguably not a more familiar name with containerized technology than Docker. With its ability to streamline operations and optimize resources, Docker has shifted the paradigm from traditional virtual machines to containers. It has continued to evolve to enhance user-friendly features and functionalities, making it an ideal platform for managing Continuous Integration and Continuous…

[rohiniintelliq]

DevOps AWS Training| IntelliQIT | Best DevOps AWS Training in Hyderbad

Ameerpet in Hyderabad is a hub for IT training, offering many institutes for DevOps courses. DevOps helps automate and improve software development and IT operations. Here are some things to look for when choosing a best devops training institute in hyderabad:

Comprehensive Course Content

Covers essential DevOps tools like Jenkins, Docker, Git, and Kubernetes.

Includes both basic and advanced topics.

Hands-on Training

Focus on real-time projects to get practical experience.

Live demos and interactive sessions.

Flexible Learning Options

Offers both online and classroom classes to suit your schedule.

Some institutes provide free demo classes.

Placement Support

Helps with job placements through resume building and interview prep.

Offers guidance for certifications if needed.

Experienced Trainers

Trainers with real-world DevOps experience.

Good student-to-trainer ratio for personalized attention.

When choosing an institute, make sure it offers practical training, expert guidance, and good placement opportunities to kickstart your career in DevOps.

[jointhefediverse]

WE LOVE TO SEE IT! Friendica's official [virtual image] trending on Docker. 🥹🐳

(Not to excuse Home Assistant receiving the first spot. 🏡🎖️ It's a widely recognized and powerful open-source automation network for your smart-home. In competition with other integrated hub systems, notably Alexa or Google Assistant, aside from being FOSS: it's privacy-oriented and far more intuitive/extensive with its capabilities.)

[ericvanderburg]

DockerSpy: Search for images on Docker Hub, extract sensitive information

http://securitytc.com/TD54zq

[cyber-sec]

Malware attacks on Docker Hub spread millions of malicious repositories

Source: https://www.techradar.com/pro/security/malware-attacks-on-docker-hub-spread-millions-of-malicious-repositories

More info: https://jfrog.com/blog/attacks-on-docker-with-millions-of-malicious-repositories-spread-malware-and-phishing-scams/

[zerosecurity]

Critical Vulnerability (CVE-2024-37032) in Ollama

Researchers have discovered a critical vulnerability in Ollama, a widely used open-source project for running Large Language Models (LLMs). The flaw, dubbed "Probllama" and tracked as CVE-2024-37032, could potentially lead to remote code execution, putting thousands of users at risk.

What is Ollama?

Ollama has gained popularity among AI enthusiasts and developers for its ability to perform inference with compatible neural networks, including Meta's Llama family, Microsoft's Phi clan, and models from Mistral. The software can be used via a command line or through a REST API, making it versatile for various applications. With hundreds of thousands of monthly pulls on Docker Hub, Ollama's widespread adoption underscores the potential impact of this vulnerability.

The Nature of the Vulnerability

The Wiz Research team, led by Sagi Tzadik, uncovered the flaw, which stems from insufficient validation on the server side of Ollama's REST API. An attacker could exploit this vulnerability by sending a specially crafted HTTP request to the Ollama API server. The risk is particularly high in Docker installations, where the API server is often publicly exposed. Technical Details of the Exploit The vulnerability specifically affects the `/api/pull` endpoint, which allows users to download models from the Ollama registry and private registries. Researchers found that when pulling a model from a private registry, it's possible to supply a malicious manifest file containing a path traversal payload in the digest field. This payload can be used to: - Corrupt files on the system - Achieve arbitrary file read - Execute remote code, potentially hijacking the system The issue is particularly severe in Docker installations, where the server runs with root privileges and listens on 0.0.0.0 by default, enabling remote exploitation. As of June 10, despite a patched version being available for over a month, more than 1,000 vulnerable Ollama server instances remained exposed to the internet.

Mitigation Strategies

To protect AI applications using Ollama, users should: - Update instances to version 0.1.34 or newer immediately - Implement authentication measures, such as using a reverse proxy, as Ollama doesn't inherently support authentication - Avoid exposing installations to the internet - Place servers behind firewalls and only allow authorized internal applications and users to access them

Broader Implications for AI and Cybersecurity

This vulnerability highlights ongoing challenges in the rapidly evolving field of AI tools and infrastructure. Tzadik noted that the critical issue extends beyond individual vulnerabilities to the inherent lack of authentication support in many new AI tools. He referenced similar remote code execution vulnerabilities found in other LLM deployment tools like TorchServe and Ray Anyscale. Moreover, despite these tools often being written in modern, safety-first programming languages, classic vulnerabilities such as path traversal remain a persistent threat. This underscores the need for continued vigilance and robust security practices in the development and deployment of AI technologies. Read the full article

[annajade456]

Navigating the DevOps Landscape: Your Comprehensive Guide to Mastery

In today's ever-evolving IT landscape, DevOps has emerged as a mission-critical practice, reshaping how development and operations teams collaborate, accelerating software delivery, enhancing collaboration, and bolstering efficiency. If you're enthusiastic about embarking on a journey towards mastering DevOps, you've come to the right place. In this comprehensive guide, we'll explore some of the most exceptional resources for immersing yourself in the world of DevOps.

Online Courses: Laying a Strong Foundation

One of the most effective and structured methods for establishing a robust understanding of DevOps is by enrolling in online courses. ACTE Institute, for instance, offers a wide array of comprehensive DevOps courses designed to empower you to learn at your own pace. These meticulously crafted courses delve deep into the fundamental principles, best practices, and practical tools that are indispensable for achieving success in the world of DevOps.

Books and Documentation: Delving into the Depth

Books serve as invaluable companions on your DevOps journey, providing in-depth insights into the practices and principles of DevOps. "The Phoenix Project" by the trio of Gene Kim, Kevin Behr, and George Spafford is highly recommended for gaining profound insights into the transformative potential of DevOps. Additionally, exploring the official documentation provided by DevOps tool providers offers an indispensable resource for gaining nuanced knowledge.

DevOps Communities: Becoming Part of the Conversation

DevOps thrives on the principles of community collaboration, and the digital realm is replete with platforms that foster discussions, seek advice, and facilitate the sharing of knowledge. Websites such as Stack Overflow, DevOps.com, and Reddit's DevOps subreddit serve as vibrant hubs where you can connect with fellow DevOps enthusiasts and experts, engage in enlightening conversations, and glean insights from those who've traversed similar paths.

Webinars and Events: Expanding Your Horizons

To truly expand your DevOps knowledge and engage with industry experts, consider attending webinars and conferences dedicated to this field. Events like DevOpsDays and DockerCon bring together luminaries who generously share their insights and experiences, providing you with unparalleled opportunities to broaden your horizons. Moreover, these events offer the chance to connect and network with peers who share your passion for DevOps.

Hands-On Projects: Applying Your Skills

In the realm of DevOps, practical experience is the crucible in which mastery is forged. Therefore, seize opportunities to take on hands-on projects that allow you to apply the principles and techniques you've learned. Contributing to open-source DevOps initiatives on platforms like GitHub is a fantastic way to accrue real-world experience, all while contributing to the broader DevOps community. Not only do these projects provide tangible evidence of your skills, but they also enable you to build an impressive portfolio.

DevOps Tools: Navigating the Landscape

DevOps relies heavily on an expansive array of tools and technologies, each serving a unique purpose in the DevOps pipeline. To become proficient in DevOps, it's imperative to establish your own lab environments and engage in experimentation. This hands-on approach allows you to become intimately familiar with tools such as Jenkins for continuous integration, Docker for containerization, Kubernetes for orchestration, and Ansible for automation, to name just a few. A strong command over these tools equips you to navigate the intricate DevOps landscape with confidence.

Mentorship: Guiding Lights on Your Journey

To accelerate your journey towards DevOps mastery, consider seeking mentorship from seasoned DevOps professionals. Mentors can provide invaluable guidance, share real-world experiences, and offer insights that are often absent from textbooks or online courses. They can help you navigate the complexities of DevOps, provide clarity during challenging moments, and serve as a source of inspiration. Mentorship is a powerful catalyst for growth in the DevOps field.

By harnessing the full spectrum of these resources, you can embark on a transformative journey towards becoming a highly skilled DevOps practitioner. Armed with a profound understanding of DevOps principles, practical experience, and mastery over essential tools, you'll be well-equipped to tackle the multifaceted challenges and opportunities that the dynamic field of DevOps presents. Remember that continuous learning and staying abreast of the latest DevOps trends are pivotal to your ongoing success. As you embark on your DevOps learning odyssey, know that ACTE Technologies is your steadfast partner, ready to empower you on this exciting journey. Whether you're starting from scratch or enhancing your existing skills, ACTE Technologies Institute provides you with the resources and knowledge you need to excel in the dynamic world of DevOps. Enroll today and unlock your boundless potential. Your DevOps success story begins here. Good luck on your DevOps learning journey!

[anandtechverceseo]

Crafting Your Digital Future: Choosing the Best Software Development Company in Chennai

Chennai has rapidly emerged as a leading hub for technology and innovation in India. With a thriving ecosystem of IT parks, incubators, and skilled talent, the city offers fertile ground for businesses seeking software solutions that drive growth. Whether you’re a startup launching your MVP or an enterprise modernizing legacy systems, partnering with the best software development company in Chennai can be the catalyst that transforms your ideas into reality.

Why Chennai for Software Development?

Abundant Technical Talent Chennai’s universities and engineering colleges churn out thousands of IT graduates each year. Companies here benefit from a deep pool of developers skilled in Java, Python, .NET, JavaScript frameworks, and emerging technologies like AI/ML and blockchain.

Cost-Effective Excellence Compared to Western markets, Chennai firms offer highly competitive rates without compromising on quality. Lower operational costs translate to more budget freed up for innovation and scaling.

Mature Ecosystem Home to established IT giants and a burgeoning startup scene, Chennai provides a mature support network. From coworking spaces to domain-specific meetups, you’ll find the resources and community necessary to accelerate development.

Key Qualities of a Leading Software Development Company in Chennai

When evaluating a Software Development Company in Chennai, consider these hallmarks of excellence:

Full-Stack Expertise The best partners bring strength across the entire technology stack—frontend, backend, database, DevOps, and quality assurance. They can handle your project end-to-end, ensuring seamless integration and consistent architecture.

Agile Methodologies Rapid iterations, regular demos, and adaptive planning are non-negotiable. An agile approach ensures your feedback drives each sprint, reducing time-to-market and keeping features aligned with evolving business goals.

Domain-Specific Knowledge Whether you’re in healthcare, finance, e-commerce, or logistics, domain expertise accelerates project kickoff and mitigates risk. Top Chennai firms maintain specialized vertical teams that understand regulatory requirements, user expectations, and industry best practices.

User-Centered Design Software is only as good as its usability. Look for companies with dedicated UX/UI designers who conduct user research, create wireframes, and test prototypes—ensuring your solution delights users and maximizes adoption.

Robust Quality Assurance Automated tests, continuous integration pipelines, and rigorous code reviews safeguard against defects and security vulnerabilities. Quality-driven teams catch issues early, saving time and preserving your brand’s reputation.

Transparent Communication Time zone alignment, clear reporting, and responsive project managers keep you in the loop at every stage. Transparency fosters trust and empowers swift decision-making.

Services to Expect from Top Chennai Software Houses

Custom Application Development Tailored software built to your precise specifications, from desktop portals and mobile apps to complex enterprise systems.

Legacy System Modernization Refactoring, reengineering, or migrating monolithic applications to modern microservices architectures and cloud platforms like AWS, Azure, or Google Cloud.

Enterprise Integration Connecting CRM, ERP, and third-party APIs to streamline workflows and centralize data.

DevOps & Cloud Services Infrastructure as code, containerization with Docker/Kubernetes, CI/CD pipelines, and proactive monitoring for high availability and scalability.

Data Analytics & AI/ML Harnessing big data, predictive modeling, natural language processing, and computer vision to unlock insights and automate decision-making.

Maintenance & Support Ongoing operational support, performance tuning, security patches, and feature enhancements to ensure long-term success.

How to Select the Best Software Development Company in Chennai

Portfolio & Case Studies Review past projects, client testimonials, and measurable outcomes—such as performance improvements, cost savings, or revenue growth.

Technical Assessments Engage in small proof-of-concept tasks or coding challenges to gauge technical proficiency and cultural fit.

Reference Checks Speak with previous clients about communication practices, adherence to budgets, and post-delivery support.

Cultural Alignment Shared values, work ethics, and vision foster collaboration and minimize friction over the project lifecycle.

Scalability & Flexibility Ensure the company can scale its team rapidly and adapt to shifting requirements without breaking the budget.

Conclusion

Selecting the best software development company in Chennai involves more than just comparing hourly rates. It demands a holistic evaluation of technical capabilities, process maturity, domain expertise, and cultural fit. By partnering with a seasoned Software Development Company in Chennai that checks all these boxes, you’ll unlock the agility, innovation, and reliability necessary to propel your business forward in today’s digital-first world.

[codeonedigest]

Docker Tag and Push Image to Hub | Docker Tagging Explained and Best Practices

Full Video Link: https://youtu.be/X-uuxvi10Cw Hi, a new #video on #DockerImageTagging is published on @codeonedigest #youtube channel. Learn TAGGING docker image. Different ways to TAG docker image #Tagdockerimage #pushdockerimagetodockerhubrepository #

Next step after building the docker image is to tag docker image. Image tagging is important to upload docker image to docker hub repository or azure container registry or elastic container registry etc. There are different ways to TAG docker image. Learn how to tag docker image? What are the best practices for docker image tagging? How to tag docker container image? How to tag and push docker…

[nikhilvaidyahrc]

Highest Paying IT Jobs in India in 2025: Roles, Skills & Salary Insights

Published by Prism HRC – Best IT Job Consulting Company in Mumbai

India's IT sector is booming in 2025, driven by digital transformation, the surge in AI and automation, and global demand for tech talent. Whether you're a fresher or a seasoned professional, knowing which roles pay the highest can help you strategize your career growth effectively.

This blog explores the highest-paying IT jobs in India in 2025, the skills required, average salary packages, and where to look for these opportunities.

Why IT Jobs Still Dominate in 2025

India continues to be a global IT hub, and with advancements in cloud computing, AI, cybersecurity, and data analytics, the demand for skilled professionals is soaring. The rise of remote work, startup ecosystems, and global freelancing platforms also contributes to higher paychecks.

1. AI/ML Engineer

Average Salary: ₹20–40 LPA

Skills Required:

Python, R, TensorFlow, PyTorch

Deep learning, NLP, computer vision

Strong statistics and linear algebra foundation

Why It Pays Well:

Companies are pouring investments into AI-powered solutions. From chatbots to autonomous vehicles and predictive analytics, AI specialists are indispensable.

2. Data Scientist

Average Salary: ₹15–35 LPA

Skills Required:

Python, R, SQL, Hadoop, Spark

Data visualization, predictive modelling

Statistical analysis and ML algorithms

Why It Pays Well:

Data drives business decisions, and those who can extract actionable insights are highly valued. Data scientists are among the most sought-after professionals globally.

3. Cybersecurity Architect

Average Salary: ₹18–32 LPA

Skills Required:

Network security, firewalls, encryption

Risk assessment, threat modelling

Certifications: CISSP, CISM, CEH

Why It Pays Well:

With rising cyber threats, data protection and infrastructure security are mission critical. Cybersecurity pros are no longer optional—they're essential.

4. Cloud Solutions Architect

Average Salary: ₹17–30 LPA

Skills Required:

AWS, Microsoft Azure, Google Cloud

Cloud infrastructure design, CI/CD pipelines

DevOps, Kubernetes, Docker

Why It Pays Well:

Cloud is the backbone of modern tech stacks. Enterprises migrating to the cloud need architects who can make that transition smooth and scalable.

5. Blockchain Developer

Average Salary: ₹14–28 LPA

Skills Required:

Solidity, Ethereum, Hyperledger

Cryptography, smart contracts

Decentralized app (dApp) development

Why It Pays Well:

Beyond crypto, blockchain has real-world applications in supply chain, healthcare, and fintech. With a limited talent pool, high salaries are inevitable.

6. Full Stack Developer

Average Salary: ₹12–25 LPA

Skills Required:

Front-end: React, Angular, HTML/CSS

Back-end: Node.js, Django, MongoDB

DevOps basics and API design

Why It Pays Well:

Full-stack developers are versatile. Startups and large companies love professionals who can handle both client and server-side tasks.

7. DevOps Engineer

Average Salary: ₹12–24 LPA

Skills Required:

Jenkins, Docker, Kubernetes

CI/CD pipelines, GitHub Actions

Scripting languages (Bash, Python)

Why It Pays Well:

DevOps reduces time-to-market and improves reliability. Skilled engineers help streamline operations and bring agility to development.

8. Data Analyst (with advanced skillset)

Average Salary: ₹10–20 LPA

Skills Required:

SQL, Excel, Tableau, Power BI

Python/R for automation and machine learning

Business acumen and stakeholder communication

Why It Pays Well:

When paired with business thinking, data analysts become decision-makers, not just number crunchers. This hybrid skillset is in high demand.

9. Product Manager (Tech)

Average Salary: ₹18–35 LPA

Skills Required:

Agile/Scrum methodologies

Product lifecycle management

Technical understanding of software development

Why It Pays Well:

Tech product managers bridge the gap between engineering and business. If you have tech roots and leadership skills, this is your golden ticket.

Where are these jobs hiring?

Major IT hubs in India, such as Bengaluru, Hyderabad, Pune, Mumbai, and NCR, remain the hotspots. Global firms and unicorn startups offer competitive packages.

Want to Land These Jobs?

Partner with leading IT job consulting platforms like Prism HRC, recognized among the best IT job recruitment agencies in Mumbai that match skilled candidates with high-growth companies.

How to Prepare for These Roles

Upskill Continuously: Leverage platforms like Coursera, Udemy, and DataCamp

Build a Portfolio: Showcase your projects on GitHub or a personal website

Certifications: AWS, Google Cloud, Microsoft, Cisco, and niche-specific credentials

Network Actively: Use LinkedIn, attend webinars, and engage in industry communities

Before you know

2025 is shaping up to be a landmark year for tech careers in India. Whether you’re pivoting into IT or climbing the ladder, focus on roles that combine innovation, automation, and business value. With the right guidance and skillset, you can land a top-paying job that aligns with your goals.

Prism HRC can help you navigate this journey—connecting top IT talent with leading companies in India and beyond.

- Based in Gorai-2, Borivali West, Mumbai - www.prismhrc.com - Instagram: @jobssimplified - LinkedIn: Prism HRC

[ticeindia]

The Curriculum Revolution: How Kolkata's Best IT Institutes are Integrating Emerging Technologies like AI and Blockchain

In 2025, over 74% of IT employers in India are actively seeking professionals with skills in emerging technologies like artificial intelligence (AI), blockchain, and machine learning, according to a report by NASSCOM. The fast-paced evolution of the tech industry has made it essential for educational institutions to rethink their curriculum. As a result, the best IT training institute in Kolkata is now reshaping its programs to align with the demands of this digital age.

Why Emerging Technologies Matter in IT Education

Today’s job market is powered by automation, decentralized systems, and intelligent software solutions. Traditional courses no longer meet the expectations of tech recruiters. Institutes must integrate futuristic skills into their offerings to prepare students for the jobs of tomorrow.

Here’s why the focus on emerging technologies is crucial:

Growing Demand: AI and blockchain job roles are expected to grow by 38% in India by the end of 2025.

Industry Relevance: Companies are adopting these technologies to innovate and streamline operations.

Competitive Edge: Professionals with knowledge in these areas are more likely to secure high-paying roles.

Future-Ready Skills: Preparing learners for automation and decentralized systems ensures long-term career sustainability.

How Top Institutes in Kolkata Are Changing the Game

Kolkata is fast becoming a hub for IT education, and the city’s leading institutes are embracing this transformation. Here's how the best IT training institute in Kolkata is updating its curriculum:

AI Integration Across Modules: Courses now include training in Natural Language Processing (NLP), machine learning algorithms, and AI-powered tools.

Blockchain Fundamentals: Students are learning about smart contracts, decentralized apps (dApps), and blockchain architecture.

Project-Based Learning: Real-world case studies, capstone projects, and live simulations enhance hands-on experience.

Collaborations with Industry: Institutes are tying up with tech companies for guest lectures, internships, and mentorship programs.

Cloud & DevOps Additions: Cloud platforms like AWS and tools like Docker and Kubernetes are part of the core syllabus.

Benefits of a Future-Ready Curriculum

Shifting from traditional methods to modern tech-centric training offers several advantages for learners:

Enhanced Employability: Companies prefer candidates with practical exposure to new technologies.

Higher Earning Potential: Advanced tech skills often lead to better job roles and salary packages.

Innovation-Oriented Learning: Encourages creativity, problem-solving, and research-driven thinking.

Global Opportunities: Students become eligible for roles in international companies and remote tech jobs.

Career Scope in Emerging Tech

Graduates from programs focusing on AI and blockchain can explore a wide range of career paths, including:

AI/ML Engineer

Data Scientist

Blockchain Developer

Cybersecurity Analyst (with blockchain focus)

Automation Specialist

Cloud Solutions Architect

Conclusion

The integration of AI and blockchain into IT education is not just a trend—it's a necessity. As technology evolves, so must the way it's taught. The best IT training institute in Kolkata is meeting this challenge head-on by redesigning its curriculum to bridge the gap between academic learning and real-world needs.

At TICE—The Institute of Career Excellence, this vision is already a reality. With industry-aligned courses, expert-led instruction, hands-on projects, and strong placement support, TICE ensures students are equipped to lead in tomorrow’s tech-driven world. By offering specialized training in areas like AI, blockchain, and advanced software development, TICE is helping shape the next generation of skilled professionals.

[sid099]

Who is an MLOps Engineer? A crucial player in the current AI workflows.

As artificial intelligence and machine learning become the core components of modern-day business models, the need to operate these models efficiently has given birth to a new kind of specialist: the **MLOps Engineer**.

Here in this blog, we will explore who an MLOps Engineer is, what they do, why their role matters, and — perhaps most importantly — **how much they earn**.

**What is an MLOps Engineer?**

An **MLOps (Machine Learning Operations) Engineer** is an individual who operates between data science, software engineering, and DevOps. His or her primary responsibility is to simplify the process of the machine learning model and automate it — from development and training to deployment, monitoring, and retraining.

They are not just data scientists or coders. They are system builders who ensure that machine learning models work well, securely, and reliably in production.

What Does an MLOps Engineer Do?

MLOps Engineers handle a wide range of activities, including:

Model Deployment**: Creating automated pipelines to deploy models from experimentation to production. Infrastructure Management**: Creating scalable environments on cloud services (AWS, Azure, GCP), containerization (Docker), and orchestration tools (Kubernetes). CI/CD for ML**: Creating continuous integration and delivery systems tailor-made for ML projects. Monitoring and Logging**: Monitoring model performance and system statistics in real-time for early detection of drift or failure. Collaboration**: Collaboration with data scientists, IT groups, and software engineers to enable seamless handoffs and integrations.

— -

**Skills Needed for an MLOps Engineer**

An MLOps Engineer needs a good mix of technical skills:

- Skilled in **Python** and **Bash/Shell scripting** - Familiarity with **machine learning tools** (TensorFlow, PyTorch, Scikit-learn) - Good grasp of **DevOps tools** (Jenkins, Git, Terraform) - Familiarity with **cloud platforms** and **containerization** - Understanding of data engineering concepts and tools

— -

**Why is this Role Important?**

Training a machine learning model in a Jupyter notebook is just the beginning. The actual challenge is:

- Offering the model to many users at once. - Maintaining it current as information evolves - Guaranteeing security and compliance - Reliability and maintenance of performance

Most good machine learning models would be stuck in the prototype phase without MLOps.

— -

**How Much Does an MLOps Engineer Make?**

Their pay is very competitive, which is in line with their mixed experience and increasing demand.

The following is an approximate breakdown by experience and geography (as of 2024–2025):

| **Experience Level** | **USA** | **Europe (Average)** | **India (Average)**

| Beginner (0–2 yrs) | $90,000 — $120,000 | €45,000 — €65,000 | ₹8 — ₹15 LPA |

| Mid-Level (3–5 yrs) | $120,000 — $150,000 | €65,000 — €90,000 | ₹15 — ₹30 LPA |

| Senior (5+ years) | $150,000 — $180,000+ | €90,000 — €120,000+ | ₹30 LPA and above |

Major corporations and technology hubs such as Silicon Valley or London can offer salaries much higher than these amounts, particularly with bonuses and stock options.

The MLOps Engineer is fast becoming a highly sought-after role in the AI sector. With companies shifting from experimenting with machine learning to using it entirely, the demand for individuals who can bridge the gap between data science and production systems is increasing. If you are a software engineer, DevOps expert, or data scientist wanting to specialize, MLOps provides a good job path that pays well.

[highskyit]

Ahmedabad's Emerging Tech Landscape: Unlocking Local Opportunities with DevOps Training

The city of Ahmedabad has crossed milestones towards becoming a full-fledged IT hub, and now professionals with industry-relevant skills in this area have increased in high demand. This alone can help any professional be ahead of the competition by specializing in some important areas like DevOps, cloud computing, and containerization. Here's how targeted training in such courses introduces fresh career opportunities locally.

In recent times, Ahmedabad has witnessed an increase in tech startups, established IT firms, and offers for digital transformation services. This set off an increase in qualified persons who can supervise complex IT systems, enhance operations, and design viable automation processes. In this regard, DevOps has been given a prime position among the skills that any tech person aspiring to build a career must possess.

Trained professionals stand to make the best out of their local job market, making a significant contribution to the region's growing perception as a technology hub.

Found a solid skill set over DevOps courses in Ahmedabad

Not only has the field of DevOps increasingly pitched itself as one of the pillars for potential prosperity in software development and IT operations, without fail. Joining DevOps Classes in Ahmedabad is a practical measure learners will take to make a good crash course for them in initiation into the basics of automation, integration, and continuous deployment. These classes come with hands-on training in real-time and shared cloud environments to grasp workflows, control versions, and improve the delivery cycle for software.

Advance Your Career by Earning a Microsoft Azure Certification in Ahmedabad

Cloud technology has become the backbone for digital transformation, and getting a Microsoft Azure Certification in Ahmedabad can give professionals a significant advantage. The accreditation concealments cloud architecture, virtual networks, storage, and security. In addition, the learners become proficient in managing Azure resources, enabling businesses to deploy and scale cloud solutions quickly.

Adopting Containerization with a Docker Course in Ahmedabad

Containerization is altering the world of application development and distribution. This Docker Course Ahmedabad reveals how containers can be created, run, and managed with Docker. It examines the methods used to configure containers, the various networking alternatives, and the advantages of having a flexible and mobile infrastructure. This will work best for application developers and system admins interested in developing better and more powerful applications.

During the swift growth of Ahmedabad becoming a technology hub, acquiring specialized skills like DevOps, Azure, and Docker would create useful career opportunities. You also require quality training programs to equip you to meet the demands of this emerging industry. Take the next step today in your tech career- explore our training programs and start your journey with Highsky IT Solutions toward becoming an industry-ready professional!