Skip to content
View in the app

A better way to browse. Learn more.
hosang I.T.

A full-screen app on your home screen with push notifications, badges and more.

To install this app on iOS and iPadOS
  1. Tap the Share icon in Safari
  2. Scroll the menu and tap Add to Home Screen.
  3. Tap Add in the top-right corner.
To install this app on Android
  1. Tap the 3-dot menu (⋮) in the top-right corner of the browser.
  2. Tap Add to Home screen or Install app.
  3. Confirm by tapping Install.

Tech

Tech Articles from a wide variety of topics and categories
Show all categories

Master Java Spring Boot in Kolkata: Build Scalable Applications for Modern Businesses

Kolkata’s technology sector continues to evolve, establishing itself as a significant hub for innovation and enterprise development. With growing IT corridors and an expanding ecosystem of startups and established companies, the demand for developers skilled in building robust, scalable applications is stronger than ever. The combination of Java with Spring Boot has become essential for modern backend development, offering both enterprise-level stability and accelerated development capabilities. For professionals in Kolkata seeking career advancement or transitioning into technology roles, mastering this stack represents a strategic investment with significant returns. This guide explores why these skills matter and how comprehensive Java with Spring Boot Training in Kolkata can provide the practical expertise needed to excel in today’s competitive market.
The Strategic Value of Java Spring Boot Skills in Kolkata
Java’s proven reliability combined with Spring Boot’s streamlined development approach has created an industry standard that powers critical business applications. In Kolkata’s evolving technology ecosystem, this expertise offers clear advantages:
Enhanced Career Opportunities: Companies across software development, finance, e-commerce, and enterprise solutions actively recruit Spring Boot developers Increased Earning Potential: Professionals with these skills command competitive compensation with clear advancement pathways Broad Industry Application: These technologies support applications ranging from traditional enterprise systems to modern cloud-based solutions Future-Ready Foundation: Mastery provides a solid base for microservices architecture and cloud-native development Essential Components of Effective Professional Training
With numerous learning resources available, selecting a program that delivers genuine career value requires careful consideration. Quality training should include:
Comprehensive Curriculum: Coverage from fundamental concepts through advanced implementation techniques Practical Project Experience: Hands-on development of complete, production-ready applications Expert-Led Instruction: Guidance from professionals with real-world development experience Career Advancement Support: Portfolio development, interview preparation, and professional networking resources A Practical Learning Approach Through DevOpsSchool
The Java with Spring Boot Training in Kolkata provides a structured pathway through DevOpsSchool, a platform dedicated to practical, industry-aligned technology education. Their methodology emphasizes immediately applicable skills through:
Project-Based Learning: Developing and deploying complete applications throughout the training program Current Industry Standards: Learning tools, techniques, and methodologies used in professional development environments Flexible Learning Formats: Options designed to accommodate working professionals, full-time learners, and varied schedules Professional Network Integration: Connections within Kolkata’s dynamic technology community Expert Guidance from Industry Professionals
The program benefits from instruction led by Rajesh Kumar, an experienced professional with extensive knowledge of modern development practices. This practical mentorship ensures students bridge the gap between theoretical understanding and real-world application, gaining insights from industry experience.
Structured Skill Development Pathway
The training follows a carefully designed progression to ensure comprehensive competency development:
Learning StageCore Curriculum ComponentsProfessional Competencies DevelopedFoundation BuildingCore Java principles, Spring framework essentialsSolid programming fundamentals and architectural understandingSpring Boot MasteryAuto-configuration, starter projects, application setupEfficient development workflow and configuration managementData Layer DevelopmentDatabase integration, ORM implementation, transaction handlingEffective data persistence strategies and management techniquesService ArchitectureRESTful API development, security implementation, validationBackend service creation and protection methodologiesAdvanced ImplementationMicroservices architecture, comprehensive testing frameworksScalable system design and quality assurance practicesProduction DeploymentContainerization, cloud platform deployment, monitoringApplication deployment and operational management strategies Ideal Participants for This Training Program
This comprehensive program serves multiple professional objectives:
Aspiring Developers beginning their software engineering career journey Experienced Professionals expanding their backend development expertise Technical Leaders seeking deeper hands-on implementation knowledge Career Transitioners entering Kolkata’s dynamic technology sector Begin Your Professional Development Journey
Kolkata’s technology landscape offers substantial opportunities for skilled Java Spring Boot developers. The right training provides the foundation to access these opportunities and build a rewarding, future-proof career.
This program delivers practical knowledge, hands-on experience, and professional guidance to help you succeed in today’s competitive market.
Ready to advance your career? Explore how this comprehensive training can help you achieve your professional goals.
Contact Information:
Email: [email protected] Phone & WhatsApp (India): +91 84094 92687 Phone & WhatsApp (USA): +1 (469) 756-6329 Website: https://www.devopsschool.com/
View the full article
reporter

Master Java Spring Boot Development in Pune: A Comprehensive Guide

Pune’s technology landscape continues to evolve as a vibrant hub for innovation and enterprise development. With thriving IT parks, innovative startups, and global corporations, the demand for developers skilled in building robust, scalable applications has reached new heights. The combination of Java with Spring Boot stands as a cornerstone of modern backend development, offering both enterprise-grade stability and accelerated development capabilities. For professionals in Pune seeking career advancement or transitioning into technology roles, mastering this stack represents a strategic investment with significant returns. This guide explores why these skills are essential and how targeted Java with Spring Boot Training in Pune can provide the practical expertise needed to excel in today’s competitive market.
The Strategic Importance of Java Spring Boot Skills in Pune
Java’s proven reliability combined with Spring Boot’s streamlined development approach has established an industry standard that powers critical business applications. In Pune’s dynamic technology ecosystem, this expertise offers clear advantages:
Enhanced Career Opportunities: Companies across software development, automotive technology, finance, and enterprise solutions actively recruit Spring Boot developers Increased Earning Potential: Professionals with these skills command competitive compensation with clear advancement pathways Broad Industry Application: These technologies support applications ranging from traditional enterprise systems to modern cloud-based solutions Future-Ready Foundation: Mastery provides a solid base for microservices architecture and cloud-native development Essential Components of Effective Professional Training
With numerous learning resources available, selecting a program that delivers genuine career value requires careful consideration. Quality training should include:
Comprehensive Curriculum: Coverage from fundamental concepts through advanced implementation techniques Practical Project Experience: Hands-on development of complete, production-ready applications Expert-Led Instruction: Guidance from professionals with real-world development experience Career Advancement Support: Portfolio development, interview preparation, and professional networking resources A Practical Learning Approach Through DevOpsSchool
The Java with Spring Boot Training in Pune provides a structured pathway through DevOpsSchool, a platform dedicated to practical, industry-aligned technology education. Their methodology emphasizes immediately applicable skills through:
Project-Based Learning: Developing and deploying complete applications throughout the training program Current Industry Standards: Learning tools, techniques, and methodologies used in professional development environments Flexible Learning Formats: Options designed to accommodate working professionals, full-time learners, and varied schedules Professional Network Integration: Connections within Pune’s dynamic technology community Expert Guidance from Industry Professionals
The program benefits from instruction led by Rajesh Kumar, an experienced professional with extensive knowledge of modern development practices. This practical mentorship ensures students bridge the gap between theoretical understanding and real-world application, gaining insights from industry experience.
Structured Skill Development Pathway
The training follows a carefully designed progression to ensure comprehensive competency development:
Learning StageCore Curriculum ComponentsProfessional Competencies DevelopedFoundation BuildingCore Java principles, Spring framework essentialsSolid programming fundamentals and architectural understandingSpring Boot MasteryAuto-configuration, starter projects, application setupEfficient development workflow and configuration managementData Layer DevelopmentDatabase integration, ORM implementation, transaction handlingEffective data persistence strategies and management techniquesService ArchitectureRESTful API development, security implementation, validationBackend service creation and protection methodologiesAdvanced ImplementationMicroservices architecture, comprehensive testing frameworksScalable system design and quality assurance practicesProduction DeploymentContainerization, cloud platform deployment, monitoringApplication deployment and operational management strategies Ideal Participants for This Training Program
This comprehensive program serves multiple professional objectives:
Aspiring Developers beginning their software engineering career journey Experienced Professionals expanding their backend development expertise Technical Leaders seeking deeper hands-on implementation knowledge Career Transitioners entering Pune’s dynamic technology sector Begin Your Professional Development Journey
Pune’s technology landscape offers substantial opportunities for skilled Java Spring Boot developers. The right training provides the foundation to access these opportunities and build a rewarding, future-proof career.
This program delivers practical knowledge, hands-on experience, and professional guidance to help you succeed in today’s competitive market.
Ready to advance your career? Explore how this comprehensive training can help you achieve your professional goals.
Contact Information:
Email: [email protected] Phone & WhatsApp (India): +91 84094 92687 Phone & WhatsApp (USA): +1 (469) 756-6329 Website: https://www.devopsschool.com/
View the full article
reporter

Master Java Spring Boot in Pune: Your Guide to Backend Development Mastery

Pune’s technology sector continues to thrive as a hub for innovation and enterprise growth. With established IT parks, dynamic startups, and global corporations, the demand for skilled developers capable of building robust, scalable applications has never been stronger. At the heart of this demand lies Java with Spring Boot, a powerful combination that has become essential for modern backend development. For professionals in Pune seeking career advancement or entry into the technology field, mastering this stack represents a strategic investment with significant returns. This guide explores why these skills matter and how comprehensive Java with Spring Boot Training in Pune can equip you with practical, market-ready expertise.
Why Java Spring Boot Skills Are Essential for Pune’s Tech Professionals
Java’s proven reliability combined with Spring Boot’s streamlined development approach has created an industry standard that powers critical business applications. In Pune’s evolving technology market, this expertise delivers clear advantages:
Expanded Career Opportunities: Companies across software development, automotive technology, finance, and enterprise solutions actively seek Spring Boot developers Increased Earning Potential: Professionals with these skills command competitive compensation with clear advancement pathways Broad Industry Application: These technologies support applications ranging from traditional enterprise systems to modern cloud-based solutions Future-Ready Foundation: Mastery provides a solid base for microservices architecture and cloud-native development Key Elements of Effective Professional Training
With numerous learning options available, selecting a program that delivers genuine career value requires careful evaluation. Quality training should include:
Comprehensive Curriculum: Coverage from foundational concepts through advanced implementation Practical Project Experience: Hands-on development of complete, real-world applications Expert-Led Instruction: Learning from professionals with practical development experience Career Advancement Support: Portfolio development and professional preparation resources A Practical Learning Pathway Through DevOpsSchool
The Java with Spring Boot Training in Pune provides a structured approach through DevOpsSchool, a platform dedicated to practical, industry-aligned technology education. Their methodology emphasizes immediately applicable skills through:
Project-Based Learning: Developing complete applications from concept to deployment Current Industry Standards: Learning tools and methodologies used in professional environments Flexible Learning Formats: Options designed for working professionals and dedicated learners Professional Community Integration: Networking within Pune’s technology ecosystem Expert Guidance from Industry Professionals
The program benefits from instruction led by Rajesh Kumar, an experienced professional with extensive knowledge of modern development practices. This practical mentorship ensures students gain both theoretical understanding and real-world application capabilities.
Structured Skill Development Pathway
The training follows a carefully designed progression to ensure comprehensive competency development:
Learning StageCore Curriculum ComponentsProfessional Skills AcquiredFoundation BuildingCore Java principles, Spring framework essentialsSolid programming fundamentals and architectural understandingSpring Boot MasteryAuto-configuration, starter projects, application setupEfficient development workflow and configuration managementData Layer DevelopmentDatabase integration, ORM implementation, transaction handlingEffective data persistence strategies and managementService ArchitectureRESTful API development, security implementation, validationBackend service creation and protection methodologiesAdvanced ImplementationMicroservices architecture, comprehensive testing frameworksScalable system design and quality assurance practicesProduction DeploymentContainerization, cloud platform deployment, monitoringApplication deployment and operational management strategies Ideal Participants for This Training Program
This comprehensive program serves multiple professional objectives:
Aspiring Developers beginning their software engineering career journey Experienced Professionals expanding their backend development expertise Technical Leaders seeking deeper hands-on implementation knowledge Career Transitioners entering Pune’s dynamic technology sector Begin Your Professional Development Journey
Pune’s technology landscape offers substantial opportunities for skilled Java Spring Boot developers. The right training provides the foundation to access these opportunities and build a rewarding, future-proof career.
This program delivers practical knowledge, hands-on experience, and professional guidance to help you succeed in today’s competitive market.
Ready to advance your career? Explore how this comprehensive training can help you achieve your professional goals.
Contact Information:
Email: [email protected] Phone & WhatsApp (India): +91 84094 92687 Phone & WhatsApp (USA): +1 (469) 756-6329 Website: https://www.devopsschool.com/
View the full article
reporter

Apple Launches Tap to Pay on iPhone in Singapore

Apple has announced that Tap to Pay on iPhone is now available in Singapore, providing a way for independent sellers, small businesses, and larger merchants in the country to use an ‌iPhone‌ as a contactless payment terminal.


Tap to Pay first arrived in February 2022 in the US, and allows iPhones to accept payments via Apple Pay, contactless credit and debit cards, and other digital wallets‌‌‌. All transactions are encrypted, and Apple has no information about what is purchased or the person who made the purchase.

No additional hardware or credit card machine is required‌ to use Tap to Pay on ‌iPhone. The feature uses NFC technology to securely authenticate the contactless payments, plus the feature also supports PIN entry, which includes accessibility options.

Tap to Pay will initially support Adyen, Fiuu, HitPay, Revolut, Stripe, and Zoho in Singapore. Apple says Grab will offer Tap to Pay on iPhone beginning early next year.

Tap to Pay on ‌‌‌‌‌iPhone‌‌‌‌‌ requires ‌‌‌‌‌iPhone‌‌‌‌‌ XS or newer models, and works for customers as any normal ‌‌‌‌‌Apple Pay‌‌‌‌‌ transaction would. Sellers just need to open up the app, register the sale, and present their ‌‌‌‌‌iPhone‌‌‌‌‌ to the buyer, who can then use an appropriate contactless payment method.

Tap to Pay on iPhone is now available in 50 countries and regions around the world. Apple's website maintains a list of countries where it is available.Tags: Singapore, Tap to Pay on iPhone
This article, "Apple Launches Tap to Pay on iPhone in Singapore" first appeared on MacRumors.com

Discuss this article in our forums

View the full article
reporter

Apple to Resist India's Order to Preload Government App on iPhones

Apple will resist a new Indian government directive that would require all iPhones sold in the country to ship with a preinstalled state-run security app, reports Reuters.


This week, India's Department of Telecommunications ordered all smartphone makers to preload Sanchar Saathi, a non-removable government app designed to help users block stolen devices, report fraudulent calls, and verify second-hand phones.

The app includes detailed tracking functionality controlled by the government, potentially opening a pathway for broad data access and potential surveillance, so there are privacy and security implications for iPhone users.

According to The Business Standard, citing industry sources familiar with the matter, Apple has informed officials it does not plan to comply with the requirement. The company will reportedly tell the government it does not follow such mandates anywhere in the world as they raise a host of privacy and security issues for the company's iOS ecosystem.

Apple's resistance to the directive will put added pressure on New Delhi, with political opposition parties already accusing the government of overreach.

In response to the criticism, India's telecom minister Jyotiraditya M. Scindia on Tuesday said the app was "completely optional," adding that users can choose to activate it and can "easily delete it from their phone at any time." Scindia rejected allegations of surveillance, stating the app contains no provisions for snooping or call monitoring.

There are more than 700 million smartphone users in India, so any final decision will have major implications for how much control the government can exert over device software and how far tech companies like Apple can go in enforcing their own privacy standards.Tag: India
This article, "Apple to Resist India's Order to Preload Government App on iPhones" first appeared on MacRumors.com

Discuss this article in our forums

View the full article
reporter

Become a Java Spring Boot Expert in Mumbai: A Comprehensive Guide for Tech Professionals

Mumbai’s technology landscape is undergoing a remarkable transformation, with businesses across finance, e-commerce, media, and logistics racing to build scalable, high-performance applications. At the center of this digital revolution stands Java with Spring Boot—a powerful combination that has become the industry standard for modern backend development. For professionals in Mumbai seeking to advance their careers or enter this dynamic field, mastering these technologies represents more than just learning a framework; it represents a strategic investment in long-term career growth. This guide explores why Java Spring Boot skills are essential and how targeted Java with Spring Boot Training in Mumbai can provide the comprehensive expertise needed to excel in today’s competitive market.
The Strategic Value of Java Spring Boot in Mumbai’s Tech Ecosystem
Java’s legendary stability, combined with Spring Boot’s developer-friendly efficiency, has created an indispensable toolkit for enterprise application development. In Mumbai’s competitive technology market, this expertise delivers measurable advantages:
Expanded Career Opportunities: Leading companies in BKC, Andheri, Powai, and beyond actively recruit Spring Boot developers for critical backend, cloud, and full-stack positions Enhanced Earning Potential: Skilled professionals command premium salaries with clear advancement pathways Cross-Industry Application: These technologies power applications across banking, retail, healthcare, logistics, and enterprise solutions Future-Ready Foundation: Mastery provides a solid base for microservices architecture, cloud-native development, and modern DevOps practices Beyond Online Tutorials: Essential Elements of Professional Training
With numerous learning resources available, selecting a program that delivers genuine career transformation requires careful consideration. Effective training should include:
Comprehensive Curriculum: Coverage from foundational concepts through advanced implementation Hands-On Project Development: Building and deploying complete, production-ready applications Expert-Led Instruction: Learning from industry veterans with real-world development experience Career Advancement Support: Portfolio development, interview preparation, and professional networking The DevOpsSchool Advantage: A Platform Built for Practical Mastery
The Java with Spring Boot Training in Mumbai offers a structured, result-oriented pathway through DevOpsSchool, an established leader in practical technology education. DevOpsSchool has built its reputation on a simple yet powerful philosophy: bridging the gap between theoretical knowledge and real-world implementation. Their approach is distinctly different from conventional training providers.
What truly sets DevOpsSchool apart for Mumbai’s tech professionals:
Industry-Aligned Curriculum: Their syllabus isn’t based on textbook theory but is continuously refined based on what skills are actually in demand within Mumbai’s top tech companies and global enterprises. Learning by Doing Philosophy: Participants don’t just passively consume content; they engage in intensive, hands-on labs where they build, break, debug, and deploy applications, creating a tangible portfolio that speaks directly to potential employers. Flexible & Accessible Learning: Understanding the demanding schedules of Mumbai professionals, they offer multiple formats including weekend intensive batches, weekday evening sessions, online live classes, and customized corporate training solutions. Community-Centric Approach: Beyond the classroom, DevOpsSchool fosters a vibrant community of learners, alumni, and industry experts, providing ongoing support, discussion forums, and networking opportunities that extend well beyond the course duration. Certification & Career Pathways: The training is designed to prepare learners not just for jobs, but for recognized certifications and long-term career growth in backend development, cloud engineering, and architecture roles. Mentorship from a Global Authority: Learning from Rajesh Kumar
The true cornerstone of this program’s excellence is the direct mentorship of Rajesh Kumar, a name that carries significant weight in the global technology training arena. Rajesh is not merely an instructor; he is a visionary practitioner with over two decades of pioneering experience at the intersection of development and operations.
His expertise is remarkably broad and deep, spanning the entire modern IT value chain: DevOps, DevSecOps, Site Reliability Engineering (SRE), Cloud-Native architectures, Kubernetes, DataOps, AIOps, and MLOps. This holistic perspective is what makes his mentorship invaluable. He teaches Java with Spring Boot not as an isolated technology, but as a critical component within a larger ecosystem. Students learn how the applications they build integrate with CI/CD pipelines, security scanners, monitoring tools, and cloud infrastructure. This contextual understanding—how code translates to reliable, scalable, and secure business services—is precisely what separates competent developers from exceptional ones. Learning from Rajesh provides Mumbai’s tech aspirants with insights drawn from real-world project challenges and architectural decisions, offering a rare glimpse into the strategic thinking behind successful digital transformation.
Your Structured Roadmap to Java Spring Boot Proficiency
The training is meticulously architected to build competence in a logical, cumulative manner, ensuring no critical concept is missed. Below is a detailed overview of the learning journey:
ModuleCore Learning ComponentsProfessional Outcomes & CapabilitiesFoundation & Core PrinciplesAdvanced Java Concepts, Spring Framework (IoC, DI, AOP), Design PatternsSolid understanding of enterprise Java principles and Spring’s powerful dependency injection model.Spring Boot AccelerationAuto-configuration Magic, Starter Projects, Actuators, Externalized Configuration (YAML/Properties)Ability to rapidly bootstrap and configure production-ready applications with minimal boilerplate code.Data Persistence MasterySpring Data JPA with Hibernate, Repository Abstraction, Transaction Management, Query MethodsSkills to design efficient database schemas, implement complex queries, and ensure data consistency.Building Robust APIsRESTful Web Service Design, Exception Handling Strategies, DTOs, Validation, Documentation (Swagger/OpenAPI)Expertise in creating clean, well-documented, and consumable APIs that follow industry best practices.Security & Application ResilienceSpring Security (Authentication & Authorization), JWT/OAuth2, Caching (Redis), Testing (JUnit 5, Mockito)Ability to implement critical security layers, improve performance, and ensure application reliability through testing.Production & Cloud-Native DeploymentApplication Packaging (JAR/WAR), Docker Fundamentals, Deployment to AWS/Azure, Microservices IntroductionKnowledge to containerize applications and deploy them to modern cloud platforms, understanding the shift to microservices. Who Should Embark on This Learning Journey?
This program is meticulously designed for a diverse range of individuals committed to advancing their technical careers in Mumbai:
Software Developers & Engineers aiming to specialize in backend development or transition into high-demand Java/Spring Boot roles. Fresh Graduates & Career Starters seeking to build a strong, project-based portfolio to secure their first position in Mumbai’s competitive tech market. Tech Leads, Architects & Managers wanting to deepen their hands-on knowledge to make informed architectural decisions, mentor teams effectively, and lead digital initiatives. Career Changers & Professionals from other domains looking for a structured, high-growth pathway into Mumbai’s thriving technology sector. Take the Decisive Step Toward Professional Excellence
Mumbai’s position as a commercial and technological hub offers unparalleled opportunities for those equipped with the right skills. Mastering Java with Spring Boot positions you at the forefront of application development, making you a valuable asset to any forward-thinking organization.
This training program provides more than just knowledge—it offers a transformative learning experience with practical projects, expert mentorship from industry leaders like Rajesh Kumar, and the supportive platform of DevOpsSchool.
If you are ready to move beyond tutorials and start building the applications that will define Mumbai’s digital future, your pathway is here.
Begin your transformation today. Connect with the DevOpsSchool team to learn more about upcoming batches, detailed course modules, and enrollment procedures.
Contact DevOpsSchool:
Email: [email protected] Phone & WhatsApp (India): +91 84094 92687 Phone & WhatsApp (USA): +1 (469) 756-6329 Website: https://www.devopsschool.com/
View the full article
reporter

Master Java Spring Boot in Hyderabad: Your Gateway to Backend Development Excellence

Hyderabad’s technology landscape is evolving at a remarkable pace, with companies across Financial District, HITEC City, and Gachibowli aggressively seeking developers capable of building robust, scalable, and secure applications. At the core of this demand lies Java with Spring Boot, a combination that has redefined enterprise software development by merging reliability with rapid deployment. For aspiring and experienced tech professionals in Hyderabad, mastering this stack isn’t just an upskilling option—it’s a strategic career move. This guide delves into why this expertise is critical and how a well-structured Java with Spring Boot Training in Hyderabad can equip you with the skills employers are actively seeking.
The Unbeatable Demand: Why Java & Spring Boot Dominate Hyderabad’s Tech Scene
Java’s decades-long legacy of stability, security, and scalability, paired with Spring Boot’s convention-over-configuration approach, has created a de facto standard for backend development. In Hyderabad’s competitive job market, proficiency in this stack translates to tangible advantages:
High-Value Job Roles: Companies are hiring for Backend Engineers, API Developers, Cloud Application Specialists, and Full-Stack Developers with Spring Boot expertise. Enhanced Earning Potential: Skilled developers command premium salaries, with experienced professionals seeing significant compensation growth. Industry-Wide Application: From fintech and healthcare to e-commerce and SaaS platforms, Spring Boot powers critical business applications. Foundation for Modern Architecture: These skills are essential for microservices, cloud-native development, and DevOps-aligned workflows. Beyond Basic Tutorials: What Truly Effective Training Looks Like
With an abundance of online courses and video tutorials, selecting a program that delivers real-world readiness is crucial. Effective training goes beyond syntax to include:
End-to-End Curriculum: Covering fundamentals, advanced topics, security, testing, and deployment. Hands-On Project Experience: Building and deploying complete applications that mirror real industry scenarios. Mentorship from Practitioners: Learning from instructors who have solved production-level challenges. Career and Portfolio Support: Guidance on resume building, interview preparation, and GitHub portfolio development. Why DevOpsSchool Stands Out for Hyderabad’s Aspiring Developers
For professionals seeking a structured and outcome-focused learning path, the Java with Spring Boot Training in Hyderabad offered by DevOpsSchool is designed to deliver industry-ready competencies. DevOpsSchool has built a strong reputation as a leading platform for immersive, practical technology education. Their approach is centered on bridging the gap between theoretical knowledge and job-ready skills through project-based learning and expert mentorship.
What makes their program particularly valuable for Hyderabad’s tech aspirants includes:
Industry-Aligned Syllabus: Content is regularly updated to reflect current tools, best practices, and employer expectations. Flexible Learning Modes: Options include weekend batches for working professionals, weekday intensive programs, and customizable corporate training. Real-World Project Labs: Learners don’t just watch—they build, test, and deploy applications, creating a tangible portfolio. Community and Networking: Access to a network of alumni, peers, and industry experts within Hyderabad’s tech ecosystem. Post-Training Support: Includes resume workshops, interview preparation sessions, and guidance on certification paths. Learning from an Industry Authority: The Mentorship of Rajesh Kumar
A significant strength of this training program is the direct mentorship from Rajesh Kumar, a seasoned expert with over two decades of hands-on experience across the modern IT spectrum. His expertise encompasses DevOps, Cloud Architecture, SRE, and full-stack development, providing learners with a holistic perspective rarely found in conventional courses.
Under his guidance, students gain insights into:
Real-World Problem Solving: Approaches to common and complex development and deployment challenges. Best Practices & Design Patterns: Writing clean, maintainable, and scalable code. Integration with Modern DevOps: Understanding how Spring Boot applications fit into CI/CD pipelines and cloud infrastructure. Your Structured Learning Roadmap
The program is meticulously organized to ensure a logical progression from foundational concepts to advanced implementation:
ModuleCore Learning ComponentsProfessional OutcomesCore FoundationsJava Essentials, OOP, Spring Framework (IoC, DI)Solid understanding of the building blocks of enterprise Java.Spring Boot MasteryAuto-configuration, Starters, Actuator, Externalized ConfigAbility to rapidly bootstrap and configure production-ready applications.Data Layer & PersistenceSpring Data JPA, Hibernate, Transaction ManagementSkills to design efficient database schemas and manage data access.API & Service DevelopmentBuilding RESTful Web Services, Exception Handling, ValidationExpertise in creating robust, documented, and secure APIs.Security & Advanced FeaturesSpring Security, JWT/OAuth2, Caching, Testing (JUnit/Mockito)Implementing critical security layers and performance optimizations.Deployment & BeyondPackaging, Docker Basics, Cloud Deployment, Microservices IntroKnowledge to containerize and deploy applications to platforms like AWS/Azure. Who Is This Training Designed For?
This program is an ideal fit for:
Software Developers & Engineers aiming to specialize or transition into backend/Java roles. Fresh Graduates & Students seeking to build a strong, project-based portfolio to launch their IT careers. Tech Leads & Architects wanting to deepen their hands-on knowledge to guide teams effectively. Career Changers from other domains looking for a structured, high-demand entry point into Hyderabad’s tech industry. Take the Next Step in Your Tech Career
Hyderabad’s position as a technology hub offers immense opportunities for those with the right skills. Mastering Java with Spring Boot places you at the center of innovation and demand.
This training program provides the roadmap, practical experience, and expert mentorship to navigate this journey with confidence.
Ready to transform your career potential into professional reality? Connect with the experts to learn more about the upcoming batches and start your journey today.
Contact DevOpsSchool:
Email: [email protected] Phone & WhatsApp (India): +91 84094 92687 Phone & WhatsApp (USA): +1 (469) 756-6329 Website: https://www.devopsschool.com/
View the full article
reporter

Vaillant-CISO: “Starten statt Warten”

Vaillant Group
Der Energiesektor gerät zunehmend in den Fokus von Cyberkriminellen. Aus Sicht von Experten und des Bundesamtes für Sicherheit in der Informationstechnik (BSI) muss der Schutz in diesem Bereich massiv erhöht werden. Wie beurteilen Sie die aktuelle Lage in Deutschland?
Reiß: Die geopolitischen Spannungen, die wir aktuell sehen, führen zu einer erhöhten Bedrohungslage. Das betrifft natürlich auch die Heizungsbranche, in der Vaillant tätig ist und die das Grundbedürfnis aller Menschen nach Wärme und Warmwasser zu Hause erfüllt. Solche Bereiche müssen auf jeden Fall verstärkt geschützt werden. Das Problem ist, dass die Angriffe immer gezielter und komplexer werden. Heutzutage haben wir es nicht mehr mit den weniger erfahrenen Script Kiddies aus dem heimischen Keller, sondern mittlerweile mit gut organisierten und professionellen Cyberkriminellen zu tun. Ziel ist es, dem Unternehmen beziehungsweise der Wirtschaft des jeweiligen Landes zu schaden.

Hinzu kommt, dass die Eintrittsschwelle für Angriffe auf Unternehmen und die Lieferkette durch die Nutzung von künstlicher Intelligenz im Unternehmen viel geringer als je zuvor ist. Dadurch wird es beispielsweise einfacher, gezielte Phishing-E-Mails zu verfassen oder Malware zu entwickeln, was zuvor mit deutlich höherem Aufwand verbunden war.

Wie reagieren Sie auf die veränderte Situation? Wie schützen Sie Ihr Unternehmen aktuell vor Cyberattacken?
Reiß: Wir verfolgen einen ganzheitlichen Ansatz in der Informationssicherheit. Das bedeutet, wir schauen uns wirklich alle Themen von oben bis unten an und setzen auf ein mehrschichtiges Sicherheitskonzept. Dabei werden sowohl präventive als auch reaktive Sicherheitsmaßnahmen einbezogen, um im Ernstfall schnell und effektiv reagieren zu können. Dabei ist uns bewusst: Kein Unternehmen kann absolute Sicherheit garantieren. Deshalb sollte jeder mit der Annahme planen, dass ein erfolgreicher Angriff jederzeit möglich ist.
Wir legen nicht nur Wert auf die Absicherung unserer internen IT-Landschaft, sondern auf unsere weltweite Produktion und Produkte für unsere Kunden. Dabei stehen der Schutz unserer Endkunden und die Einhaltung hoher Sicherheitsstandards für uns im Mittelpunkt – insbesondere angesichts der wachsenden Bedrohung durch Ransomware-Angriffe. Unser Fokus liegt darauf, proaktiv Risiken zu minimieren und das Vertrauen in unsere Lösungen langfristig zu sichern.
Und die Mitarbeiter?
Cybersicherheit beginnt beim Menschen. Durch die globale Vernetzung bei Vaillant legen wir in Sachen Security ganz klar den Fokus darauf. Durch unseren holistischen 4-Säulen-Ansatz setzen wir auf eine umfassende Sensibilisierung unserer gesamten Belegschaft, von Gamification-Ansätzen bis hin zu praxisnahen Compliance-Schulungen. Dabei greifen wir auch Themen aus dem privaten Umfeld auf, wie etwa Phishing-Beispiele einiger Telekommunikationsunternehmen oder Paketzustelldienste, um die Relevanz zu erhöhen und nachhaltige Lernprozesse zu fördern.
Welche Herausforderungen machen CISOs aktuell am meisten zu schaffen?
Reiß: Zunächst einmal: Die Rolle des CISO hat sich in den vergangenen Jahren grundlegend gewandelt. Früher lag der Fokus primär auf technischen Aspekten und operativer Sicherheit. Heute sind strategische Ausrichtung und Leadership-Kompetenzen zentrale Schlüsselqualifikationen. Ein moderner CISO muss nicht nur technologische Risiken managen, sondern auch als Sparringspartner des Managements agieren, Business-Risiken bewerten und die Informationssicherheit als integralen Bestandteil der Unternehmensstrategie verankern..
Aus meiner Sicht liegen aktuell die größten Herausforderungen darin, die neuen gesetzlichen Vorgaben wie NIS2, DORA und Cyber Resilience Act umzusetzen. Ich bezeichne das Ganze als Regulatorik-Dschungel, der erst einmal verstanden werden muss. Wir bewegen uns in einem komplexen Regulierungsumfeld, das pragmatisch interpretiert und mit den richtigen Ressourcen umgesetzt werden muss.  Am Ende geht es nicht nur darum, die Compliance zu gewährleisten, sondern das Sicherheitslevel im gesamten Unternehmen zu erhöhen, um eine erhöhte Resilienz zu schaffen.
Haben wir zu viele Sicherheitsregeln?
Reiß: In der Heizungsbranche sind die regulatorischen Anforderungen überschaubar, auch wenn NIS2 und weitere relevant sind. Grundsätzlich begrüße ich einheitliche Standards, da sie die Sicherheit in Deutschland und Europa erhöhen. Die Herausforderung liegt in der nationalen Umsetzung: Jedes Land interpretiert die Vorgaben unterschiedlich, was für international tätige Unternehmen eine erhebliche Komplexität bedeutet.
Einheitliche und pragmatische Sicherheitsregeln für Europa zur Umsetzung zu entwicklen ist dem Gesetzgeber von NIS2 nicht gelungen. NIS2 wurde zwar auf EU-Ebene verabschiedet, muss aber in die lokale Gesetzgebung der jeweiligen Länder überführt werden. Das bedeutet, dass jedes Land seine eigene Interpretation mit einbringt. Organisationen, die europaweit tätig sind, müssen dabei jegliche Gesetzgebung auch in der jeweiligen Region berücksichtigen. An dieser Stelle ein standardisiertes Verfahren zu gewährleisten bedeutet zusätzliche Komplexität und hohen Abstimmungsaufwand.
Warum kämpfen so viele Unternehmen aktuell noch bei der Umsetzung?
Reiß: Oft fehlt die Klarheit bei der Auslegung der Vorgaben. Viele Unternehmen – insbesondere KMU – wissen nicht, ob sie überhaupt in den Geltungsbereich fallen. Hinzu kommen Fragen zur Ressourcenzuteilung: Soll die Umsetzung intern erfolgen oder mit externen Partnern? Wer übernimmt die Verantwortung – die IT, die Compliance-Abteilung oder ein dediziertes Security-Team? Zusätzlich mangelt es häufig an Reifegrad und Bewusstsein, wo und wie Cybersicherheit strategisch verankert werden muss, damit derartige Themen angemessen umgesetzt werden können. Diese Faktoren lähmen den Fortschritt und kosten Unternehmen entscheidende Zeit.
Ein „Kochrezept“ für Regularien gibt es nicht. Ich empfehle Unternehmen Ihre Ausgangslage zu analysieren, erste Schritte zu definieren und loszulegen. Mein Motto lautet: Starten statt Warten!

Lesetipp: Klöckner-CISO im Interview – „In der Security geht es vor allem um Resilienz“
View the full article
reporter

Google Patches 107 Android Flaws, Including Two Framework Bugs Exploited in the Wild

Google on Monday released monthly security updates for the Android operating system, including two vulnerabilities that it said have been exploited in the wild. The patch addresses a total of 107 security flaws spanning different components, including Framework, System, Kernel, as well as those from Arm, Imagination Technologies, MediaTek, Qualcomm, and Unison. The two high-severity shortcomingsView the full article
reporter

Key questions CISOs must ask before adopting AI-enabled cyber solutions

Adversaries are hijacking AI technology for their own purposes, generating deepfakes, creating clever phishing lures, and launching novel types of advanced attacks. They are also targeting AI systems with prompt injection attacks aimed at tricking models into revealing sensitive data. And users are leaking sensitive data through the unauthorized or careless use of AI.
CISOs who don’t respond to these threats with their own AI-powered defenses are putting their organizations at risk.
According to IBM’s 2025 Cost of a Data Breach report, based on a survey by the Ponemon Institute, organizations that extensively deployed AI across their enterprise cybersecurity defenses slashed the amount of time it took to recover from a breach by 80 days, lowering their average breach cost by $1.9 million. And 20% of organizations surveyed said they suffered a breach due to security incidents involving shadow AI. The additional breach cost associated with high levels of shadow AI was an estimated $670,000, according to the report.
Virtually every established security vendor and scores of startups are touting AI-powered security solutions. Incumbents are embedding AI into their existing toolsets. And startups are offering autonomous agents that address specific areas such as vulnerability assessments, email security, endpoint security, or cloud data security.
IDC analyst Craig Robinson says, “Vendors are rapidly embedding AI and generative AI into their incident response workflows to enhance speed, accuracy, and scalability.” Key applications include threat detection, triage, and anomaly detection; generative AI for automated report generation, timeline reconstruction, and executive summaries; natural language queries for log analysis and threat hunting; and AI agents for malware analysis, code interpretation, and adversary behavior prediction.
A survey of CISOs conducted by Splunk reveals that the top use cases for AI and gen AI security are threat detection, triaging alerts, querying security data, automating alert management and response, threat hunting, suggesting investigation steps, threat analysis, and processing phishing emails. Novel uses of AI for defense are rapidly evolving, including machine-learning generative adversarial networks. And agentic AI use cases for cybersecurity are already on the horizon.
For CISOs looking to enhance their security defenses with AI-powered tools, here are some key questions to ask prospective AI security vendors. But before CISOs engage with vendors, it’s important to get your ducks in a row.
What CISOs need to think about before talking to vendors
How does the use of AI at my organization expand our attack surface? It’s important to get a clear picture of how current and future AI implementations at your organization create new potential vulnerabilities.
Achieving that clarity will require asking a wide range of questions that span the organization and beyond. For example, are we deploying or planning to deploy clusters of GPU-based servers in the data center to run AI workloads? Will my current network detection and response tools be able to handle this surge in additional traffic? Are software developers writing new AI apps? How do I protect that development pipeline? How is AI being embedded in my organization’s supply chain? Are we currently building or planning to build our own LLMs on premises, in the cloud, or will we be using third-party LLMs? Everyday SaaS productivity tools incorporate AI into workflows; how do I protect that back-and-forth traffic, which might contain sensitive information?
According to the IBM-Ponemon breach report, 13% of surveyed organizations have experienced an attack on their AI models or applications. “That percentage is small, for now. We are likely to see many more in the coming 12 months, unless security leaders and their business counterparts recognize the risk and pivot to focus more intently on AI security,” says the report.
What is my risk tolerance, level of maturity, and regulatory environment? There’s no point in buying an agentic tool that the vendor claims to be capable of acting autonomously, if the culture of your shop is that these types of tools won’t be completely trusted or properly deployed. Your security practitioners might not get full value out of them or might not use them at all. If your organization is in a highly regulated industry, will it pass muster with the auditors if your logs and other telemetry data are sent to the cloud for processing?
What problem am I trying to solve? Before jumping into an AI security solution, CISOs need to clearly identify the highest priority risks. Are you worried about data leakage, ransomware, incident response, data privacy regulations, securing the application development pipeline, securing assets in the cloud? Or all the above? It’s important to align your most critical needs with the strengths of the vendor solution.
Platform or point product? The perennial point product vs. platform conundrum applies to AI security as well. If my organization has an incumbent security platform vendor and is satisfied with that vendor, does the incumbent offer sufficient AI security capabilities to meet my needs, currently and in the future? Or do I need to seek out point products to address specific gaps?
Questions to ask vendors about their AI security offerings
There are several areas where CISOs will want to focus their attention when considering AI-powered cyber solutions, including the following:
Shadow AI: Uncovering and addressing shadow AI throughout the organization is a key issue for security leaders today. But so too is ensuring that sanctioned AI-enabled solutions are not misused in similar ways.To protect against this, CISOs should ask: Does the vendor offer discovery capabilities to help identify shadow AI usage? What policies and procedures, education and training, identity management and access control, data leakage protection, does the vendor offer to enable employees to continue to use AI, while layering on security features?
Data protection: The superpower of AI security tools is their ability to ingest and process vast amounts of data in near real-time. But where does that data reside? On-prem, in the cloud, or both? Who is responsible for protecting LLMs and other data stores both at rest and in motion? If the vendor is using homegrown or third-party AI models, and providing conduits to the customer’s third-party AI models, how does the vendor protect those pipelines? How does the security team detect vulnerabilities or data leakage in a “black box” LLM? Who is responsible for protecting LLMs against prompt injection attacks or other types of model manipulation? Will my data be used to train the vendor’s models and, if so, how can I be sure that data is protected?
Metrics: Much of the initial hype surrounding AI has turned to disappointment because organizations are struggling to identify benefits from AI pilot projects. CISOs need to be able to provide measurable results for any AI security tool. That can include improved mean-time-to-discovery (MMTD) and mean-time-to-recovery (MTTR) in the event of a breach, a quantifiable reduction in the rate of false positives, improved productivity among SOC staffers, increased accuracy of anomaly detection and threat hunting activities. CISOs should ask vendors and advisors, What metrics will best reflect the value these AI capabilities will have, and can those be captured to help assess the efficacy of the AI capabilities and our use of them?  
Workforce: What kind of training does the vendor provide for the most efficient use of AI, generative AI, and most importantly, agentic AI. Will the AI tool be able to automate low-level tasks so that my SOC analysts can focus on higher-level activities? How does the vendor offering help me to address the skills gap? Are there models and best practices for reorganizing my workforce for the era of AI. Will the use of AI security tools help address overwork and burnout among my staff? Are there specific guidelines or best practices for how my security team should interact with the AI in a human-in-the-loop, copilot-style scenario?
Integration: How will the AI security tool integrate with my current security stack and my security processes and procedures? Most CISOs already have an overload of tools — EDR, XDR, SIEM, SOAR, CSPM, etc. What APIs and pre-built connections are provided to seamlessly integrate with my existing infrastructure? What types of agreements and alliances do you have with other vendors? How can I maintain a single dashboard? If a platform vendor has recently acquired an AI security tool, how well is that new capability integrated within the platform?
Regulation: How will your tool conform to the specific regulatory requirements in my industry with regard to data storage and data privacy. Do you keep up with changes to regulations?
Trust: How can I make sure that my security team trusts the decisions and recommendations that the AI systems make? In what ways can security practitioners go back and retrace how a model reached a conclusion?
Scalability: It’s to be expected that data stores will increase in volume. And an enterprise might pilot the tool at one location, with plans to roll it out globally. How can I be sure the cloud-based AI tools can scale to meet my needs? Can the system handle large traffic volumes without performance delays. Does the solution encompass endpoints, networks, cloud, SaaS?
Roadmap: What is your roadmap for updating the tool, delivering timely patches and providing new capabilities on a regular basis?
Model integrity: How do you address concerns about bias in your models. How do you ensure data accuracy and integrity? How do you assure that the models are constantly updated to reflect changing real-world conditions.
Vendor credibility: How long has this vendor been around? Do they have leaders with an industry pedigree? Do they have references that you can check? What is the financial viability of the company? For a startup, how much money have they raised? Are they generating revenue?
Cost: What are the licensing terms? What types of SLAs or other performance metrics are included with a subscription?
View the full article
reporter

What is Jama Connect?

What is Jama Connect?
Jama Connect is a software platform for requirements management, traceability, and product/lifecycle management. () In simple terms: when you’re building a complex product (hardware and/or software) with many moving parts and regulations, Jama Connect helps you keep track of what needs to be done, who is doing it, how it’s tested, and how everything links together. () It supports regulated industries (medical devices, aerospace, automotive) where traceability, compliance, risk management and versioning are critical. () It offers both cloud and self-hosted/on-premises deployment options for flexibility. () Why do we need it? (What problems does it solve?)
Here are the key challenges Jama Connect addresses:
Requirement definition & clarity With many stakeholders (engineering, software, hardware, QA, regulatory), ensuring everyone is aligned on “what must the product do?” is hard. Jama gives a central place to define, review and approve requirements. () Traceability As changes happen (requirements shift, tests change, regulatory standards update) you need to know: “Which requirement does this test cover? Which design element implements this requirement? What happens if I change it?”. Traceability ensures you can answer those. () Risk & compliance In regulated industries, you must demonstrate you followed correct processes, documented changes, managed risk, and validated the product. Jama supports regulated workflows, audit trails, compliance frameworks. () Collaboration & change management When teams are large, distributed, working on overlapping systems, you need visibility, review/approval workflows, and mechanisms to reduce mis-communication, rework, and defects. Jama helps unify product, software, hardware teams. () Reducing cost of errors and time to market By getting requirements right, maintaining traceability, and reducing rework, companies hope to deliver more reliably, fewer recalls or defects, and faster. The vendor claims this as a benefit. () Real use-cases (who uses it & how)
Here are examples of how teams use Jama Connect in practice:
A medical device manufacturer uses it to manage requirements for their device (hardware + software), ensure each requirement links to risk assessment and test case, and produce traceability reports for regulatory submission. An automotive/EV company uses it to coordinate software-defined vehicle systems (e.g., sensors, control units, user-interface) and ensure that when a requirement changes (e.g., regulatory safety requirement), the impact across all systems is visible. An aerospace company uses it to manage complex systems engineering: multiple teams (structure, avionics, software), many requirements, many tests, many interdependencies—and they need a central tool to avoid “document hell” and ensure nothing falls through the cracks. A general technology company with hardware + software + firmware uses it so that their product development lifecycle is visible end-to-end: define requirements → design → implement → test → release, with feedback loops and traceability built in. In short: any organization building complex, regulated or high-risk products with multiple interconnected teams and artifacts would benefit from Jama Connect.
Pros & cons (simplified)
Pros
Strong support for traceability and compliance. Good for regulated, complex products. Central hub for requirements, tests, change management. Deployment flexibility (cloud or self-hosted). Integrations with other tools (e.g., issue trackers, ALM tools) to link work across toolchains. () Cons
Because it is designed for complex use-cases, it may be overkill (and expensive) for small projects or simple software teams. Learning curve & process overhead: you may need to set up processes, workflows, train teams. If your project is small, simple, or non-regulated, simpler tools may be more agile/cheaper. Cost and time to adoption might be higher compared to lightweight project/issue trackers. Best Alternatives & Better Options
If Jama Connect is good for heavy regulated/complex product development, you may consider alternatives (depending on your context: size, budget, complexity, regulatory needs). Here are some good options:
AlternativeWhy consider itAtlassian JiraVery popular issue/project tracker, flexible for software teams, lots of plugins/integrations. Cheap/accessible. (But less built-in for full traceability and regulated hardware). ()IBM Engineering Requirements Management DOORS NextStrong requirements & traceability tool, more enterprise/regulation oriented. ()codeBeamer ALMAnother ALM/requirements management platform, alternative to Jama for regulated product development. ()Polarion ALMRequirements + test + ALM platform, used in some regulated industries. ()Smaller/lightweight tools (depending on project size): Smartsheet, ClickUp, JileIf your needs are less heavy (fewer regulations, fewer dependencies) these may be more cost-effective. () Which is “better”? It depends on your needs:
If you are working in a regulated industry, building complex hardware-software systems with many interdependencies: Jama Connect (or one of the heavier ALM tools) makes sense. If you are a smaller software team, agile dev, low regulation: a simpler tool (Jira etc) may be “better” for you (lower cost, faster to deploy). If you want full lifecycle management (requirements → design → test → release) with strong traceability + risk management → pick the heavier tools. If you just need issue tracking / agile boards → pick lighter tools. Summary
What: Jama Connect = a requirements + traceability + risk + lifecycle tool for complex product development. Why: Because when you build complex/regulated systems, you need visibility, traceability, alignment, risk management across teams (hardware + software + firmware + tests + compliance). Use-cases: Medical devices, automotive systems, aerospace, any multi-discipline engineering teams. Alternatives: Many — from heavy ALM tools (DOORS, codeBeamer, Polarion) to lighter project/issue tracking tools (Jira, ClickUp). The “better” option depends heavily on your project size, complexity, regulation. Bottom line: If your development is complex and regulated, Jama Connect can bring value by reducing risk, rework, cost. If your development is simple/straightforward, you might be better off with a lighter, cheaper tool.

View the full article
reporter

Samsung Launches Galaxy Z TriFold Smartphone With 10-Inch Display

Samsung today introduced the Galaxy Z TriFold, its first smartphone that has three total screens and two folds instead of one. The Galaxy Z TriFold features a 10-inch display when opened, and a 6.5-inch cover screen when closed, with "minimized creasing."


The device has an inward-folding design that's meant to protect the main display, and Samsung says that the "easy opening and closing" folding mechanism has been engineered with an alarm that alerts the user if it's folded incorrectly. Samsung is using a titanium Armor FlexHinge with two differently sized hinges that work together with a dual-rail structure. Samsung claims that the new design offers a smoother, more stable fold despite the varying weight across each display, plus greater durability thanks to the inclusion of a "thin piece of metal" that protects the folding mechanism.


A third of the display is 3.9mm thick when the smartphone is unfolded, though it is thicker in the area with the triple-lens camera. The main center screen is a bit thicker at 4.2mm, and the screen with the side button is 4mm. There is a reinforced overcoat over a shock absorbing display layer for better resistance, and the aluminum frame keeps the screens from making contact with one another.


There's a 5,600 mAh three-cell battery system with one battery behind each display panel. Samsung says it is the largest battery that it has used in a smartphone to date. There are three cameras at the rear of the device, including a 200-megapixel wide angle camera, a 12-megapixel ultra wide camera, and a 10-megapixel telephoto camera with 3x optical zoom. There are two 10-megapixel selfie cameras on the cover screen and the main screen.


Galaxy Z TriFold users can use three different portrait-sized apps side-by-side, resize apps in a multi-window view, watch shows in full screen, or hold the device vertically for reading. Samsung added standalone Samsung DeX, so the Galaxy Z TriFold supports up to four workspaces with five apps running simultaneously. Samsung apps have been optimized for the larger screen, as has Google's Gemini Live.

The Galaxy Z TriFold is launching in Korea on December 12, and it will expand to other markets like China, Taiwan, Singapore, and the UAE later. It will launch in the United States in the first quarter of 2026, and pricing is unknown.
Tag: Samsung
This article, "Samsung Launches Galaxy Z TriFold Smartphone With 10-Inch Display" first appeared on MacRumors.com

Discuss this article in our forums

View the full article
reporter

When Will Apple Release iOS 26.2?

We're getting closer to the launch of the final major iOS update of the year, with Apple set to release iOS 26.2 in December. We've had three betas so far and are expecting a fourth beta or a release candidate this week, so a launch could follow as soon as next week.


Past Launch Dates

Apple's past iOS x.2 updates from the last few years have all happened right around the middle of the month, which gives us some insight into when iOS 26.2 will launch.

iOS 18.2 - RC on Thursday, December 5, launch on Wednesday, December 11. Four betas total before RC, with beta 4 on Wednesday, November 20.
iOS 17.2 - RC on Tuesday, December 5, launch on Monday, December 11. Four betas total before RC, with beta 4 on Tuesday, November 28.
iOS 16.2 - RC on Wednesday, December 7, launch on Tuesday, December 13. Four betas total before RC, with beta 4 on Thursday, December 1.
iOS 15.2 - RC on Tuesday, December 7, launch on Monday, December 13. Four betas total before RC, with beta 4 on Thursday, December 2.
iOS 14.2 - RC on Friday, October 30, launch on Thursday, November 5. Four betas total before RC, with beta 4 on Tuesday, October 20.

Apple has stuck to a December launch schedule for x.2 updates since 2021. Before that, updates were less scheduled with more variation in launch timeline. RCs have consistently come during the first week of December, with a launch during the second week.
Possible Scenarios

Compared to the past two years, Apple is a bit behind on the launch of the fourth beta. With iOS 17.2 and iOS 18.2, the last beta came in November, so the RC was able to launch earlier in the month.

This year, we haven't had a fourth beta yet. We should be getting it sometime this week between Tuesday and Thursday. Apple has historically waited a week between beta 4 and the RC, and then another week before releasing the update. If Apple sticks to a similar timeline this year, we'll see the following:

Beta 4 between December 2-4, RC between December 8-11, iOS 26.2 launch on December 15 or December 16.

December 15 or 16 would mark the latest that we've had an x.2 release since Apple adopted a more consistent update schedule. It's possible Apple might want to speed things up. If that's the case, we could see this launch timeline:

Beta 4 between December 2-4, RC between December 4 and 8, launch around December 11.

Apple could condense the amount of time between the fourth beta and the RC, or the amount of time between the RC and launch. There's also a possibility that we don't get a fourth beta at all. With no fourth beta, the timeline looks like this:

RC between December 2-4, launch between December 8-11.

Apple has consistently done four betas before an RC, and there are some major regulatory updates in Japan, so the first scenario with the later iOS 26.2 launch date seems the most likely at this point.

Either way, iOS 26.2 is coming in just a couple of weeks.
iOS 26.2 Features

iOS 26.2 isn't a major update for most people outside of Japan, but there are a handful of useful new features.

Reminder Alarms - You can elect to have an alarm go off when a reminder is due, with standard stop and snooze options.
Lock Screen - There's a slider that lets you adjust the Liquid Glass transparency of the clock.
AirDrop - iOS 26.2 lets you generate a one-time AirDrop code for file sharing with someone who isn't in your contacts list. It supports file exchanges for a 30-day period.
Sleep Score - Sleep Score ranges have been adjusted to better reflect how people might be feeling after a night's sleep.
Live Translation - AirPods Live Translation is expanding to the EU.
Japan - iPhone users in Japan will be able to download apps from alternative app stores and replace Siri with a different personal assistant.

There are even more features in iOS 26.2, with a full list available in our features guide.
iOS 26.3

Apple often follows launches with new betas, so while iOS 26.2 will be the last major software update of the year, we're still likely to get a glimpse of what's in iOS 26.3 before 2026 rolls around.

The first beta of iOS 18.3 came out on December 16, the first beta of iOS 17.3 came on December 12, and the first beta of iOS 16.3 came out on December 14. The first beta of iOS 26.3 should come the day after iOS 26.2. Unfortunately, the x.3 updates are often more focused on internal improvements than outward-facing features, so we are finished with exciting updates until 2026.Related Roundups: iOS 26, iPadOS 26Related Forum: iOS 26
This article, "When Will Apple Release iOS 26.2?" first appeared on MacRumors.com

Discuss this article in our forums

View the full article
reporter

India Orders Phone Makers to Pre-Install Government App to Tackle Telecom Fraud

India's telecommunications ministry has ordered major mobile device manufacturers to preload a government-backed cybersecurity app named Sanchar Saathi on all new phones within 90 days. According to a report from Reuters, the app cannot be deleted or disabled from users' devices. Sanchar Saathi, available on the web and via mobile apps for Android and iOS, allows users to report suspected fraud,View the full article
reporter

ShadyPanda Turns Popular Browser Extensions with 4.3 Million Installs Into Spyware

A threat actor known as ShadyPanda has been linked to a seven-year-long browser extension campaign that has amassed over 4.3 million installations over time. Five of these extensions started off as legitimate programs before malicious changes were introduced in mid-2024, according to a report from Koi Security, attracting 300,000 installs. These extensions have since been taken down. "TheseView the full article
reporter

NETSCOUT wins “Overall Network Security Solution of the Year”

When it comes to cybersecurity, visibility is everything. Without it, even the most advanced tools can’t help teams detect, investigate, or respond effectively to threats lurking in their networks.
That’s why we’re proud to announce that NETSCOUT’s Omnis Cyber Intelligence has been named “Overall Network Security Solution of the Year” in the ninth annual CyberSecurity Breakthrough Awards. This recognition honors the most innovative companies and technologies shaping the future of cybersecurity, and we’re thrilled to be counted among them.
What sets us apart
The challenge: Visibility gaps create risk
Modern enterprises face expanding attack surfaces, hybrid cloud environments, and increasing operational complexity. Security teams are flooded with alerts but lack the visibility to see what’s truly happening behind them.
Many tools promise detection, but few deliver the clarity and confidence that come from true visibility. Without that clarity, investigations stall, threats linger, and response times grow longer, creating risk that no organization can afford.
The innovation: Always-on, packet-based intelligence
Omnis Cyber Intelligence changes that dynamic by delivering a continuous, comprehensive view of network activity. Built on NETSCOUT’s industry-leading deep packet inspection (DPI) at scale, Omnis Cyber Intelligence continuously captures, analyzes, and stores high-fidelity network metadata, independent of detections.
This always-on visibility ensures nothing slips through the cracks. Security teams gain full context into every connection, even before an alert fires. Omnis Cyber Intelligence’s on-sensor storage architecture minimizes data movement, helping organizations meet compliance and data-sovereignty requirements by keeping sensitive data close to its source.
The impact: Bridging the gap between detection and response
While most solutions stop at detection, Omnis Cyber Intelligence goes further. By combining real-time analytics with historical network context, it bridges the critical gap between alert and action, empowering analysts to understand how and why an attack occurred.
Whether hunting zero-day threats, analyzing encrypted traffic, or investigating suspicious behavior across cloud and on-prem environments, Omnis Cyber Intelligence provides the context, clarity, and confidence teams need to act decisively. And with integrations across major ecosystems, including AWS, Microsoft, Google Cloud, and more, Omnis Cyber Intelligence delivers end-to-end visibility for today’s distributed enterprises.
Recognition of innovation
The CyberSecurity Breakthrough Awards program received thousands of nominations from more than 20 countries. Winners were selected for redefining how we safeguard the digital world through innovation, performance, and measurable impact.
As Steve Johansson, managing director at CyberSecurity Breakthrough, noted, “Modern network complexities create blind spots that limit understanding, insight, and automation based on network behavior. Omnis Cyber Intelligence addresses these complexities and delivers complete network transparency, accelerating incident response and improving overall security posture.”
Setting the standard for network security
For decades, NETSCOUT has delivered packet-level visibility at scale, helping the world’s largest enterprises and service providers maintain performance and security across the most demanding environments.
This award validates what our customers already know: When you can see everything, you can stop anything. We’re honored by this recognition and even more committed to helping organizations around the world defend with clarity, respond with confidence, and continuously outsmart evolving threats.
Learn more about how NETSCOUT Omnis Cyber Intelligence can help by providing comprehensive network visibility with scalable deep packet inspection (DPI) to detect, investigate, and respond to threats more efficiently.

View the full article
reporter

What are zero-day attacks and why do they work?

Zero-day attacks have become a significant concern in the realm of cybersecurity, posing a formidable challenge to individuals and organizations alike. These attacks exploit vulnerabilities that are unknown to the software vendor, leaving systems exposed to potential breaches. As cyberthreats evolve, understanding zero-day attacks and implementing effective protection strategies is crucial for maintaining security.
Understanding zero-day attacks
What is a zero-day vulnerability, exploit, and attack?
A zero-day vulnerability refers to a software security flaw that is unknown to the vendor. When attackers exploit this vulnerability, it becomes a zero-day exploit. A zero-day attack occurs when malicious actors use this exploit to compromise a system before a patch is available.
Why “zero-day”?
The term “zero-day” signifies that the vendor has zero days to address the vulnerability before it is exploited. This urgency highlights the critical nature of these threats because they can be leveraged by attackers immediately upon discovery.
Common targets of zero-day attacks
Zero-day attacks often target operating systems, web browsers, enterprise software, and Internet of Things (IoT) devices. These platforms are integral to daily operations, making them attractive targets for attackers seeking to maximize impact.
Why zero-day attacks are so effective
Zero-day attacks have several advantages in the cybersecurity landscape. Due to their novel nature, they can be challenging to detect and understand. Here are some common reasons they work when deployed against unsuspecting targets:
No available patch: These exploits are unknown to both vendors and defenders, meaning they have not been identified and patched yet, leaving the door open for attackers. High-value targets: These attacks are often used in cyber espionage, ransomware campaigns, and advanced persistent threats (APTs) to target high-value assets with sensitive data. Difficult to detect: These exploits often are missed by traditional detection tools, especially those relying on signature-based detection, allowing adversaries to operate undetected. Speed and stealth: Successful breaches are more likely with zero-day attacks because attackers act quickly and quietly, allowing them to exploit vulnerabilities before they are identified and patched. Precision targeting: The target of these exploits is often a specific individual or organization. Spear-phishing and zero-click attacks are common tactics used to initiate the breach. Real-world zero-day attack examples
No organization is immune to being targeted by a zero-day attack. In the real world, many key services, organizations, and platforms can be targeted by zero-day exploits:
Nation-state sabotage: State-sponsored attackers can target critical infrastructure and utilities with zero-day exploits, rendering key services and life-saving utilities unavailable. Mobile surveillance: In telecommunications, carriers have witnessed zero-click exploits being used in mobile surveillance. This leads to compromised devices without any user interaction. Supply chain attacks: Global supply chains are appealing targets because they have a wide impact. In exploiting zero-day vulnerabilities, attackers can impact several groups in one attack, such as consumers, manufacturers, employees, and more. Frequently targeted platforms: Web browsers and email servers are common targets of zero-day attacks. These are widely used, increasing the potential for significant disruption. How zero-day vulnerabilities are discovered and used
There are multiple groups and methodologies that work to discover, use, and inform organizations of zero-day vulnerabilities. These include:
White-hat researchers: Often ethical hackers, also known as white-hat researchers, discover zero-day vulnerabilities via bug bounty programs and responsible disclosure. This helps vendors identify and address these issues. Black-hat hackers: On the flip side, if a black-hat hacker identifies a vulnerability before it is patched, the hacker can leverage it for gain, often selling exploits on the dark web. Government agencies: Some government agencies engage in offensive cyber operations, stockpiling exploits for strategic purposes. They also can inform organizations and vendors of these exploits, much like white-hat researchers. Thorough investigation: Internal security teams can leverage investigation capabilities, such as packet-level insights, to discover and understand zero-day threats, preventing future occurrences. How to defend against zero-day attacks
There are several measures security and network teams can take to more effectively avoid zero-day attacks. Some examples include:
Leverage threat investigation: Detection alone often misses the unknown. Thorough investigation, leveraging deep packet inspection (DPI) at scale and forensic analysis, is key to identifying and preventing zero-day attacks from being successful now and in the future. Patch quickly: Prioritizing updates and effective vulnerability management is essential to mitigating the risk of zero-day attacks. Use behavior-based detection: Employing solutions such as endpoint detection and response (EDR), network detection and response (NDR), and extended detection and response (XDR) in combination with a strong investigation focus can help identify anomalous behavior that can signify zero-day exploits are being leveraged. Adopt zero-trust principles: Implementing a zero-trust security architecture, limiting user access, and continuously verifying identities can reduce the risk of unauthorized access to sensitive data. Segment the network: Strategic network segmentation helps contain breaches and minimizes lateral movement within a compromised system. Stay informed: Subscribing to security advisories and threat intelligence feeds helps keep organizations informed on emerging threats and vulnerabilities. FAQs about zero-day attacks
What makes zero-day attacks different from other cyberthreats?
Zero-day attacks exploit unknown vulnerabilities, making them particularly challenging to defend against compared with threats targeting known vulnerabilities.
Can antivirus software detect zero-day exploits?
Traditional antivirus software may struggle to detect zero-day exploits due to its reliance on signature-based detection methods.
Are zero-day vulnerabilities illegal to sell or use?
Although selling or using zero-day vulnerabilities for malicious purposes is illegal, ethical disclosure through bug bounty programs is encouraged.
How long do zero-day exploits typically remain undetected?
The duration for which a zero-day exploit remains undetected varies, but it can range from days to months, depending on the complexity of the exploit and the vigilance of security teams.
Staying ahead of emerging threats with investigation
Zero-day attacks represent a significant threat in the cybersecurity landscape, exploiting unknown vulnerabilities to devastating effect. Understanding these attacks and implementing proactive defensive strategies is essential for staying ahead of emerging threats.
Detection alone is not enough. Detection-focused tools such as EDR, NDR, and XDR on their own miss the unknown, allowing zero-day attacks to have a better chance of success. Leveraging investigation, powered by packet data, empowers teams with the actionable data to detect, understand, and prevent future attacks. Packets do not lie, and the network is the only place adversaries cannot hide.
Learn more about Omnis Cyber Intelligence. 

View the full article
reporter

The first line of defense is still the network. But that’s only the beginning

For years, the security industry has been captivated by the promises of new acronyms: EDR, XDR, CDR. Each wave has promised broader coverage, better detection, and faster responses. And although each of these tools provides value, recent research from Enterprise Strategy Group (ESG) reveals something the industry conversation often overlooks: When real threats emerge, organizations still turn first to the network.
According to ESG, 53% of organizations rely on network visibility and telemetry as their primary line of defense. In fact, nearly two-thirds use the network in some capacity to kick off their threat detection and response processes. Even more telling, 93% of SecOps and NetOps teams now share the same network visibility tools, which is a sign that the network has become the unifying language of operations.
So, why in an era dominated by extended detection and response (XDR) and cloud-native tooling does the network remain the first place security teams look? The answer is simple: Packets don’t lie.
Why packets still matter
Endpoints can be tampered with. Logs can be incomplete. Cloud providers can limit visibility. But network packets capture every transaction, every communication, and every anomaly, without bias. This is why, despite some vendors dismissing network detection and response (NDR) as “old-school” or “on-premises,” ESG found that 41% of organizations actually see network tools as the best-equipped technology for providing visibility across hybrid, multicloud environments.
The truth is that the network has evolved right alongside the environments it protects. It’s no longer just about physical appliances watching traffic at the perimeter. Today’s NDR solutions scale across data centers, virtual servers, and multicloud ecosystems, providing a single vantage point where everything converges.
Detection is only step one
But here’s where we believe the conversation needs to change. Detection, while critical, is just the first step. The real challenge, and the real value, lies in understanding a threat through the investigation phase.
Think about it: an alert tells you something happened. But only investigation tells you what it was, how it happened, and what to do about it. That’s the gap where attackers thrive and where security operations center (SOC) teams often lose valuable time.
And this is where network visibility proves its worth beyond being just a “first line of defense.” With full packet capture and deep network intelligence, security teams can pivot from “we detected something” to “we understand everything about it.” That shift is the difference between chasing alerts and actually stopping adversaries in their tracks.
Why NETSCOUT Omnis Cyber Intelligence
At NETSCOUT, we’ve seen this shift firsthand. Omnis Cyber Intelligence isn’t just about spotting anomalies; it’s about giving analysts the complete, packet-level context they need to investigate confidently. By unifying SecOps and NetOps on a shared foundation of visibility, Omnis Cyber Intelligence helps eliminate blind spots that attackers exploit.
Because at the end of the day, detection will always be table stakes. Investigation is where the real impact is made. Network packets provide the single source of truth across on-premises, hybrid, and cloud environments, serving as the foundation that makes it all possible.
Learn more about the ESG report.
Learn how NETSCOUT Omnis Cyber Intelligence can help by providing comprehensive network visibility with scalable deep packet inspection (DPI) to detect, investigate, and respond to threats more efficiently.

View the full article
reporter

Microsoft gives Windows admins a legacy migration headache with WINS sunset

Microsoft has given system administrators until 2034 to stop using WINS (Windows Internet Name Service) NetBIOS name resolution technology in their networks — but even nine years may not be enough notice for some: WINS is very much still in use, supporting a niche range of difficult-to-replace legacy systems.
WINS dates from Windows NT in 1994 and has long since been displaced by the more modern Domain Name System (DNS). It was deprecated in 2021 to coincide with the appearance of Windows Server 2022. This meant it would be supported but no longer developed, a clear signal that the clock was ticking.
Now, Microsoft has said, the last operating system to support WINS will be Windows Server 2025. That’s what determines the nine-year final migration deadline — the lifespan of Windows Server 2025 on the Long-Term Servicing Channel (LTSC).
“Organizations using WINS are strongly encouraged to migrate to modern DNS-based name resolution solutions,” the company said, perhaps stating the obvious, in a Windows Message Center advisory in early November.
According to Microsoft, the timescale is generous. “Our goal is to make planning and migrations as predictable and low-stress as possible. With advanced notice and a support runway, organizations can confidently modernize their environments at their own pace,” it said.
Cutting out WINS
Future versions of Windows without support for WINS will lose the WINS Server role and associated binaries, the WINS Microsoft Management Console (MMC) snap-in, and WINS automation APIs and related management interfaces, the company added.
WINS migration is yet another legacy issue inherited from the creative ferment of computer networking in the 1980s and 1990s. That era needed solutions to lots of networking problems in a hurry, especially how to turn a desktop PC operating system such as DOS or Windows into a practical server platform.
WINS solved an important challenge: how to connect the names used to identify computers using the 1980s’ NetBIOS network naming system with modern IP addresses. DNS, a hierarchical system that worked for Internet as well as network addresses, had rendered NetBIOS obsolete. But both ended up co-existing, examples of how the industry delivered more than one answer to the same problem.
Today, the arguments for getting rid of WINS extend beyond its obsolescence. It is also a security risk. In 2017, Fortinet’s FortiGuard Labs discovered a WINS Server remote memory corruption vulnerability in Windows Server 2008, 2012, and 2016.
Microsoft’s reply to Fortinet made interesting reading: “A fix would require a complete overhaul of the code to be considered comprehensive. The functionality provided by WINS was replaced by DNS and Microsoft has advised customers to migrate away from it.”
In short, Microsoft had no plans to patch the issue. Its solution was that customers migrate away from WINS, a process it has since become clear could still be ongoing for some customers into the 2030s.
Why WINS is still in use
Organizations still using WINS are likely to fall into one of two categories: those using it to support old technologies with long lifecycles such as operational technology (OT) systems, and those that have simply half-forgotten that they are still using it.
“For OT stacks built around WINS/NetBIOS, replacing them isn’t trivial because changing name resolution touches safety‑critical systems and bespoke integrations,” said Kieran Bhardwaj, head of security engineering at UK cyber security consultancy Bridewell, which specializes in advising on critical infrastructure.
“Legacy technologies persist because some niche systems like industrial/OT environments are engineered for multi‑decade lifecycles. Many control systems are architecturally fixed and can’t be re‑platformed,” he said. “It’s also hard for Microsoft: WINS sits deep in the networking stack which means removing a once‑core component demands exhaustive regression to avoid unintended breakage.”
Equally, according to William Wright of pen-testing company Closed Door Security, WINS was still running on some networks for the same reason that many legacy technologies overstay their usefulness: migration apathy.
“Most organizations running WINS today probably aren’t actively using it for anything critical. They’ve just never had a compelling reason to turn it off,” he said. “It’s been quietly replicating in the background, consuming minimal resources, causing no obvious problems. That’s the nature of legacy infrastructure: It persists not because it’s needed, but because removing it requires effort and carries risk, while leaving it alone is free,” said Wright.
WINS is a security risk
WINS had major design limitations that made it a security risk, said Wright. “WINS has no mechanism to verify the legitimacy of name registrations, which makes it vulnerable to spoofing attacks,” said Wright.
“An attacker on the network can register malicious entries, including Web Proxy Auto-Discovery (WPAD) records to intercept web traffic, or redirect connections to systems they control. It’s a straightforward path for lateral movement,” he said.
Finding WINS still turned on inside a network was a godsend to hackers using open-source tools such as Responder to conduct name resolution poisoning attacks against legacy Windows protocols such as Link-Local Multicast Name Resolution (LLMNR) and the NetBIOS Name Service (NBT-NS), Wright added.
Worse, the presence of WINS often indicated that a target was using other vulnerable legacy protocols. “Systems often fall back to NetBIOS broadcast queries when WINS isn’t available, which are spoofable on local networks. This is exactly what tools like Responder exploit, and it remains a common technique in penetration testing and real-world attacks alike.”
Network inventory
Organizations looking to rip WINS out should start with an inventory to find out where it is being used, Bhardwaj said: “Many organizations don’t realize a legacy asset still relies on WINS, so proactively inventory older segments and OT/ICS networks and verify resolution paths before the next upgrade window.”
“The trade-off is that customers still using WINS must put in the work to move to DNS by auditing dependencies, modernizing or isolating legacy workloads, and implementing DNS. But the payoff is a simpler, more secure platform.
In the end, even the brightest and best-performing technologies will one day be legacy. Migrating from WINS is a test of how well organizations are dealing with this wider problem. “There’s way too much legacy that is unused and that presents an attack surface for no reason,” said Bhardwaj.
This article first appeared on Computerworld.
View the full article
reporter

Bin ich Teil eines Botnets? Jetzt kostenlos nachprüfen

Zu Weihnachten die Rechner der Verwandtschaft auf Botnet-Aktivitäten überprüfen – der kostenlose GreyNoise IP Check machts möglich.
Jaiz Anuar – Shutterstock.com
Hacks greifen immer stärker Unternehmen an, weil die Beute in Form von Lösegeld und Daten dort aussichtreicher ist als bei Privatpersonen. Das bedeutet jedoch nicht, dass eine Einzelperson kein lohnendes Opfer ist. Im Gegenteil – Computer von Individuen zu infizieren kann sich für Kriminelle auszahlen, insbesondere wenn sie Botnetze oder Residential-Proxy-Netzwerke einrichten.
Doch wie kann man herausfinden, ob der eigene Rechner infiziert ist, selbst ohne Vorkenntnisse und Fachwissen? Ein kostenloses Tool GreyNoise IP Check von GreyNoise Labs hilft zu überprüfen, ob die eigene IP-Adresse bei schädlichen Scans erfasst wurde.
Diese Vorsichtsmaßnahme begründen die Experten so: „Manchmal installieren Nutzer wissentlich Software, die solche Aktionen ausführt, und verdienen damit ein paar Euro. Häufiger jedoch schleicht sich Malware unbemerkt auf Geräte ein, meist über schädliche Apps oder Browsererweiterungen, und verwandelt diese im Hintergrund in Knotenpunkte in der Infrastruktur anderer.“
Analysieren und scannen
Grundsätzlich gibt es diverse Möglichkeiten, um festzustellen, ob jemand Teil eines schädlichen Botnetzes geworden ist, nämlich, indem Geräteprotokolle, Konfigurationen, Netzwerkverkehr und Aktivitätsmuster analysiert werden. Ein Tool, das lediglich die IP-Adresse überprüft, sei aber die schonendste Methode, erklärt GreyNoise.
Interessenten wird beim Besuch der IP-Check-Webseite, eines von drei möglichen Ergebnissen angezeigt:
Der Rechner ist sauber, es wurden also keine schädlichen Scan-Aktivitäten festgestellt. Etwas Schädliches beziehungsweise Verdächtiges wurde gefunden, die IP-Adresse wurde beim Scannen des Internets erfasst oder ist in der GreyNoice-Datenbank verzeichnet. User sollten Geräte in ihrem Netzwerk überprüfen. Die IP-Adresse des Users gehört zu einem VPN, einem Unternehmensnetzwerk oder einem Cloud-Anbieter, und die Scan-Aktivität ist für diese Umgebungen normal. Korrelationen zwischen Installationen und Scans
Wenn eine Aktivität mit der angegebenen IP-Adresse korreliert wird, zeigt die Plattform auch einen 90-tägigen Verlauf an. Das soll helfen, einen potenziellen Infektionsherd zu identifizieren und Abwehrmaßnahmen vornehmen.
Bei einem positiven Befund wird eine Zeitleiste mit den Aktivitäten der letzten 90 Tage ausgegeben.
GreyNoise
JSON-Option für Fortgeschrittene
Für technisch versierte Nutzer bietet GreyNoise außerdem eine nicht authentifizierte, rate-limit-free JSON-API. Diese ist über curl zugänglich und kann in Skripte oder Prüfsysteme integriert werden.
Dies liefert strukturierte Daten zur fraglichen IP-Adresse, die in MDM-Systeme, VPN-Verbindungsskripte oder Netzwerk-Onboarding-Prozesse integriert werden können. Der Hersteller merkt an, dass Entwickler die Informationen in jeder beliebigen Programmiersprache verwenden können – solange ein curl-ähnlicher User-Agent vorhanden ist.
View the full article
reporter

Bin ich Teil eines Botnets? Jetzt kostenlos nachprüfen

Zu Weihnachten die Rechner der Verwandtschaft auf Botnet-Aktivitäten überprüfen – der kostenlose GreyNoise IP Check machts möglich.
Jaiz Anuar – Shutterstock.com
Hacks greifen immer stärker Unternehmen an, weil die Beute in Form von Lösegeld und Daten dort aussichtreicher ist als bei Privatpersonen. Das bedeutet jedoch nicht, dass eine Einzelperson kein lohnendes Opfer ist. Im Gegenteil – Computer von Individuen zu infizieren kann sich für Kriminelle auszahlen, insbesondere wenn sie Botnetze oder Residential-Proxy-Netzwerke einrichten.
Doch wie kann man herausfinden, ob der eigene Rechner infiziert ist, selbst ohne Vorkenntnisse und Fachwissen? Ein kostenloses Tool GreyNoise IP Check von GreyNoise Labs hilft zu überprüfen, ob die eigene IP-Adresse bei schädlichen Scans erfasst wurde.
Diese Vorsichtsmaßnahme begründen die Experten so: „Manchmal installieren Nutzer wissentlich Software, die solche Aktionen ausführt, und verdienen damit ein paar Euro. Häufiger jedoch schleicht sich Malware unbemerkt auf Geräte ein, meist über schädliche Apps oder Browsererweiterungen, und verwandelt diese im Hintergrund in Knotenpunkte in der Infrastruktur anderer.“
Analysieren und scannen
Grundsätzlich gibt es diverse Möglichkeiten, um festzustellen, ob jemand Teil eines schädlichen Botnetzes geworden ist, nämlich, indem Geräteprotokolle, Konfigurationen, Netzwerkverkehr und Aktivitätsmuster analysiert werden. Ein Tool, das lediglich die IP-Adresse überprüft, sei aber die schonendste Methode, erklärt GreyNoise.
Interessenten wird beim Besuch der IP-Check-Webseite, eines von drei möglichen Ergebnissen angezeigt:
Der Rechner ist sauber, es wurden also keine schädlichen Scan-Aktivitäten festgestellt. Etwas Schädliches beziehungsweise Verdächtiges wurde gefunden, die IP-Adresse wurde beim Scannen des Internets erfasst oder ist in der GreyNoice-Datenbank verzeichnet. User sollten Geräte in ihrem Netzwerk überprüfen. Die IP-Adresse des Users gehört zu einem VPN, einem Unternehmensnetzwerk oder einem Cloud-Anbieter, und die Scan-Aktivität ist für diese Umgebungen normal. Korrelationen zwischen Installationen und Scans
Wenn eine Aktivität mit der angegebenen IP-Adresse korreliert wird, zeigt die Plattform auch einen 90-tägigen Verlauf an. Das soll helfen, einen potenziellen Infektionsherd zu identifizieren und Abwehrmaßnahmen vornehmen.
Bei einem positiven Befund wird eine Zeitleiste mit den Aktivitäten der letzten 90 Tage ausgegeben.
GreyNoise
JSON-Option für Fortgeschrittene
Für technisch versierte Nutzer bietet GreyNoise außerdem eine nicht authentifizierte, rate-limit-free JSON-API. Diese ist über curl zugänglich und kann in Skripte oder Prüfsysteme integriert werden.
Dies liefert strukturierte Daten zur fraglichen IP-Adresse, die in MDM-Systeme, VPN-Verbindungsskripte oder Netzwerk-Onboarding-Prozesse integriert werden können. Der Hersteller merkt an, dass Entwickler die Informationen in jeder beliebigen Programmiersprache verwenden können – solange ein curl-ähnlicher User-Agent vorhanden ist.
View the full article
reporter

Contagious Interview attackers go ‘full stack’ to fool developers

Researchers at Socket have uncovered more details of a sophisticated software supply-chain operation linked to the Contagious Interview campaign attacking developers who rely on packages from NPM.
They report finding a “full stack” operation behind the attacks, where code hosting, package distribution, staging servers and command-and control (C2) infrastructure are orchestrated much like a legitimate software development and delivery pipeline — and offer honest developers fresh advice on protecting themselves against the attacks.
In the latest wave, threat actors uploaded almost 200 new malicious NPM packages, with more than 31,000 recorded downloads. The campaign lures victims with fake job interviews and coding assignments related to Web3 and blockchain projects, asking them to pull dependencies for a “test project”. But the NPM packages they install are Trojan horses.
The latest packages identified by Socket ultimately deliver a new payload with upgraded credential theft, system monitoring and remote access capabilities, enabling them to take over developers’ accounts and machines.
Point defense
Based on its latest analysis, Socket advised developers to focus on the weak points this campaign exploits, and to treat every “npm install” as potential remote code execution, restrict what continuous-integration runners can access, enforce network egress controls, and review the code of any new templates or utilities pulled from GitHub. Teams should also scrutinize unfamiliar helper packages, pin known-good versions, and use lockfiles instead of auto-updating dependencies, it advised.
Automated package analysis can further reduce risk, with real-time scans catching threats including import-time loaders, network probing, and bulk data exfiltration before they hit developer machines or CI systems.
With these checks in place, dependency onboarding and code review become effective filters for blocking Contagious Interview-style attacks early, Socket said.
Coding tasks lead to malware delivery
These defensive measures are effective because Contagious Interview’s entry vector relies heavily on social engineering, using fake interview tasks to trick developers into installing compromised dependencies.
The campaign exploits NPM, a widely used package registry for JavaScript and Node.js, by publishing packages that appear benign but carry hidden payloads. The malicious packages including one named “tailwind-magic” mimic legitimate libraries (in this case, a typosquatted version of the genuine “tailwind-merge” utility) to avoid suspicion.
When an unsuspecting developer installs such a package, a post-install script triggers and reaches out to a staging endpoint hosted on Vercel. That endpoint in turn delivers a live payload fetched from a threat-actor controlled GitHub account named “stardev0914”. From there the payload, a variant of OtterCookie that also folds in capabilities from the campaign’s other signature payload, BeaverTail, executes and establishes a remote connection to the attackers’ control server. The malware then silently harvests credentials, crypto-wallet data, browser profiles and more.
“Tracing the malicious npm package tailwind-magic led us to a Vercel-hosted staging endpoint, tetrismic[.]vercel[.]app,and from there to the threat actor controlled GitHub account which contained 18 repositories,” Socket’s senior threat intelligence analyst Kirill Boychenko said in a blog post, crediting related research by Kieran Miyamoto that helped confirm the malicious GitHub account stardev0914.
A ‘full stack’adversary: GitHub, Vercel, and NPM
What makes this campaign stand out is the layered infrastructure behind it. Socket’s analysis traced not just the NPM packages but also how the attackers built a complete delivery pipeline: malware serving repositories on GitHub, staging servers on Vercel, and separate C2 servers for exfiltration and remote command execution.
Through this setup, attackers can rotate payloads, update malware unobtrusively, and tailor deployments per target—all while blending deeply into the legitimate developer ecosystem, according to Boychenko.
Once installed, OtterCookie doesn’t just run and vanish: It remains persistent, capable of logging keystrokes, hijacking the clipboard, scanning the filesystem, capturing screenshots, and grabbing browser and wallet credentials across Windows, macOS and Linux.
The campaign actors’ intensified NPM activity arrives at a worrying moment for the JavaScript and open-source ecosystem. In recent months, the community has seen a flurry of NPM-based attacks — including worm-style campaigns that transformed popular packages into Trojan horses, automated credential theft, and widespread supply chain compromise across both development and CI environments.
This article was first published on Infoworld.

View the full article
reporter

The CISO’s paradox: Enabling innovation while managing risk

We can keep it real here. One of the main jobs CISOs have is to stop being the “Department of No.” We have to figure out how to enable the rapid delivery of products and services for the business without introducing risks to the same business.
That’s the paradox in a nutshell. In an environment where product teams must constantly test new technologies and ship updates at record speed, traditional end-of-line audits wouldn’t keep up. Security has to move upstream. It must be built into everyday operations, with proactive, actionable measures that empower innovation instead of slowing it down.
CISOs, then, must work more closely with teams from the initial stages to establish clear and practical risk tolerances and build security into development workflows.
Partner early to shape outcomes
CISOs don’t get leverage by showing up at the finish line. They must ditch the gatekeeper mindset and become true partners from Day Zero. In the past, when security measures were only brought in at the final stage, decision-makers were left with a difficult choice: accept project delays or face unmitigated risks. When product cycles were quarterly and speed did not determine competition, this approach made sense. In today’s reality with AI-driven product development, such a process breaks in an environment now made up of weekly sprints, continuous delivery and vendor-driven dependencies.
When security understands revenue goals, customer promises and regulatory exposure, guidance becomes specific and enabling. Begin by embedding a security liaison with each product squad so there is always a known face to engage in identity, data flows, logging and encryption decisions as they form. We should not want to see engineers opening two-week tickets for a simple question. There should be open “office hours,” chat channels and quick calls so they can get immediate feedback on decisions like API design, encryption requirements and regional data moves.
Bureaucracy must be deprecated in our environment. Show up at sprint planning and early design reviews to ask the questions that matter — authentication paths, least-privilege access, logging coverage and how changes will be monitored in production through SIEM and EDR. When security officers sit at the same table, the conversation changes from “Can we do this?” to “How do we do this securely?” and better outcomes follow from day one.
Set risk tolerances and guardrails
Teams slow down when they are unsure how to proceed. Take away some of the decision-making and ensure an integration of authentication, authorization and accounting into the development process. For authentication, establish and leverage enterprise identity management solutions rather than allowing the development of accounts written to databases that can be easily compromised. CISOs must also ensure they define standard role-based access control levels that ensure clear separation of duties is in place in the solution design. For accounting, don’t just create logs; ensure high-cardinality data is being captured for anomaly detection and this data is being integrated into a central security operations center for threat detection and response. Product development teams should not be tasked with security operations responsibilities; other teams should maintain the eye-on-glass visibility into the threats facing the solutions in production.
CISOs must define the organization’s risk appetite in business language that removes ambiguity. Specify which third-party profiles require deep assessment and which can run as bounded pilots with compensating controls. State which vulnerability severities must block a merge and which can proceed with a time-bound remediation plan. Clarify what data classifications may cross regions and what protections must travel with them.
Then translate those choices into automation. Bake guardrails into CI/CD and infrastructure-as-code so enforcement is consistent and visible. Scan each code commit for vulnerabilities, and if a change breaches a critical policy, the build fails with a clear reason and a path to resolution. If it sits within tolerance, it moves forward without manual intervention. The result is governance as an accelerator: predictable, transparent and aligned with how design engineers work.
Build secure-by-design into fast developer lifecycles
When developers deploy code multiple times a day, a “final security review” before launch just wouldn’t work. This traditional, end-of-line gating model doesn’t just block innovation but also fails to catch real-world risks. To be effective, security must be embedded during development, not just inspected after.
If the secure path is harder than the insecure path, developers will choose the easy way every single time. Our job isn’t to hand out a 50-page PDF; it’s to bake security right into their developer environment, giving them pre-vetted, hardened templates that are secure by default. This means offering standard service templates with authentication and authorization already built in. When the secure component is easier to use than the insecure alternative, developers can adopt it easily and will adopt it every time.
Automation is the enforcement layer for this strategy. When security tools are integrated directly into the CI/CD pipeline, feedback becomes available almost in real-time. This allows the team to “fail fast” on critical risks while providing actionable fixes.
This discipline must further extend into production. Even with world-class DevSecOps, we know a zero-day or configuration drift can happen. That’s why we rely on over-arching web application shielding solutions that integrate a robust web application firewall with runtime application attack mitigation and self-protection. These solutions mitigate vulnerabilities and risks in real-time while the application is running in production. They buy the development teams the crucial time they need to resolve the underlying issue without service interruption or breach, ensuring that even if all other controls fail, we have a way to block and tackle in the critical moment.
Runtime telemetry and risk-based alerting are the final checks on this coverage. This promotes a cultural change that enables engineers to take full ownership of their applications, from the initial line of code all the way to production. Security, in turn, achieves thorough, lasting coverage without becoming a bottleneck.

This article is published as part of the Foundry Expert Contributor Network.
Want to join?
View the full article
reporter

Run Embedding Models and Unlock Semantic Search with Docker Model Runner

Embeddings have become the backbone of many modern AI applications. From semantic search to retrieval-augmented generation (RAG) and intelligent recommendation systems, embedding models enable systems to understand the meaning behind text, code, or documents, not just the literal words.
But generating embeddings comes with trade-offs. Using a hosted API for embedding generation often results in reduced data privacy, higher call costs, and time-consuming model regeneration. When your data is private or constantly evolving (think internal documentation, proprietary code, or customer support content), these limitations quickly become blockers.
Instead of sending data to a remote service, you can easily run local embedding models on-premises with Docker Model Runner. Model Runner brings the power of modern embeddings to your local environment, giving you privacy, control, and cost-efficiency out of the box. 
In this post, you’ll learn how to use embedding models for semantic search. We’ll start by covering the theory behind embedding and why developers should run them. Then, we’ll wrap up with a practical example, using Model Runner, to help you get started.
Understanding semantic search embeddings 
Let’s take a moment to first demystify what embeddings are.
Embeddings represent words, sentences, and even code as high-dimensional numerical vectors that capture semantic relationships. In this vector space, similar items cluster together, while dissimilar ones are farther apart.
For example, a traditional keyword search looks for exact matches. If you search for “authentication”, you’ll only find documents containing that exact term. But with embeddings, searching for “user login” might also surface results about authentication, session management, or security tokens because the model understands that these are semantically related ideas.
This makes embeddings the foundation for more intelligent search, retrieval, and discovery — where systems understand what you mean, not just what you type.
For a deeper perspective on how language and meaning intersect in AI, check out “The Language of Artificial Intelligence”.
How Vector Similarity Enables Semantic Search with Embeddings
Here’s where the math behind semantic search comes in, and it’s elegantly simple.
Once text is converted into vectors (lists of numbers), we can measure how similar two pieces of text are using cosine similarity:
Similarity = A ⋅ B / ||A|| x ||B||
Where:
A is your query vector (e.g., “user login”), B is another vector (e.g., a code snippet or document). The result is a similarity score, typically between 0 and 1, where values closer to 1 mean the texts are more similar in meaning.
In practice:
A search query and a relevant document will have a high cosine similarity. Irrelevant results will have low similarity. This simple mathematical measure allows you to rank documents by how semantically close they are to your query, which powers features like:
Natural language search over docs or code RAG pipelines that retrieve contextually relevant snippets Deduplication or clustering of related content With Model Runner, you can generate these embeddings locally, feed them into a vector database (like Milvus, Qdrant, or pgvector), and start building your own semantic search system without sending a single byte to a third-party API.
Why use Docker Model Runner to run embedding models
With Model Runner, you don’t have to worry about setting up environments or dependencies. Just pull a model, start the runner, and you’re ready to generate embeddings, all inside a familiar Docker workflow.
Full data privacy 
Your sensitive data never leaves your environment. Whether you’re embedding source code, internal documents, or customer content, you can rest assured that everything stays local — no third-party API calls, no network exposure.
Zero cost per embedding
There are no usage-based API costs. Once you have the model running locally, you can generate, update, or rebuild your embeddings as often as you need, at no extra cost.
That means iterating on your dataset or experimenting with new prompts won’t affect your budget.
Performance and control
Run the model that best fits your use case, leveraging your own CPU or GPU for inference.
Models are distributed as OCI artifacts, so they integrate seamlessly into your existing Docker workflows, CI/CD pipelines, and local development setups. This means you can manage and version models just like any other container image, ensuring consistency and reproducibility across environments.
Model Runner lets you bring models to your data, not the other way around, unlocking local, private, and cost-effective AI workflows.
Hands-on: Generating embeddings with Docker Model Runner
Now that we understand what embeddings are and how they capture semantic meaning, let’s see how simple it is to generate embeddings locally using Model Runner.
Step 1. Pull the model
docker model pull ai/qwen3-embedding Step 2. Generate Embeddings
You can now send text to this endpoint via curl or your preferred HTTP client:
curl http://localhost:12434/engines/v1/embeddings \ -H "Content-Type: application/json" \ -d '{ "model": "ai/qwen3-embedding", "input": "A dog is an animal" }' The response will include a list of embedding vectors, which is a numerical representation of your input text.
You can store these vectors in a vector database like Milvus, Qdrant, or pgvector to perform semantic search or similarity queries.
Example use case: Semantic search over your codebase
Let’s make it practical.
Imagine you want to enable semantic code search across your project repository.
The process will look like:
Step 1. Chunk and embed your code
Split your codebase into logical chunks. Generate embeddings for each chunk using your local Docker Model Runner endpoint.
Step 2. Store embeddings 
Save those embeddings along with metadata (file name, path, etc.). You would usually use a Vector Database to store these embeddings, but in this demo, we’re going to store them in a file for simplicity.
Step 3. Query by meaning
When a developer searches “user login”, you embed the query and compare it to your stored vectors using cosine similarity.
We have included a demo in the Docker Model Runner repository that does exactly that.
Figure 1: Codebase example demo with embeddings stats, example queries, and search results.
Conclusion
Embeddings help applications work with intelligent meaning, not just keywords. The old hassle was wiring up third-party APIs, juggling data privacy, and watching per-call costs creep up.
Docker Model Runner flips the script. Now, you can run embedding models locally where your data lives with full control over your data and infrastructure. Ship semantic search, RAG pipelines, or custom search with a consistent Docker workflow — private, cost-effective, and reproducible. 
No usage fees. No external dependencies. By bringing models directly to your data, Docker makes it easier than ever to explore, experiment, and innovate, safely and at your own pace.
How you can get involved
The strength of Docker Model Runner lies in its community, and there’s always room to grow. We need your help to make this project the best it can be. To get involved, you can:
Star the repository: Show your support and help us gain visibility by starring the Docker Model Runner repo. Contribute your ideas: Have an idea for a new feature or a bug fix? Create an issue to discuss it. Or fork the repository, make your changes, and submit a pull request. We’re excited to see what ideas you have! Spread the word: Tell your friends, colleagues, and anyone else who might be interested in running AI models with Docker. We’re incredibly excited about this new chapter for Docker Model Runner, and we can’t wait to see what we can build together. Let’s get to work!
Get started with Docker Model Runner →
Learn more
Check out Docker Model Runner integration with vLLM announcement Visit our Model Runner GitHub repo! Docker Model Runner is open-source, and we welcome collaboration and contributions from the community! Get started with Docker Model Runner with a simple hello GenAI application
View the full article
reporter

⚡ Weekly Recap: Hot CVEs, npm Worm Returns, Firefox RCE, M365 Email Raid & More

Hackers aren’t kicking down the door anymore. They just use the same tools we use every day — code packages, cloud accounts, email, chat, phones, and “trusted” partners — and turn them against us. One bad download can leak your keys. One weak vendor can expose many customers at once. One guest invite, one link on a phone, one bug in a common tool, and suddenly your mail, chats, repos, andView the full article
reporter

Webinar: The "Agentic" Trojan Horse: Why the New AI Browsers War is a Nightmare for Security Teams

The AI browser wars are coming to a desktop near you, and you need to start worrying about their security challenges. For the last two decades, whether you used Chrome, Edge, or Firefox, the fundamental paradigm remained the same: a passive window through which a human user viewed and interacted with the internet. That era is over. We are currently witnessing a shift that renders the oldView the full article
reporter

Lead with Java Spring Boot in Bangalore: Advanced Training for Tech Professionals

In Bangalore—India’s undisputed technology capital—the demand for specialized software development skills continues to intensify. Amidst this competitive landscape, Java with Spring Boot has emerged as a foundational skill for building scalable, cloud-native applications that power everything from fintech platforms to e-commerce ecosystems. For developers in Bangalore, selecting the right training program isn’t just about learning syntax—it’s about gaining the architectural insights and hands-on experience that distinguish competent coders from sought-after engineering professionals.
This review spotlights a premier educational offering engineered specifically for Bangalore’s tech workforce: the Java with Springboot Training in Bangalore. Here’s why this program represents a strategic investment for developers committed to advancing their careers in one of the world’s most dynamic tech hubs.
The Bangalore Context: Why Spring Boot Skills Are Non-Negotiable
Bangalore’s technology ecosystem thrives on innovation, with companies across sectors—from established IT services firms to agile SaaS startups—embracing microservices and cloud-native architectures. Spring Boot has become the framework of choice for these implementations, offering developers the ability to create production-ready applications with remarkable efficiency.
For professionals in Bangalore, mastering Spring Boot translates to:
Enhanced employability across backend development, cloud engineering, and full-stack roles Alignment with industry trends toward containerized applications and distributed systems Competitive salary positioning in a market that rewards specialized technical expertise Versatility across company types—from multinational corporations to innovative Bangalore-based startups Curriculum Deep Dive: What You’ll Actually Learn
The Java with Springboot Training in Bangalore provides a comprehensive learning pathway that progresses from foundational principles to sophisticated implementation patterns:
Core Technical Competencies:
Spring Framework Fundamentals: Master Dependency Injection, Aspect-Oriented Programming, and Spring MVC architecture Spring Boot Application Development: Build production-grade applications with auto-configuration and embedded servers RESTful Web Services: Design and implement scalable, secure APIs following industry best practices Data Persistence Strategies: Work with Spring Data JPA, Hibernate, and advanced database integration techniques Microservices Architecture: Design, develop, and deploy independent service-based systems Application Security: Implement robust authentication and authorization using Spring Security Advanced Integrations: Connect applications with messaging systems (Kafka/RabbitMQ), caching solutions (Redis), and third-party APIs Testing Methodologies: Apply comprehensive testing approaches from unit tests to end-to-end validation Differentiating Factors: Why This Program Excels
Beyond comprehensive content, several distinguishing features make this training particularly valuable for Bangalore’s tech community:
Expert Mentorship from Industry Authority: The program is guided by Rajesh Kumar, whose 20+ years of international experience encompasses development, operations, and architecture. His practical insights bridge the gap between theoretical knowledge and real-world implementation—particularly valuable in Bangalore’s results-driven environment. Project-Based Learning with Local Relevance: Case studies and projects mirror challenges faced by Bangalore-based organizations, ensuring skills are directly applicable to local market needs. Flexible Learning Modalities: Designed for Bangalore’s busy professionals, the program offers weekend batches, evening sessions, and corporate training options. Career Advancement Support: The training includes guidance on portfolio development, interview techniques, and navigating Bangalore’s specific technology hiring landscape. DevOpsSchool: A Trusted Educational Partner in Bangalore
The institution behind the training significantly impacts learning outcomes. DevOpsSchool has established credibility as a specialized educational provider through:
Focused Technology Expertise: Concentrating exclusively on high-demand areas including DevOps, Cloud platforms, Container orchestration, and modern development frameworks Industry-Aligned Curriculum: Course content evolves based on direct input from Bangalore’s technology employers and shifting industry standards Professional Community Access: Students connect with Bangalore’s broader tech ecosystem through alumni networks, forums, and industry events Practical Learning Orientation: Emphasis on hands-on implementation and real-world problem-solving rather than theoretical abstraction Value Proposition: Clear Benefits for Bangalore Professionals
Program FeatureDirect Career Impact in BangaloreComprehensive Spring Boot MasteryPositions you for senior developer and technical architect rolesReal-World Project ExperienceProvides tangible evidence of expertise for interviews with top tech firmsMicroservices & Cloud ExpertiseAligns with Bangalore’s industry movement toward distributed architecturesIndustry Best PracticesPrepares you for the quality standards of Bangalore’s leading technology companiesFlexible Learning OptionsEnables skill development alongside professional commitments Target Audience: Who Will Benefit Most?
This program delivers exceptional value for:
Java developers in Bangalore seeking to modernize their skills with Spring Boot and microservices Software engineers aiming to transition into backend or cloud-native development roles IT professionals building enterprise-grade applications for Bangalore’s diverse market Career-focused individuals preferring structured, mentor-guided education over self-directed learning Corporate teams needing to upskill development staff with current, industry-relevant technologies Advance Your Technical Career in Bangalore’s Innovation Hub
The Java with Springboot Training in Bangalore from DevOpsSchool represents more than skill development—it’s strategic career investment. In Bangalore’s innovation-driven environment, possessing expert-level Spring Boot knowledge positions you for leadership roles, challenging projects, and accelerated professional growth.
Ready to advance your development capabilities in Bangalore’s competitive tech landscape? This training provides the comprehensive knowledge, practical experience, and professional guidance needed to excel.
Take the decisive step toward becoming a Spring Boot expert in Bangalore:
Email: [email protected] Phone & WhatsApp (India): +91 84094 92687 Phone & WhatsApp (USA): +1 (469) 756-6329 Website: https://www.devopsschool.com/ Invest in expertise that Bangalore’s technology sector demands. Build with precision, lead with innovation.

View the full article
reporter

Building Enterprise Applications: Mastering Java Spring Boot in Hyderabad

In Hyderabad’s vibrant technology ecosystem, where innovation intersects with enterprise growth, mastering modern backend development frameworks has become essential for career advancement. For software developers, engineers, and IT professionals across India’s expanding tech hub, expertise in Java with Spring Boot represents a crucial skill for creating robust, scalable, and production-ready applications. This comprehensive guide explores how specialized Java with Spring Boot training in Hyderabad can enhance development capabilities, accelerate project delivery, and establish technical proficiency in today’s competitive software environment.
The Modern Java Ecosystem: Spring Boot’s Transformative Approach
Java continues to dominate enterprise software development, with Spring Boot revolutionizing application development through its convention-over-configuration methodology. This powerful framework simplifies production-ready application creation by reducing boilerplate code and configuration complexity. For Hyderabad’s growing technology community—including established IT companies, emerging startups, and enterprise development centers—mastering Java with Spring Boot enables faster development cycles, streamlined deployment processes, and enhanced application performance. Engaging in focused Java with Spring Boot training in Hyderabad provides the essential foundation for building contemporary, enterprise-grade applications that meet evolving business requirements.
Addressing the Skills Gap: Practical Learning Solutions
While online resources offer theoretical knowledge, they often lack the structured methodology needed for mastering Spring Boot in real-world development contexts. Professional Java with Spring Boot training in Hyderabad addresses this educational gap through:
Comprehensive Learning Pathway: Systematic progression from Java fundamentals to advanced Spring Boot concepts Hands-On Development Sessions: Practical coding workshops building real-world applications Industry Best Practices: Proven methodologies for creating maintainable, scalable backend architectures Expert-Led Instruction: Guidance from experienced developers with Hyderabad-specific industry insights Project-Based Learning: Implementation of complete applications from concept to deployment This practical approach transforms theoretical knowledge into applicable skills, ensuring immediate implementation in professional settings and enhancing career prospects for Hyderabad’s technology professionals.
A Premier Educational Platform: The DevOpsSchool Advantage
Selecting the right learning platform is crucial for effective skill development. DevOpsSchool has established itself as a leading provider of technology education, offering comprehensive programs across software development, DevOps, cloud technologies, and enterprise frameworks. The platform distinguishes itself through its practitioner-focused methodology, combining theoretical knowledge with hands-on implementation to ensure immediate workplace applicability.
The DevOpsSchool educational framework includes:
Industry-Relevant Curriculum: Content continuously updated to reflect current tools, technologies, and market demands Flexible Learning Formats: Options including classroom sessions in Hyderabad, live online instruction, weekend batches, and corporate training Certification Preparation: Structured guidance for industry-recognized credentials that validate skills and enhance professional credibility Practical Implementation: Real-world projects and case studies that bridge the gap between learning and professional application Career Support Services: Interview preparation, resume building, and placement assistance for participants Continuous Learning Access: Lifetime access to updated materials and community support Engaging with DevOpsSchool represents a strategic investment in career development, offering practical skills that address Hyderabad’s growing demand for Spring Boot expertise across various industries including healthcare, finance, and IT services.
Comprehensive Learning Curriculum: From Fundamentals to Mastery
The intensive Java with Spring Boot training in Hyderabad curriculum is meticulously designed to develop both foundational understanding and advanced implementation capabilities:
Core Learning Modules:
Java Programming Fundamentals: Modern Java features, object-oriented principles, collections framework, and functional programming concepts Spring Framework Core: Dependency Injection, Aspect-Oriented Programming, Spring MVC architecture, and data access strategies Spring Boot Essentials: Auto-configuration mechanisms, starter dependencies, embedded servers, and application properties management RESTful API Development: Building scalable REST APIs, request handling, response formatting, and API documentation with Swagger Data Persistence Solutions: Spring Data JPA implementation, database integration, transaction management, and query optimization Security Implementation: Spring Security configuration, authentication mechanisms, authorization protocols, and OAuth2 integration Testing Methodologies: Comprehensive unit testing with JUnit, integration testing, and test-driven development practices Deployment Strategies: Containerization with Docker, CI/CD pipeline integration, and cloud deployment methodologies Advanced Specialization Topics:
Microservices Architecture: Distributed system design with Spring Cloud, service discovery, and API gateway implementation Reactive Programming: Spring WebFlux, reactive data access, and non-blocking application development Performance Optimization: Caching strategies with Redis/Ehcache, database optimization techniques, and application monitoring Cloud-Native Development: Deploying Spring Boot applications to AWS, Azure, and Google Cloud platforms Real-World Project Implementation: Capstone project developing complete enterprise applications with front-end integration Expert Mentorship: Learning from Industry Authority Rajesh Kumar
The program’s distinctive quality stems from mentorship by Rajesh Kumar, a globally recognized technology expert with over two decades of pioneering experience across software development, DevOps, and enterprise architecture. While renowned for his expertise in cloud technologies, container orchestration, and DevOps methodologies, Rajesh brings comprehensive understanding of modern application development frameworks and architectural best practices.
Education under Rajesh Kumar’s guidance provides access to insights developed through extensive practical implementation across international projects. His instructional philosophy emphasizes architectural thinking, code quality, and production-readiness, ensuring participants understand both technical implementation and business impact considerations. This holistic approach guarantees that the training maintains industry-relevant standards and delivers tangible professional value to Hyderabad’s growing developer community.
Hyderabad’s Growing Demand for Spring Boot Expertise
Hyderabad’s expanding technology ecosystem presents unique opportunities that make Spring Boot skills particularly valuable:
Pharmaceutical and Healthcare Hub: Growing need for enterprise applications in healthcare and life sciences industries Financial Technology Growth: Increasing demand for robust banking and financial applications Emerging Startup Ecosystem: Rapidly developing startup community requiring efficient application development capabilities IT Services Expansion: Established IT companies enhancing their enterprise application development services Educational Institution Partnerships: Growing collaborations between industry and academic institutions for skill development Government Digital Initiatives: Increasing digital transformation projects across public sector organizations Training Methodology Comparison
Evaluation CriteriaProfessional Classroom TrainingOnline Learning PlatformsSelf-Directed StudyLearning StructureSystematic, instructor-guided progression with personalized attentionOften fragmented, lacking cohesive structureUnorganized, potentially overwhelmingPractical ExperienceHands-on labs with immediate instructor support and feedbackLimited practical exercises, minimal guidanceDependent on personal projects, no expert reviewProblem ResolutionReal-time expert assistance during learning sessionsDelayed forum responses, varying qualityTime-consuming self-research, potential frustrationNetworking OpportunitiesDirect interaction with industry professionals and peersLimited community engagementMinimal professional connectionsProject GuidanceMentored implementation of real-world projectsTheoretical examples without practical applicationNo structured project development supportCareer AdvancementIndustry insights, interview preparation, and placement supportBasic information without personalized guidanceNo career development assistanceHyderabad-Specific ContextLocal industry insights and Hyderabad market understandingGeneric content without regional relevanceNo local market awareness Career Opportunities with Spring Boot Skills
Mastering Spring Boot opens diverse career pathways in Hyderabad’s technology market:
Backend Development Specialist: Focusing on server-side application development and optimization Full-Stack Development Professional: Building complete applications with modern frameworks API Development Expert: Designing and implementing enterprise-grade RESTful services Microservices Architecture Consultant: Designing distributed systems for Hyderabad’s growing enterprise sector Technical Leadership Roles: Leading development teams in Hyderabad’s expanding IT companies Solution Architecture Positions: Designing enterprise solutions for Hyderabad’s traditional and emerging industries Ideal Program Participants
This comprehensive program serves multiple professional segments:
Experienced Java Developers upgrading skills to modern Spring Boot frameworks Software Engineers transitioning to enterprise backend development roles Full-Stack Developers enhancing their server-side development capabilities Recent Technical Graduates building industry-relevant development skills IT Professionals shifting to Java-based development careers Technical Managers understanding modern application development practices Career Transition Professionals entering Hyderabad’s growing tech sector Program Delivery Methodology
The training methodology emphasizes practical implementation:
70% Hands-On Coding: Extensive programming exercises and real project development 20% Theoretical Foundation: Essential framework concepts and architectural principles 10% Industry Practices: Production standards, best practices, and Hyderabad market insights Real Application Development: Building deployable applications with industry relevance Code Quality Emphasis: Expert reviews focusing on maintainability and scalability Industry Case Studies: Real-world examples from Hyderabad’s technology landscape Hyderabad’s Educational Advantages
The city offers distinctive benefits for technology learners:
Strong Educational Foundation: Presence of premier engineering and technology institutions Growing Tech Community: Expanding developer networks and professional communities Industry-Academia Collaboration: Increasing partnerships between companies and educational institutions Cost-Effective Learning: Quality education at competitive pricing structures Regional Industry Focus: Understanding of Hyderabad’s specific industry requirements Cultural Learning Environment: Supportive educational atmosphere conducive to skill development Measurable Learning Outcomes
Participants achieve comprehensive skill development:
Production-Ready Development Skills: Ability to build and deploy enterprise applications Framework Proficiency: Comprehensive understanding of Spring Boot ecosystem Architectural Competence: Knowledge of system design principles and patterns Problem-Solving Capability: Skills to address complex development challenges Industry Recognition: Enhanced employability in Hyderabad’s growing tech market Certification Achievement: Industry-recognized credentials validating expertise Flexible Learning Options
The program accommodates diverse learner needs:
Weekend Learning Programs: For working professionals balancing career and education Weekday Intensive Courses: For focused, accelerated skill development Corporate Training Solutions: Customized programs for organizational teams Hybrid Learning Models: Combining online convenience with classroom interaction Part-Time Learning Options: Flexible schedules for various professional commitments Project-Focused Learning: Emphasis on practical implementation and portfolio development Conclusion: Building Your Development Career in Hyderabad
In Hyderabad’s expanding technology environment, specialized skills in Java and Spring Boot provide significant advantages for career progression and professional success. Pursuing comprehensive Java with Spring Boot training in Hyderabad represents a strategic investment that delivers measurable returns through enhanced capabilities, successful project implementation, and professional recognition.
The integration of expert instruction, practical curriculum, and hands-on project work creates a transformative learning experience that prepares developers for the evolving demands of Hyderabad’s technology sector. As organizations increasingly adopt modern frameworks and digital transformation accelerates across traditional industries, expertise in Spring Boot becomes increasingly valuable for individual advancement and organizational innovation.
Ready to enhance your backend development capabilities in Hyderabad’s growing tech market? Contact DevOpsSchool today to explore learning opportunities, Hyderabad batch schedules, or customized organizational training solutions.
Contact DevOpsSchool:
Email: [email protected] Phone & WhatsApp (India): +91 84094 92687 Phone & WhatsApp (USA): +1 (469) 756-6329 Website: DevOpsSchool Begin your journey toward backend development excellence. Explore comprehensive program details here: Java with Spring Boot training in Hyderabad

View the full article
reporter

Building Robust Applications: Java Spring Boot Expertise in Chennai’s Technology Sector

In Chennai’s dynamic technology landscape, where traditional industries are embracing digital transformation, mastering modern backend development frameworks has become essential for career advancement. For software developers, engineers, and IT professionals across South India’s emerging tech hub, expertise in Java with Spring Boot represents a critical competency for creating robust, scalable, and production-ready applications. This comprehensive guide explores how specialized Java with Spring Boot training in Chennai can enhance development capabilities, accelerate project delivery, and establish technical proficiency in today’s competitive software environment.
The Modern Java Ecosystem: Spring Boot’s Revolutionary Impact
Java maintains its stronghold in enterprise software development, with Spring Boot transforming application development through its convention-over-configuration methodology. This sophisticated framework simplifies production-ready application creation by reducing boilerplate code and configuration complexity. For Chennai’s growing technology community—including established IT companies, emerging startups, and enterprise development centers—mastering Java with Spring Boot enables accelerated development cycles, streamlined deployment processes, and enhanced application performance. Participating in focused Java with Spring Boot training in Chennai establishes the essential foundation for building modern, enterprise-grade applications that meet evolving business requirements.
Addressing the Skills Gap: Practical Learning Approaches
While digital resources provide theoretical knowledge, they often lack the structured methodology needed for mastering Spring Boot in real-world development contexts. Professional Java with Spring Boot training in Chennai addresses this educational gap through:
Structured Learning Progression: Systematic advancement from Java fundamentals to advanced Spring Boot concepts Practical Development Sessions: Hands-on coding workshops building real-world applications Industry Best Practices: Proven methodologies for creating maintainable, scalable backend architectures Expert-Led Instruction: Guidance from experienced developers with Chennai-specific industry insights Project-Based Learning: Implementation of complete applications from concept to deployment This practical approach transforms theoretical knowledge into applicable skills, ensuring immediate implementation in professional settings and enhancing career prospects for Chennai’s technology professionals.
A Leading Educational Platform: The DevOpsSchool Advantage
Selecting the right learning platform is crucial for effective skill development. DevOpsSchool has established itself as a premier provider of technology education, offering comprehensive programs across software development, DevOps, cloud technologies, and enterprise frameworks. The platform distinguishes itself through its practitioner-focused methodology, combining theoretical knowledge with hands-on implementation to ensure immediate workplace applicability.
The DevOpsSchool educational framework includes:
Industry-Relevant Curriculum: Content continuously updated to reflect current tools, technologies, and market demands Flexible Learning Formats: Options including classroom sessions in Chennai, live online instruction, weekend batches, and corporate training Certification Preparation: Structured guidance for industry-recognized credentials that validate skills and enhance professional credibility Practical Implementation: Real-world projects and case studies that bridge the gap between learning and professional application Career Support Services: Interview preparation, resume building, and placement assistance for participants Continuous Learning Access: Lifetime access to updated materials and community support Engaging with DevOpsSchool represents a strategic investment in career development, offering practical skills that address Chennai’s growing demand for Spring Boot expertise across various industries including healthcare, finance, automotive, and IT services.
Comprehensive Learning Curriculum: From Fundamentals to Mastery
The intensive Java with Spring Boot training in Chennai curriculum is meticulously designed to develop both foundational understanding and advanced implementation capabilities:
Core Learning Modules:
Java Programming Fundamentals: Modern Java features, object-oriented principles, collections framework, and functional programming concepts Spring Framework Core: Dependency Injection, Aspect-Oriented Programming, Spring MVC architecture, and data access strategies Spring Boot Essentials: Auto-configuration mechanisms, starter dependencies, embedded servers, and application properties management RESTful API Development: Building scalable REST APIs, request handling, response formatting, and API documentation with Swagger Data Persistence Solutions: Spring Data JPA implementation, database integration, transaction management, and query optimization Security Implementation: Spring Security configuration, authentication mechanisms, authorization protocols, and OAuth2 integration Testing Methodologies: Comprehensive unit testing with JUnit, integration testing, and test-driven development practices Deployment Strategies: Containerization with Docker, CI/CD pipeline integration, and cloud deployment methodologies Advanced Specialization Topics:
Microservices Architecture: Distributed system design with Spring Cloud, service discovery, and API gateway implementation Reactive Programming: Spring WebFlux, reactive data access, and non-blocking application development Performance Optimization: Caching strategies with Redis/Ehcache, database optimization techniques, and application monitoring Cloud-Native Development: Deploying Spring Boot applications to AWS, Azure, and Google Cloud platforms Real-World Project Implementation: Capstone project developing complete enterprise applications with front-end integration Expert Mentorship: Learning from Industry Authority Rajesh Kumar
The program’s distinctive quality stems from mentorship by Rajesh Kumar, a globally recognized technology expert with over two decades of pioneering experience across software development, DevOps, and enterprise architecture. While renowned for his expertise in cloud technologies, container orchestration, and DevOps methodologies, Rajesh brings comprehensive understanding of modern application development frameworks and architectural best practices.
Education under Rajesh Kumar’s guidance provides access to insights developed through extensive practical implementation across international projects. His instructional philosophy emphasizes architectural thinking, code quality, and production-readiness, ensuring participants understand both technical implementation and business impact considerations. This holistic approach guarantees that the training maintains industry-relevant standards and delivers tangible professional value to Chennai’s growing developer community.
Chennai’s Growing Demand for Spring Boot Expertise
Chennai’s expanding technology ecosystem presents unique opportunities that make Spring Boot skills particularly valuable:
Automotive and Manufacturing Hub: Growing need for enterprise applications in traditional industries undergoing digital transformation Healthcare Technology Growth: Increasing demand for scalable healthcare applications and systems Financial Services Expansion: Development of robust banking and financial applications Startup Ecosystem Development: Emerging startup community requiring rapid application development capabilities IT Services Enhancement: Established IT companies expanding their enterprise application development services Educational Institution Collaboration: Growing partnerships between industry and academic institutions for skill development Training Methodology Comparison
Evaluation CriteriaProfessional Classroom TrainingOnline Learning PlatformsSelf-Directed StudyLearning StructureSystematic, instructor-guided progression with personalized attentionOften fragmented, lacking cohesive structureUnorganized, potentially overwhelmingPractical ExperienceHands-on labs with immediate instructor support and feedbackLimited practical exercises, minimal guidanceDependent on personal projects, no expert reviewProblem ResolutionReal-time expert assistance during learning sessionsDelayed forum responses, varying qualityTime-consuming self-research, potential frustrationNetworking OpportunitiesDirect interaction with industry professionals and peersLimited community engagementMinimal professional connectionsProject GuidanceMentored implementation of real-world projectsTheoretical examples without practical applicationNo structured project development supportCareer AdvancementIndustry insights, interview preparation, and placement supportBasic information without personalized guidanceNo career development assistanceChennai-Specific ContextLocal industry insights and Chennai market understandingGeneric content without regional relevanceNo local market awareness Career Opportunities with Spring Boot Skills
Mastering Spring Boot opens diverse career pathways in Chennai’s technology market:
Backend Development Specialist: Focusing on server-side application development and optimization Full-Stack Development Professional: Building complete applications with modern frameworks API Development Expert: Designing and implementing enterprise-grade RESTful services Microservices Architecture Consultant: Designing distributed systems for Chennai’s growing enterprise sector Technical Leadership Roles: Leading development teams in Chennai’s expanding IT companies Solution Architecture Positions: Designing enterprise solutions for Chennai’s traditional industries Ideal Program Participants
This comprehensive program serves multiple professional segments:
Experienced Java Developers upgrading skills to modern Spring Boot frameworks Software Engineers transitioning to enterprise backend development roles Full-Stack Developers enhancing their server-side development capabilities Recent Technical Graduates building industry-relevant development skills IT Professionals shifting to Java-based development careers Technical Managers understanding modern application development practices Career Transition Professionals entering Chennai’s growing tech sector Program Delivery Methodology
The training methodology emphasizes practical implementation:
70% Hands-On Coding: Extensive programming exercises and real project development 20% Theoretical Foundation: Essential framework concepts and architectural principles 10% Industry Practices: Production standards, best practices, and Chennai market insights Real Application Development: Building deployable applications with industry relevance Code Quality Emphasis: Expert reviews focusing on maintainability and scalability Industry Case Studies: Real-world examples from Chennai’s technology landscape Chennai’s Educational Advantages
The city offers distinctive benefits for technology learners:
Strong Educational Foundation: Presence of premier engineering and technology institutions Growing Tech Community: Expanding developer networks and professional communities Industry-Academia Collaboration: Increasing partnerships between companies and educational institutions Cost-Effective Learning: Quality education at competitive pricing structures Regional Industry Focus: Understanding of Chennai’s specific industry requirements Cultural Learning Environment: Supportive educational atmosphere conducive to skill development Measurable Learning Outcomes
Participants achieve comprehensive skill development:
Production-Ready Development Skills: Ability to build and deploy enterprise applications Framework Proficiency: Comprehensive understanding of Spring Boot ecosystem Architectural Competence: Knowledge of system design principles and patterns Problem-Solving Capability: Skills to address complex development challenges Industry Recognition: Enhanced employability in Chennai’s growing tech market Certification Achievement: Industry-recognized credentials validating expertise Flexible Learning Options
The program accommodates diverse learner needs:
Weekend Learning Programs: For working professionals balancing career and education Weekday Intensive Courses: For focused, accelerated skill development Corporate Training Solutions: Customized programs for organizational teams Hybrid Learning Models: Combining online convenience with classroom interaction Part-Time Learning Options: Flexible schedules for various professional commitments Project-Focused Learning: Emphasis on practical implementation and portfolio development Conclusion: Building Your Development Career in Chennai
In Chennai’s expanding technology environment, specialized skills in Java and Spring Boot provide significant advantages for career progression and professional success. Pursuing comprehensive Java with Spring Boot training in Chennai represents a strategic investment that delivers measurable returns through enhanced capabilities, successful project implementation, and professional recognition.
The integration of expert instruction, practical curriculum, and hands-on project work creates a transformative learning experience that prepares developers for the evolving demands of Chennai’s technology sector. As organizations increasingly adopt modern frameworks and digital transformation accelerates across traditional industries, expertise in Spring Boot becomes increasingly valuable for individual advancement and organizational innovation.
Ready to enhance your backend development capabilities in Chennai’s growing tech market? Contact DevOpsSchool today to explore learning opportunities, Chennai batch schedules, or customized organizational training solutions.
Contact DevOpsSchool:
Email: [email protected] Phone & WhatsApp (India): +91 84094 92687 Phone & WhatsApp (USA): +1 (469) 756-6329 Website: DevOpsSchool Begin your journey toward backend development excellence. Explore comprehensive program details here: Java with Spring Boot training in Chennai

View the full article
reporter

Modern Backend Development: Excel with Java Spring Boot in Bangalore

In Bangalore’s dynamic technology environment, where innovation meets enterprise demands, mastering contemporary backend development frameworks has become essential for career progression. For software developers, system architects, and technology professionals across India’s technology capital, expertise in Java with Spring Boot represents a crucial skill for building scalable, efficient, and production-ready applications. This comprehensive guide explores how specialized Java with Spring Boot training in Bangalore can enhance development capabilities, accelerate project delivery, and establish technical leadership in competitive software environments.
The Evolving Java Ecosystem: Spring Boot’s Transformative Role
Java maintains its prominence in enterprise software development, with Spring Boot revolutionizing how applications are constructed and deployed. This sophisticated framework simplifies production-grade application development by eliminating much of the configuration complexity traditionally associated with Spring projects. For Bangalore’s diverse technology community—spanning multinational corporations, innovative startups, and established IT companies—mastering Java with Spring Boot enables faster development cycles, streamlined deployment processes, and enhanced application performance. Engaging in focused Java with Spring Boot training in Bangalore provides the essential foundation for building modern, enterprise-ready applications.
Bridging Skills Development: Practical Learning Approaches
While online resources offer introductory knowledge, they often lack the structured approach necessary for mastering complex frameworks like Spring Boot in enterprise contexts. Professional Java with Spring Boot training in Bangalore addresses this educational need through:
Structured Learning Path: Systematic progression from Java fundamentals to advanced Spring Boot features Practical Development Workshops: Hands-on coding sessions building real-world applications Industry Best Practices: Proven methodologies for creating maintainable, scalable backend systems Expert-Led Instruction: Guidance from experienced developers with Bangalore-specific industry insights This comprehensive approach transforms theoretical understanding into practical expertise, ensuring immediate application in professional environments.
A Leading Platform for Technology Education
Selecting the right educational partner is crucial for effective skill development. DevOpsSchool has established itself as a premier destination for technology education, offering comprehensive programs across software development, DevOps, cloud technologies, and enterprise frameworks. The platform distinguishes itself through its commitment to practical, mentor-driven learning that directly translates into professional competency and career advancement.
The DevOpsSchool advantage includes:
Industry-Relevant Curriculum: Content continuously updated by practitioners to reflect current tools and market demands Flexible Learning Formats: Options including classroom sessions in Bangalore, live online instruction, and corporate training Certification Pathways: Structured preparation for credentials that validate skills and enhance professional credibility Hands-On Project Work: Real-world application development and problem-solving exercises Continuous Learning Support: Access to resources, code repositories, and expert guidance beyond course completion Engaging with DevOpsSchool represents an investment in education that emphasizes practical application and career-focused outcomes.
Comprehensive Curriculum: Java and Spring Boot Mastery
The intensive Java with Spring Boot training in Bangalore curriculum is designed to develop both foundational understanding and advanced implementation skills:
Core Learning Components:
Java Fundamentals Review: Modern Java features, object-oriented principles, and functional programming Spring Framework Essentials: Dependency Injection, Aspect-Oriented Programming, and Spring MVC Spring Boot Core Concepts: Auto-configuration, starter dependencies, and embedded servers REST API Development: Building robust, scalable RESTful web services Data Access and Management: Spring Data JPA, database integration, and transaction management Security Implementation: Spring Security, authentication, and authorization mechanisms Testing Strategies: Unit testing, integration testing, and test-driven development Deployment and DevOps Integration: Containerization with Docker, CI/CD pipeline integration Advanced Topics Covered:
Microservices Architecture: Building distributed systems with Spring Cloud Reactive Programming: Spring WebFlux and reactive data access Performance Optimization: Caching strategies, database optimization, and monitoring Cloud-Native Development: Deploying Spring Boot applications to cloud platforms Real-World Project: Capstone project implementing full-stack application development Learning from Industry Authority Rajesh Kumar
The program’s exceptional quality is anchored in mentorship from Rajesh Kumar, an internationally recognized expert with over two decades of pioneering experience across software development, DevOps, and enterprise architecture. While renowned for his expertise in DevOps, cloud technologies, and container orchestration, Rajesh brings comprehensive understanding of modern application development frameworks and architectural patterns.
Education under Rajesh Kumar’s guidance provides insights developed through extensive practical implementation across global projects. His instructional approach emphasizes architectural thinking and production-readiness, ensuring participants understand both coding practices and system design considerations. This methodology guarantees that the training maintains rigorous standards and delivers tangible professional value.
Why Bangalore Needs Spring Boot Expertise
Bangalore’s technology ecosystem presents unique opportunities that make Spring Boot skills particularly valuable:
Enterprise Software Hub: Home to numerous companies building large-scale enterprise applications Startup Innovation Center: Booming startup ecosystem requiring rapid application development Digital Transformation Initiatives: Organizations modernizing legacy systems and adopting microservices Global Delivery Centers: International companies developing solutions for global markets Talent Development Focus: Strong emphasis on continuous skill enhancement and professional growth Training Approach Comparison
Evaluation FactorProfessional Classroom TrainingOnline TutorialsSelf-Study ApproachLearning StructureSystematic, mentor-guided progressionFragmented, often incomplete coverageUnstructured, potentially overwhelmingPractical ExperienceHands-on labs with instructor supportLimited coding examples, no feedbackDependent on personal project ideasProblem ResolutionImmediate expert assistance during sessionsForum-based, delayed responsesSelf-research, time-consumingNetworking OpportunitiesDirect interaction with peers and industry professionalsIsolated learning experienceLimited professional connectionsProject GuidanceMentored capstone project developmentTheoretical project suggestionsNo expert review or feedbackCareer SupportIndustry insights and professional guidanceInformation only, no personalized adviceNo career development support Career Pathways with Java Spring Boot Skills
Mastering Spring Boot opens multiple career opportunities in Bangalore’s technology market:
Backend Developer: Specializing in server-side application development Full-Stack Engineer: Building complete applications with modern frameworks API Developer: Designing and implementing RESTful web services Microservices Architect: Designing distributed system architectures Technical Lead: Guiding development teams and architectural decisions Target Audience
This program is ideally suited for:
Java Developers seeking to modernize their skills with Spring Boot Software Engineers transitioning to backend development roles Full-Stack Developers enhancing their server-side capabilities Technical Graduates building enterprise-ready development skills IT Professionals moving into Java-based development roles Technical Managers understanding modern application development practices Program Delivery Methodology
The training employs a practical, hands-on approach:
70% Practical Coding: Extensive programming exercises and project work 20% Theoretical Concepts: Essential framework principles and architecture 10% Best Practices: Industry standards and production considerations Real-World Projects: Development of actual applications from concept to deployment Code Reviews: Expert feedback on implementation approaches and code quality Bangalore’s Tech Infrastructure Advantage
The city offers unique advantages for technology learners:
Industry Connections: Direct access to technology companies and professionals Learning Community: Vibrant developer communities and meetups Infrastructure Support: State-of-the-art training facilities and resources Career Opportunities: Immediate application of skills in local job market Continuous Learning: Access to workshops, conferences, and tech events Success Metrics
Participants typically achieve:
Production-Ready Skills: Ability to develop deployable applications Framework Mastery: Comprehensive understanding of Spring Boot ecosystem Architectural Understanding: Knowledge of system design and best practices Problem-Solving Ability: Skills to tackle complex development challenges Career Advancement: Enhanced job prospects and professional recognition Learning Flexibility Options
The program accommodates diverse learner needs:
Weekend Batches: For working professionals balancing career and education Weekday Intensive Programs: For focused, accelerated learning Corporate Training: Customized programs for organizational teams Hybrid Learning: Combining online and classroom experiences Project-Based Learning: Emphasis on practical implementation Conclusion: Building Your Development Future in Bangalore
In Bangalore’s competitive technology environment, specialized skills in Java and Spring Boot provide significant advantages for career advancement and professional influence. Pursuing comprehensive Java with Spring Boot training in Bangalore represents a strategic investment that delivers measurable returns through enhanced capabilities, successful project implementation, and professional recognition.
The combination of expert instruction, practical curriculum, and hands-on project work creates a transformative learning experience that prepares developers for the evolving demands of the software industry. As organizations increasingly adopt modern frameworks and cloud-native architectures, expertise in Spring Boot becomes increasingly valuable for individual advancement and organizational success.
Ready to advance your backend development capabilities? Contact DevOpsSchool today to explore learning opportunities, Bangalore batch schedules, or customized organizational solutions.
Contact DevOpsSchool:
Email: [email protected] Phone & WhatsApp (India): +91 84094 92687 Phone & WhatsApp (USA): +1 (469) 756-6329 Website: DevOpsSchool Begin your journey toward backend development mastery. Explore comprehensive program details here: Java with Spring Boot training in Bangalore

View the full article
reporter

Navigating Your Path to DevOps Excellence: Expert Training Solutions

In today’s dynamic technology arena, where digital innovation reshapes industries overnight, securing the right educational foundation has become essential for career progression. For professionals exploring the multifaceted domains of DevOps, cloud computing, container management, and automation systems, access to quality instruction distinguishes between conceptual understanding and practical proficiency. This comprehensive guide examines how connecting with experienced top DevOps & different tools trainers can convert knowledge into actionable expertise, fostering both individual career advancement and organizational transformation.
The Evolution of Technical Learning Environments
Technology education has experienced a profound shift, transitioning from certification-centric programs to immersive, application-focused learning journeys. As enterprises increasingly implement DevOps principles, cloud-native infrastructures, and automated workflows, the demand for authentic, hands-on training has intensified. The most impactful learning experiences transcend curriculum to include the expertise and teaching methodology of instructors. Direction from top DevOps & different tools trainers ensures professionals can implement solutions with confidence across diverse work environments.
Distinguishing Exceptional Training Professionals
Identifying effective training begins with recognizing what differentiates superior instructors from conventional educators. The most accomplished trainers typically demonstrate these essential qualities:
Real-World Industry Experience: Practical implementation knowledge derived from enterprise environments Current Technical Proficiency: Up-to-date familiarity with evolving tools, platforms, and methodologies Clear Communication Skills: Ability to translate complex concepts into comprehensible, applicable knowledge Validated Instructional Approaches: Structured methods that balance theoretical foundations with practical implementation Industry-Relevant Content: Curriculum anchored in contemporary challenges and proven solutions These attributes ensure learning outcomes translate into immediate workplace value, extending well beyond certification attainment.
A Premier Destination for Technology Education
Selecting the appropriate educational platform is fundamental to successful skill development. DevOpsSchool has positioned itself as a leading provider of technology education, offering comprehensive programs across DevOps, cloud computing, containerization, and automation. What distinguishes this platform is its dedication to practical, mentor-led learning that directly enhances professional capability and career trajectory.
The DevOpsSchool advantage encompasses:
Industry-Aligned Curriculum: Content continuously refreshed by practitioners to reflect current tools and market demands Flexible Learning Formats: Multiple options including live online sessions, in-person instruction, and customized corporate training Certification Preparation: Structured guidance for credentials that validate skills and enhance professional credibility Continuous Learning Community: Access to resources, forums, and networking extending beyond program completion Enterprise Solutions: Tailored programs designed to elevate organizational team capabilities Engaging with this educational platform represents an investment in practical, career-advancing learning.
Learning from Industry Authority Rajesh Kumar
The foundation of exceptional training programs lies in the quality of mentorship and instruction. Prominent programs frequently feature guidance from Rajesh Kumar, an internationally recognized expert with over two decades of pioneering work across DevOps, DevSecOps, Site Reliability Engineering (SRE), and Cloud-Native technologies. His expertise spans critical domains including Kubernetes, DataOps, AIOps, MLOps, and comprehensive cloud platforms.
Education under Rajesh Kumar’s guidance provides access to insights cultivated through extensive practical implementation across global initiatives. His instructional philosophy emphasizes strategic application, ensuring participants understand both technical execution and business implications. This methodology guarantees training maintains rigorous standards, aligns with industry requirements, and delivers measurable professional value.
Comprehensive Learning Pathways
Quality training platforms offer structured progression through essential skill development:
Core Technology Areas:
DevOps Fundamentals: Principles, practices, and cultural dimensions of DevOps transformation Cloud Platform Mastery: Comprehensive training across AWS, Azure, Google Cloud, and hybrid environments Containerization Expertise: Docker, Kubernetes, and container orchestration at operational scale Automation Frameworks: Infrastructure as Code, configuration management, and CI/CD pipeline implementation Security Integration: DevSecOps practices and security automation within development workflows Monitoring and Observability: Modern approaches to system monitoring, logging, and performance optimization Advanced Specializations:
Site Reliability Engineering (SRE): Implementing SRE principles and operational excellence DataOps and MLOps: Streamlining data pipelines and machine learning operations Cloud-Native Development: Building and deploying applications using cloud-native principles Infrastructure Automation: Advanced implementation with Terraform, Ansible, and Puppet Training Methodology Comparison
Assessment FactorExpert-Led Professional TrainingStandard Online CoursesSelf-Guided LearningInstructional QualityGuided by industry practitioners with extensive implementation experienceOften delivered by instructors with limited real-world exposureNo expert guidance or mentorshipCurriculum DepthComprehensive coverage from basics to advanced implementationTypically fragmented, focusing on specific tools without contextUnstructured, potentially overwhelmingPractical ApplicationExtensive hands-on laboratories based on real-world scenariosLimited examples and theoretical exercisesDependent on personal project availabilityLearning FlexibilityMultiple formats including live interactive sessionsPrimarily self-paced, pre-recorded contentCompletely self-directedProfessional SupportDirect access to mentors and professional networksForum-based, delayed responsesIsolated learning experienceCareer ImpactIndustry recognition and certification pathwaysKnowledge without formal credential alignmentNo professional validation The Contemporary Need for Quality Training
Modern professionals encounter several challenges that make quality training essential:
Rapid Technological Evolution: Tools and platforms evolve continuously, demanding ongoing education Industry Skill Deficiencies: Organizations experience difficulties finding talent with current, relevant expertise Career Advancement Requirements: Professionals must consistently upgrade skills to maintain competitiveness Implementation Complexities: Theoretical knowledge alone fails to guarantee successful deployment Certification Significance: Industry-recognized credentials increasingly influence hiring and promotion decisions Current Industry Requirements
Market trends indicate substantial demand for professionals skilled in:
Cloud Migration and Management: Steering organizations through cloud adoption and optimization Container Orchestration: Implementing and administering Kubernetes in production environments Infrastructure as Code: Automating infrastructure provisioning and management CI/CD Pipeline Development: Building and sustaining efficient delivery pipelines Security Automation: Integrating security throughout development and deployment processes Monitoring Solutions: Implementing comprehensive observability and monitoring systems Formulating Your Learning Strategy
Developing an effective professional development approach involves:
Assessment Phase:
Current Skills Analysis: Honest evaluation of existing knowledge and skill gaps Career Objectives Formulation: Clear articulation of professional goals and desired outcomes Industry Trends Examination: Understanding market requirements and emerging opportunities Learning Preference Identification: Recognizing preferred instructional methods and formats Selection Criteria:
Instructor Qualifications: Verifying trainer experience and industry recognition Curriculum Pertinence: Ensuring content corresponds with current industry practices Practical Components: Assessing hands-on opportunities and real-world scenarios Community and Support: Evaluating post-training resources and networking possibilities Outcome Validation: Understanding certification value and industry recognition Optimizing Learning Outcomes
Once quality training is identified, successful implementation involves:
Preparatory Foundation: Building fundamental knowledge before advanced training Active Participation: Engaging fully in interactive sessions and discussions Practical Implementation: Applying learned concepts in actual or simulated environments Community Engagement: Participating in professional networks and forums Continuous Development: Maintaining skill enhancement beyond initial training Organizational Advantages
Quality training delivers benefits beyond individual skill development:
Team Capability Enhancement: Upskilling entire teams for improved collaboration and productivity Process Optimization: Implementing efficient workflows and automation Innovation Facilitation: Empowering teams to adopt new technologies and approaches Risk Mitigation: Building expertise to manage complex implementations successfully Competitive Differentiation: Cultivating capabilities that distinguish organizations in the marketplace Measuring Training Efficacy
Quality training programs demonstrate value through:
Immediate Skill Utilization: Practical application of learned concepts in work environments Certification Accomplishment: Successful completion of industry-recognized credentials Career Progression: Promotion, role expansion, or new opportunities following training Organizational Contribution: Tangible improvements in processes, efficiency, or innovation Professional Recognition: Acknowledgment as subject matter experts within organizations Evolving Educational Approaches
The training landscape continues to evolve with these trends:
Personalized Learning Trajectories: Customized training based on individual objectives and skill levels Interactive Learning Platforms: Advanced platforms offering simulated environments and hands-on practice Community-Driven Education: Increased emphasis on peer learning and professional networks Continuous Skill Verification: Ongoing assessment and credentialing beyond initial certification Workflow Integration: Training that connects directly with professional tools and environments Conclusion: Constructing Your Professional Future
In today’s dynamic technology environment, quality education guided by experienced professionals represents a strategic career investment. The journey to expert training extends beyond certification to building practical expertise that delivers immediate value and long-term advancement.
The synthesis of expert mentorship, practical curriculum, and supportive learning environments creates transformative educational experiences that prepare professionals for evolving industry demands. As organizations increasingly prioritize efficient practices, automation, and innovation, expertise guided by experienced practitioners becomes increasingly valuable.
Prepared to advance your technical capabilities with expert guidance? Contact DevOpsSchool today to explore learning opportunities, program schedules, or customized organizational solutions.
Contact DevOpsSchool:
Email: [email protected] Phone & WhatsApp (India): +91 84094 92687 Phone & WhatsApp (USA): +1 (469) 756-6329 Website: DevOpsSchool
View the full article
reporter

New Albiriox MaaS Malware Targets 400+ Apps for On-Device Fraud and Screen Control

A new Android malware named Albiriox has been advertised under a malware-as-a-service (MaaS) model to offer a "full spectrum" of features to facilitate on-device fraud (ODF), screen manipulation, and real-time interaction with infected devices. The malware embeds a hard-coded list comprising over 400 applications spanning banking, financial technology, payment processors, cryptocurrencyView the full article
reporter

Tomiris Shifts to Public-Service Implants for Stealthier C2 in Attacks on Government Targets

The threat actor known as Tomiris has been attributed to attacks targeting foreign ministries, intergovernmental organizations, and government entities in Russia with an aim to establish remote access and deploy additional tools. "These attacks highlight a notable shift in Tomiris's tactics, namely the increased use of implants that leverage public services (e.g., Telegram and Discord) asView the full article
reporter

CISA Adds Actively Exploited XSS Bug CVE-2021-26829 in OpenPLC ScadaBR to KEV

The U.S. Cybersecurity and Infrastructure Security Agency (CISA) has updated its Known Exploited Vulnerabilities (KEV) catalog to include a security flaw impacting OpenPLC ScadaBR, citing evidence of active exploitation. The vulnerability in question is CVE-2021-26829 (CVSS score: 5.4), a cross-site scripting (XSS) flaw that affects Windows and Linux versions of the software viaView the full article
reporter

Legacy Python Bootstrap Scripts Create Domain-Takeover Risk in Multiple PyPI Packages

Cybersecurity researchers have discovered vulnerable code in legacy Python packages that could potentially pave the way for a supply chain compromise on the Python Package Index (PyPI) via a domain takeover attack. Software supply chain security company ReversingLabs said it found the "vulnerability" in bootstrap files provided by a build and deployment automation tool named "zc.buildout." "TheView the full article
reporter

North Korean Hackers Deploy 197 npm Packages to Spread Updated OtterCookie Malware

The North Korean threat actors behind the Contagious Interview campaign have continued to flood the npm registry with 197 more malicious packages since last month. According to Socket, these packages have been downloaded over 31,000 times, and are designed to deliver a variant of OtterCookie that brings together the features of BeaverTail and prior versions of OtterCookie. Some of theView the full article
reporter

You Want Microservices, But Do You Really Need Them?

Do you know who managed to cut costs by a staggering 90% by abandoning microservices for a monolith in May 2023? Not a cash-strapped startup or an indie project—Amazon itself, for its Prime Video service. The same AWS that earns billions every year by selling microservices infrastructure admitted that, sometimes, a good old monolith wins. 
This reversal from the company that practically wrote the playbook on distributed systems sent shockwaves through the cloud-native community. Amazon later removed the original blog post, but the internet never forgets, as you’ll see later.

I’ve been speaking up against unnecessary or premature use of microservices architecture for five, six years now. After Amazon Prime Video went back to a monolith, I came across several eminent architects who are also speaking against microservices as default.

And yet in most tech circles, microservices are still viewed as the only way to build modern software. They dominate conferences, blogs, and job listings. Teams adopt them not because their requirements justify it, but because it feels like the obvious (and résumé-boosting) choice. “Cloud-native” has become synonymous with “microservices-by-default”, as if other approaches are as obsolete as floppy disks. 

Microservices do solve real problems, but at a massive scale. Most teams don’t actually operate at that scale.

With this article, I urge you to reflect on the question the industry has mostly stopped asking: Should microservices be the default choice for building at scale? We’ll look at reversal stories and insights from seasoned architects, and weigh the trade-offs and alternatives. After considering all of this, you can decide whether your problem really needs a constellation of microservices.

Microservices: The Agility-Complexity Trade-Off

On paper, microservices look impressive. Instead of one big monolith, you split your application into many small services. Each one can be written in any language, owned by a small team, and deployed on its own schedule. If you need more capacity, you can scale only the part that’s under load. The promise is elegant: independent deployability, autonomous teams, multi-language stacks, and elastic scaling.

But the catch is that every split creates a seam, and every seam is a potential failure point. Inside a monolith, function calls are instant and predictable. Across services, those same calls become network requests: slower, failure-prone, sometimes returning inconsistent data. With dozens (or hundreds) of services, you need version management, schema evolution, distributed transactions, tracing, centralized logging, and heavy-duty CI/CD pipelines just to keep things running.

This Gartner diagram captures the trade-off perfectly: microservices exchange the simplicity of one codebase for the complexity of many.


At a massive scale (think Netflix), that trade-off may be worth it. But when operational benefits don’t outweigh the costs, teams end up paying a steep price in debugging, coordination, and glue code just to hold their product together.

Microservices make sense in very specific scenarios where distinct business capabilities need independent scaling and deployment. For example, payment processing (security-critical, rarely updated) differs fundamentally from recommendation engine (memory-intensive, constantly A/B tested). These components have different scaling patterns, deployment cycles, and risk profiles, which justify separate services.

The success of microservices hinges on clear business domain boundaries that match your team structure, as Conway’s Law predicts. If your organization naturally splits into autonomous teams that own distinct capabilities, microservices might work. (So, most “one-and-a-half pizza” startups don’t qualify, do they?) 

That’s why microservices work effectively for companies like Amazon and Uber—although not always.

In fact, most organizations lack the prerequisites: dedicated service ownership, mature CI/CD, robust monitoring, and crucially, scale that justifies the operational overhead. Startups that adapt microservices prematurely often regret their decision.

So ask yourself:

Are you using microservices to solve an independent scaling problem, or are you inviting more complexity than your solution needs?

The Great Microservices Reversal

Ironically, even though tech giants are the ones that are most likely to benefit from microservices, many of these very same companies are walking back their microservices architectures, and the results are eye-opening.

Amazon Prime Video: 90% Cost Reduction with a Monolith

In May 2023, Amazon engineers admitted the unthinkable: Prime Video had abandoned microservices for a monolith. Their Video Quality Analysis (VQA) team had built what looked like a textbook distributed system: AWS Step Functions and Lambda monitored thousands of video streams through independent, scalable components. On paper, it was serverless perfection.

In practice, it was a disaster. “We realized that distributed approach wasn’t bringing a lot of benefits in our specific use case,” said Marcin Kolny in the now-archived Prime Video Engineering blog. Their “infinitely scalable” system crumbled at just 5% of expected load due to orchestration overhead.

The fix was embarrassingly simple: collapse everything into a single process. It resulted in 90% lower costs and faster performance. 

Twilio Segment: From 140 Services to One Fast Monolith

Back in 2018, Twilio Segment, a customer data platform, documented a similar reversal in their brutally honest post “Goodbye Microservices”.

Their system had sprawled into 140+ services, creating operational chaos. At one point, three full-time engineers spent most of their time firefighting instead of building. As they admitted, “Instead of enabling us to move faster, the small team found themselves mired in exploding complexity. Essential benefits of this architecture became burdens. As our velocity plummeted, our defect rate exploded.”

Their solution was radical but effective: collapse all 140+ services into a single monolith. The impact was immediate. Test suites that once took an hour now finished in milliseconds. Developer productivity soared: they shipped 46 improvements to shared libraries in a year, up from 32 in the microservices era. 

Shopify: Sanity over Hype

Shopify runs one of the largest Ruby on Rails codebases in the world (2.8M+ lines). Instead of chasing microservices, they deliberately chose a modular monolith: a single codebase with clear component boundaries.

Shopify’s engineers concluded that “microservices would bring their own set of challenges”, so they chose modularity without the operational overhead.

All these examples beg the question:

If even the pioneers of microservices are retreating, why are we still treating it as gospel?

Expert Voices against Microservices Mania

Some of the most respected voices in software architecture—people behind many of the systems we all admire—are also cautioning against microservices and repeating mistakes they’ve seen play out at scale. (After all, cheerleaders don’t play the game; cloud DevRels rarely build at scale.)

Rails Creator: Simplicity over Sophistication

David Heinemeier Hansson (DHH), the creator of Ruby on Rails, has long advocated simplicity over architectural trends. His analysis of the Amazon Prime Video reversal puts it bluntly:

“The real-world results of all this theory are finally in, and it’s clear that in practice, microservices pose perhaps the biggest siren song for needlessly complicating your system.”

DHH’s image of a siren song is apt: microservices promise elegance but leave teams wrecked on the rocks of complexity.

Microservices: Mistake of The Decade?

Jason Warner, former CTO of GitHub, doesn’t mince words while commenting on microservices: 

“I’m convinced that one of the biggest architectural mistakes of the past decade was going full microservice.”

Warner understands scale: GitHub runs at internet scale, and he’s led engineering at Heroku and Canonical. His critique cuts deeper because it’s lived experience, beyond theoretical advice:

“90% of all companies in the world could probably just be a monolith running against a primary db cluster with db backups, some caches and proxies and be done with it.”

GraphQL Co-Creator: “Don’t”

Then there’s Nick Schrock, co-creator of GraphQL. If anyone had a reason to cheer for distributed systems, it’d be him. Instead, he says:

“Microservices are such a fundamentally and catastrophically bad idea that there are going to be an entire cohort of multi-billion companies built that do nothing but contain the damage that they have wrought.”


He goes on to describe microservices as organizational gambles:

“[Y]ou end up with these services that you have to maintain forever that match the org structure and the product requirements from five years ago. Today, they don’t make a lot of sense.”

The person who literally built tools to fix distributed system pain says don’t distribute unless you must, maybe it’s time to listen.

Other Voices Questioning Microservice Maximalism

Other engineering leaders are also reconsidering microservice maximalism. 

At Uber, Gergely Orosz admitted:

“We’re moving many of our microservices to macroservices (well-sized services). Exactly b/c testing and maintaining thousands of microservices is not only hard – it can cause more trouble long-term than it solves the short-term.”

Uber still runs microservices where they’re justified, but they’re choosing their battles.

Kelsey Hightower, known for his work with Kubernetes and Google Cloud, cut through the microservices hype with CS101:

“I’m willing to wager a monolith will outperform every microservice architecture. Just do the math on the network latency between each service and the amount of serialization and deserialization of each request.”

He subsequently deleted this tweet, but the network math still grades microservices.

When pioneers like these, including those who actually solved distributed systems at scale, start waving red flags, it’s worth taking note. 

My question here is:

If GitHub’s CTO thinks 90% of companies don’t need microservices, are you sure yours is part of the 10%?

The Hidden Costs of Microservices

Microservices demand such caution because of these hidden costs that teams often underestimate.

Operational Costs

A monolith is simple: in-process function calls. 

Microservices replace that with networks. Every request now travels across machines, through load balancers, service meshes, and authentication layers, creating more failure points and infrastructure needs. You suddenly need service discovery (how services find each other), distributed tracing (tracking requests across services), centralized logging (aggregating logs from multiple services), and monitoring systems that understand service topology.

Each of these is necessary, but together they’re complex and expensive. Duplicated data requires extra storage. Constant service-to-service calls rack up network egress fees. Cloud costs scale faster than the apps they host. Prime Video’s workflow spent more on orchestrating S3 data transfers between services than on actual processing. 

Developer Productivity Drain

In microservices, the hard part isn’t writing code; it’s navigating distributed system interactions.

In “The macro problem with microservices“, Stack Overflow identifies a critical productivity drain: distributed state forces developers to write defensive code that constantly checks for partial failures. 

In a monolith, a developer can follow a code path end-to-end within one repo. In microservices, one feature might span four or five repos with different dependencies and deploy cycles. Adding a single field triggers weeks of coordination: you need to update one service, then wait for consumers to adopt, version your APIs, manage rollouts, and so on. Different teams will also typically maintain different microservices using different tech stacks, so there’s a risk that they unintentionally break something as well. Breaking changes that a compiler would catch in a monolith now surface as runtime errors in production.

Testing and Deployment Complexity

Monolith integration and end-to-end tests are faster because they run locally, in memory. Distributed systems don’t allow that luxury: real confidence requires integration and end-to-end tests across numerous service boundaries. So these tests are slower, more brittle, and require staging environments that resemble production, all of which effectively double infrastructure costs and slow feedback loops.

Many teams discover this only after their test suite becomes a bottleneck. Deployment orchestration adds another layer. Rolling updates across interdependent services require careful sequencing to avoid breaking contracts. Version incompatibility disturbs frequently: Service A works with Service B v2.1 but breaks with v2.2.

Failed deployments leave systems partially updated and difficult to recover.

Data Management and Consistency

The most underestimated complexity of microservices lies in data consistency across service boundaries.

Monoliths benefit from ACID transactions: operations complete entirely or fail entirely. Microservices split that across services, forcing you to build distributed saga (multi-step workflows with rollback logic), live with eventual consistency (data only becomes correct after a delay), or write compensation logic (extra code to undo partial failures). What was once a single database transaction now spans network hops, retries, and partial failures. Debugging inconsistent orders or payments gets much harder when state is duplicated across services. 

As research confirms, data duplication, correctness challenges, and transactional complexity are the top pain points in microservice systems.

The Compounding Effect

These complexities multiply. Operational overhead makes debugging harder, which slows testing, which makes deployments riskier, which creates more incidents. Microservices don’t just shift complexity from code to operations; they tax every part of your engineering process. 

Unless your scale demands it, that tax often outweighs the benefits. 

Think about it:

If every network hop adds complexity and cost, does your use case really justify the price?

Beyond Microservices: Smarter Architectural Alternatives

Before defaulting to microservices, it’s worth considering how simpler, well-structured architectures can deliver comparable scalability without the distributed complexity tax. Two noteworthy alternatives are modular monoliths and service-oriented architectures.

Modular Monoliths: Structure without Distribution

Unlike traditional monoliths that become tangled messes, modular monoliths enforce strict internal boundaries through clear module APIs and disciplined separation. Each module exposes well-defined interfaces, enabling teams to work independently while deploying a single, coherent system.


As Kent Beck explains in “Monolith -> Services: Theory & Practice”, modular monoliths manage coupling through organizational discipline rather than distributed networks. The key difference: modules still communicate via explicit contracts like microservices, but they use fast, reliable function calls instead of HTTP requests that are vulnerable to network latency and partial failures.

Why does it work?

Simpler operations: microservices-level organization with monolithic simplicity Stronger consistency: full ACID transactions Easier debugging: one traceable system, no hunting for bugs in the ELK haystack Better performance: function calls beat network hops
Here’s some real-world proof: Shopify’s 2.8 million-line codebase handles 30TB per minute with separate teams owning distinct modules, yet everything deploys together. Facebook runs similarly. (And principal architect Keith Adams jokes that if you want to be talked out of microservices, he’s your guy.)

With recent developments in frameworks like Spring Modulith, Django, Laravel, and Rails (as seen at scale with Shopify), modular monoliths are poised to gain wider traction in the years ahead.

Service-Oriented Architecture: The Middle Ground

Service-oriented architecture (SOA) sits between monoliths and microservices, favoring larger, domain-driven services instead of dozens or hundreds of tiny ones. These services often communicate via an enterprise service bus (ESB), which reduces orchestration overhead while preserving separation of concerns.


Instead of splitting authentication, user preferences, and notifications into separate microservices, SOA might combine them into a single “User Service”, simplifying coordination while preserving autonomy and targeted scaling. SOA provides enterprise-grade modularity without ultra-fine-grained distribution overhead.

Here’s why it works:

Right-sized boundaries: fewer, domain-aligned services instead of sprawl Targeted scalability: scale services tied to real business domains Pragmatic complexity: avoids ultra-fine-grained overhead while retaining modular reasoning
SOA has also been proven to work at scale. Norwegian Air Shuttle, Europe’s 9th-largest airline, used SOA to boost agility across complex flight operations. Credit Suisse’s SOA rollout powered millions of service calls per day back in the early 2000s.

Choosing Wisely: Fit over Hype

The problem you’re solving should justify your architecture.

I often use this analogy in consulting: You don’t need a sword to cut a lemon—a knife suffices. And as timeless wisdom reminds us, simplicity is the ultimate sophistication. 

In all likelihood, you’re not Google (you don’t need Google-level fault tolerance), or Amazon (you don’t need massive write availability), or LinkedIn (you don’t handle billions of events a day). Most applications don’t operate at that scale, demanding fundamentally different solutions than ultra-distributed architectures.

For most systems, well-structured modular monoliths (for most common applications, including startups) or SOA (enterprises) deliver comparable scalability and resilience as microservices, without the distributed complexity tax. Alternatively, you may also consider well-sized services (macroservices, or what Gartner proposed as miniservices) instead of tons of microservices.

It’s worth asking:

If simpler architectures can deliver comparable scalability, why are you choosing the complexity of microservices?

Docker: Built for Any Architecture

Docker isn’t just for microservices—it works great across all kinds of architectures like monoliths, SOA, APIs, and event-driven systems. The real benefit is that Docker gives you consistent performance, easier deployment, and flexibility to scale up your apps no matter what architectural approach you’re using.

Docker packages applications cleanly, keeps environments consistent from laptop to production, simplifies dependency management, and isolates applications from the host system. A Dockerized monolith offers all these benefits, minus the orchestration overhead of microservices. 

Microsoft’s guidance on containerizing monoliths clarifies that scaling containers is “far faster and easier than deploying additional VMs”, whether you run one service or fifty. Twilio Segment observed that containerized monoliths can “horizontally scale your environment easily by spinning up more containers and shutting them down when demand subsides.” For many applications, scaling the whole app is exactly what’s needed.

As for DevOps, a monolith in Docker is lighter to operate than a full-blown microservices setup. Logging aggregation becomes simpler when you’re collecting from identical containers rather than disparate services with different formats. Monitoring and debugging remain centralized, and troubleshooting avoids tracing requests across service boundaries.

So, it’s definitely worth considering:

Even without the complexity of microservices, Docker gives you the same advantages — clean deployments, easy scaling, and consistent environments. So why not keep it?

Wrapping Up

A few years ago, my then-8-year-old wanted a bicycle. He’d mostly ride around our apartment complex, maybe venture into the nearby lane. He didn’t need 21 gears, but those shiny shifters had him smitten—imagine riding faster by changing those gears! He absolutely wanted that mechanically complex beauty. (It’s hard to argue with a starry-eyed kid… or a founder :P).

Once he started riding the new bike, the gears slipped, the chain jammed, and the bicycle spent more time broken than on the road. Eventually, we had to dump it. 

I wasn’t able to convince him back then that a simpler bicycle could’ve served him better, but maybe this article will convince a few grown-ups making architectural decisions.

We techies love indulging in complex systems. (Check: were you already thinking, What’s complex about bicycles with gears??) But the more moving parts you add, the more often they break. Complexity often creates more problems than it solves.

The point I’m making isn’t to dump microservices entirely—it’s to pick an architecture that fits your actual needs, not what the cloud giant is pushing (while quietly rolling back their own commit). Most likely, modular monoliths or well-designed SOA will serve your needs better and make your team more productive.

So here’s the million-dollar question: 

Will you design for cloud-native hype or for your own business requirements?

Do you really need microservices?

View the full article
reporter

Why Organizations Are Turning to RPAM

As IT environments become increasingly distributed and organizations adopt hybrid and remote work at scale, traditional perimeter-based security models and on-premises Privileged Access Management (PAM) solutions no longer suffice. IT administrators, contractors and third-party vendors now require secure access to critical systems from any location and on any device, without compromisingView the full article
reporter

MS Teams Guest Access Can Remove Defender Protection When Users Join External Tenants

Cybersecurity researchers have shed light on a cross-tenant blind spot that allows attackers to bypass Microsoft Defender for Office 365 protections via the guest access feature in Teams. "When users operate as guests in another tenant, their protections are determined entirely by that hosting environment, not by their home organization," Ontinue security researcher Rhys Downing said in a reportView the full article
reporter

Bloody Wolf Expands Java-based NetSupport RAT Attacks in Kyrgyzstan and Uzbekistan

The threat actor known as Bloody Wolf has been attributed to a cyber attack campaign that has targeted Kyrgyzstan since at least June 2025 with the goal of delivering NetSupport RAT. As of October 2025, the activity has expanded to also single out Uzbekistan, Group-IB researchers Amirbek Kurbanov and Volen Kayo said in a report published in collaboration with Ukuk, a state enterprise under theView the full article
reporter

Microsoft to Block Unauthorized Scripts in Entra ID Logins with 2026 CSP Update

Microsoft has announced plans to improve the security of Entra ID authentication by blocking unauthorized script injection attacks starting a year from now. The update to its Content Security Policy (CSP) aims to enhance the Entra ID sign-in experience at "login.microsoftonline[.]com" by only letting scripts from trusted Microsoft domains run. "This update strengthens security and adds an extraView the full article
reporter

Webinar: Learn to Spot Risks and Patch Safely with Community-Maintained Tools

If you're using community tools like Chocolatey or Winget to keep systems updated, you're not alone. These platforms are fast, flexible, and easy to work with—making them favorites for IT teams. But there’s a catch... The very tools that make your job easier might also be the reason your systems are at risk. These tools are run by the community. That means anyone can add or update packages. SomeView the full article
reporter

ThreatsDay Bulletin: AI Malware, Voice Bot Flaws, Crypto Laundering, IoT Attacks — and 20 More Stories

Hackers have been busy again this week. From fake voice calls and AI-powered malware to huge money-laundering busts and new scams, there’s a lot happening in the cyber world. Criminals are getting creative — using smart tricks to steal data, sound real, and hide in plain sight. But they’re not the only ones moving fast. Governments and security teams are fighting back, shutting down fakeView the full article
reporter

Gainsight Expands Impacted Customer List Following Salesforce Security Alert

Gainsight has disclosed that the recent suspicious activity targeting its applications has affected more customers than previously thought. The company said Salesforce initially provided a list of 3 impacted customers and that it has "expanded to a larger list" as of November 21, 2025. It did not reveal the exact number of customers who were impacted, but its CEO, Chuck Ganapathi, said "weView the full article
reporter

Shai-Hulud v2 Spreads From npm to Maven, as Campaign Exposes Thousands of Secrets

The second wave of the Shai-Hulud supply chain attack has spilled over to the Maven ecosystem after compromising more than 830 packages in the npm registry. The Socket Research Team said it identified a Maven Central package named org.mvnpm:posthog-node:4.18.1 that embeds the same two components associated with Sha1-Hulud: the "setup_bun.js" loader and the main payload "bun_environment.js." TheView the full article
reporter

Meet Rey, the Admin of ‘Scattered Lapsus$ Hunters’

A prolific cybercriminal group that calls itself “Scattered LAPSUS$ Hunters” has dominated headlines this year by regularly stealing data from and publicly mass extorting dozens of major corporations. But the tables seem to have turned somewhat for “Rey,” the moniker chosen by the technical operator and public face of the hacker group: Earlier this week, Rey confirmed his real life identity and agreed to an interview after KrebsOnSecurity tracked him down and contacted his father.
Scattered LAPSUS$ Hunters (SLSH) is thought to be an amalgamation of three hacking groups — Scattered Spider, LAPSUS$ and ShinyHunters. Members of these gangs hail from many of the same chat channels on the Com, a mostly English-language cybercriminal community that operates across an ocean of Telegram and Discord servers.
In May 2025, SLSH members launched a social engineering campaign that used voice phishing to trick targets into connecting a malicious app to their organization’s Salesforce portal. The group later launched a data leak portal that threatened to publish the internal data of three dozen companies that allegedly had Salesforce data stolen, including Toyota, FedEx, Disney/Hulu, and UPS.
The new extortion website tied to ShinyHunters, which threatens to publish stolen data unless Salesforce or individual victim companies agree to pay a ransom.
Last week, the SLSH Telegram channel featured an offer to recruit and reward “insiders,” employees at large companies who agree to share internal access to their employer’s network for a share of whatever ransom payment is ultimately paid by the victim company.
SLSH has solicited insider access previously, but their latest call for disgruntled employees started making the rounds on social media at the same time news broke that the cybersecurity firm Crowdstrike had fired an employee for allegedly sharing screenshots of internal systems with the hacker group (Crowdstrike said their systems were never compromised and that it has turned the matter over to law enforcement agencies).
The Telegram server for the Scattered LAPSUS$ Hunters has been attempting to recruit insiders at large companies.
Members of SLSH have traditionally used other ransomware gangs’ encryptors in attacks, including malware from ransomware affiliate programs like ALPHV/BlackCat, Qilin, RansomHub, and DragonForce. But last week, SLSH announced on its Telegram channel the release of their own ransomware-as-a-service operation called ShinySp1d3r.
The individual responsible for releasing the ShinySp1d3r ransomware offering is a core SLSH member who goes by the handle “Rey” and who is currently one of just three administrators of the SLSH Telegram channel. Previously, Rey was an administrator of the data leak website for Hellcat, a ransomware group that surfaced in late 2024 and was involved in attacks on companies including Schneider Electric, Telefonica, and Orange Romania.
A recent, slightly redacted screenshot of the Scattered LAPSUS$ Hunters Telegram channel description, showing Rey as one of three administrators.
Also in 2024, Rey would take over as administrator of the most recent incarnation of BreachForums, an English-language cybercrime forum whose domain names have been seized on multiple occasions by the FBI and/or by international authorities. In April 2025, Rey posted on Twitter/X about another FBI seizure of BreachForums.
On October 5, 2025, the FBI announced it had once again seized the domains associated with BreachForums, which it described as a major criminal marketplace used by ShinyHunters and others to traffic in stolen data and facilitate extortion.
“This takedown removes access to a key hub used by these actors to monetize intrusions, recruit collaborators, and target victims across multiple sectors,” the FBI said.
Incredibly, Rey would make a series of critical operational security mistakes last year that provided multiple avenues to ascertain and confirm his real-life identity and location. Read on to learn how it all unraveled for Rey.
WHO IS REY?
According to the cyber intelligence firm Intel 471, Rey was an active user on various BreachForums reincarnations over the past two years, authoring more than 200 posts between February 2024 and July 2025. Intel 471 says Rey previously used the handle “Hikki-Chan” on BreachForums, where their first post shared data allegedly stolen from the U.S. Centers for Disease Control and Prevention (CDC).
In that February 2024 post about the CDC, Hikki-Chan says they could be reached at the Telegram username @wristmug. In May 2024, @wristmug posted in a Telegram group chat called “Pantifan” a copy of an extortion email they said they received that included their email address and password.
The message that @wristmug cut and pasted appears to have been part of an automated email scam that claims it was sent by a hacker who has compromised your computer and used your webcam to record a video of you while you were watching porn. These missives threaten to release the video to all your contacts unless you pay a Bitcoin ransom, and they typically reference a real password the recipient has used previously.
“Noooooo,” the @wristmug account wrote in mock horror after posting a screenshot of the scam message. “I must be done guys.”
A message posted to Telegram by Rey/@wristmug.
In posting their screenshot, @wristmug redacted the username portion of the email address referenced in the body of the scam message. However, they did not redact their previously-used password, and they left the domain portion of their email address (@proton.me) visible in the screenshot.
O5TDEV
Searching on @wristmug’s rather unique 15-character password in the breach tracking service Spycloud finds it is known to have been used by just one email address: [email protected]. According to Spycloud, those credentials were exposed at least twice in early 2024 when this user’s device was infected with an infostealer trojan that siphoned all of its stored usernames, passwords and authentication cookies (a finding that was initially revealed in March 2025 by the cyber intelligence firm KELA).
Intel 471 shows the email address [email protected] belonged to a BreachForums member who went by the username o5tdev. Searching on this nickname in Google brings up at least two website defacement archives showing that a user named o5tdev was previously involved in defacing sites with pro-Palestinian messages. The screenshot below, for example, shows that 05tdev was part of a group called Cyb3r Drag0nz Team.
Rey/o5tdev’s defacement pages. Image: archive.org.
A 2023 report from SentinelOne described Cyb3r Drag0nz Team as a hacktivist group with a history of launching DDoS attacks and cyber defacements as well as engaging in data leak activity.
“Cyb3r Drag0nz Team claims to have leaked data on over a million of Israeli citizens spread across multiple leaks,” SentinelOne reported. “To date, the group has released multiple .RAR archives of purported personal information on citizens across Israel.”
The cyber intelligence firm Flashpoint finds the Telegram user @05tdev was active in 2023 and early 2024, posting in Arabic on anti-Israel channels like “Ghost of Palestine” [full disclosure: Flashpoint is currently an advertiser on this blog].
‘I’M A GINTY’
Flashpoint shows that Rey’s Telegram account (ID7047194296) was particularly active in a cybercrime-focused channel called Jacuzzi, where this user shared several personal details, including that their father was an airline pilot. Rey claimed in 2024 to be 15 years old, and to have family connections to Ireland.
Specifically, Rey mentioned in several Telegram chats that he had Irish heritage, even posting a graphic that shows the prevalence of the surname “Ginty.”
Rey, on Telegram claiming to have association to the surname “Ginty.” Image: Flashpoint.
Spycloud indexed hundreds of credentials stolen from [email protected], and those details indicate that Rey’s computer is a shared Microsoft Windows device located in Amman, Jordan. The credential data stolen from Rey in early 2024 show there are multiple users of the infected PC, but that all shared the same last name of Khader and an address in Amman, Jordan.
The “autofill” data lifted from Rey’s family PC contains an entry for a 46-year-old Zaid Khader that says his mother’s maiden name was Ginty. The infostealer data also shows Zaid Khader frequently accessed internal websites for employees of Royal Jordanian Airlines.
MEET SAIF
The infostealer data makes clear that Rey’s full name is Saif Al-Din Khader. Having no luck contacting Saif directly, KrebsOnSecurity sent an email to his father Zaid. The message invited the father to respond via email, phone or Signal, explaining that his son appeared to be deeply enmeshed in a serious cybercrime conspiracy.
Less than two hours later, I received a Signal message from Saif, who said his dad suspected the email was a scam and had forwarded it to him.
“I saw your email, unfortunately I don’t think my dad would respond to this because they think its some ‘scam email,'” said Saif, who told me he turns 16 years old next month. “So I decided to talk to you directly.”
Saif explained that he’d already heard from European law enforcement officials, and had been trying to extricate himself from SLSH. When asked why then he was involved in releasing SLSH’s new ShinySp1d3r ransomware-as-a-service offering, Saif said he couldn’t just suddenly quit the group.
“Well I cant just dip like that, I’m trying to clean up everything I’m associated with and move on,” he said.
The former Hellcat ransomware site. Image: Kelacyber.com
He also shared that ShinySp1d3r is just a rehash of Hellcat ransomware, except modified with AI tools. “I gave the source code of Hellcat ransomware out basically.”
Saif claims he reached out on his own recently to the Telegram account for Operation Endgame, the codename for an ongoing law enforcement operation targeting cybercrime services, vendors and their customers.
“I’m already cooperating with law enforcement,” Saif said. “In fact, I have been talking to them since at least June. I have told them nearly everything. I haven’t really done anything like breaching into a corp or extortion related since September.”
Saif suggested that a story about him right now could endanger any further cooperation he may be able to provide. He also said he wasn’t sure if the U.S. or European authorities had been in contact with the Jordanian government about his involvement with the hacking group.
“A story would bring so much unwanted heat and would make things very difficult if I’m going to cooperate,” Saif said. “I’m unsure whats going to happen they said they’re in contact with multiple countries regarding my request but its been like an entire week and I got no updates from them.”
Saif shared a screenshot that indicated he’d contacted Europol authorities late last month. But he couldn’t name any law enforcement officials he said were responding to his inquiries, and KrebsOnSecurity was unable to verify his claims.
“I don’t really care I just want to move on from all this stuff even if its going to be prison time or whatever they gonna say,” Saif said.
View the full article
reporter

Security that strengthens the ecosystem: Docker’s upstream approach to CVE-2025-12735

On November 24, 2025, Docker Hardened Images resolved CVE-2025-12735 in the Kibana project, which is the visualization and user interface layer for Elasticsearch. This CVE is a critical remote code execution vulnerability that scored 9.8 on the CVSS scale. While images from other hardened image vendors were still carrying the vulnerability, Docker’s security team and tooling not only patched the CVE  for Docker Hardened Images users, but also submitted the fix to the upstream LangChain.js project. Once that pull request merges, every application that depends on LangChain.js will benefit from a more secure foundation across the entire ecosystem.
We always default to upstream patching when possible because it protects everyone who depends on these libraries – not just Docker users. Upstream patches require effort. You have to submit a PR and get it approved by the project. That can mean back and forth with maintainers. Security teams are under intense time pressures. But when we fix expr-eval for LangChain.js, we’re protecting not just Kibana users but every application that depends on that library. That’s over one million weekly downloads that become more secure.
Another Nested Dependency, Another Ticking Time Bomb
CVE-2025-12735 originated in expr-eval, a JavaScript expression parser and evaluator library. The vulnerability allowed attackers to inject crafted variables into evaluate(), enabling untrusted code paths to execute logic the application never intended. Three layers deep into the dependency chain, there was a critical RCE vulnerability in unmaintained code. In practice, this gave attackers a pathway to execute malicious behavior within affected applications. The library hadn’t been updated in years. LangChain.js depends on expr-eval, which means any application or service built with LangChain.js inherits the vulnerability. This includes AI assistants, workflow tools, and LLM-powered applications widely deployed across the industry. Kibana was affected by the same dependency chain. 
This matters because LangChain.js has become a foundational component in modern application development. The library provides a framework for building applications powered by large language models, and it has been downloaded millions of times from npm. As of November 18, 2025, the npm package langchain (which includes LangChain.js) receives approximately 1,018,076 weekly downloads. Organizations use LangChain.js to build chatbots, document analysis systems, customer service platforms, and AI-powered search tools. When a vulnerability exists in LangChain.js or its dependencies, it potentially affects thousands of production applications across the technology industry.
This is exactly the attack surface that sophisticated adversaries target. The 2024 XZ Utils backdoor attempt demonstrated how attackers focus on dependencies precisely because they affect so many downstream projects. Old vulnerabilities remain a persistent challenge because organizations focus on direct dependencies while nested dependencies slip through the cracks.
Why We Must Fix at the Source, Fast
Many security and hardened image vendors scan for CVEs, flag them, and patch their own images. The vulnerability remains in the upstream project. The next build cycle reintroduces it. The problem persists for every other user of that dependency chain. This approach treats symptoms instead of causes. You patch your copy of Kibana. The next developer who builds from upstream gets the vulnerable version. Other container image providers may still ship the vulnerable dependency until their next update cycle. When the next CVE gets assigned to expr-eval, the cycle repeats.
Docker takes a different approach. When the Docker Security team identified CVE-2025-12735 in Kibana, we traced it back through the dependency chain to expr-eval. Rather than applying a surface-level patch, we replaced the unmaintained library with math-expression-evaluator, an actively maintained alternative that did not have the vulnerability. Then we contributed that fix upstream to LangChain.js: Pull Request #9391.
This approach delivers three outcomes:
Docker Hardened Images users got immediate protection. The updated Kibana image shipped without the vulnerable dependency. There was no waiting for upstream maintainers and no emergency patching required.
The entire LangChain.js ecosystem will benefit. Once the PR merged, every project using LangChain.js inherits the fix automatically. Web applications, data processing pipelines, AI tools, and analytics platforms all get safer because the fix lives where it belongs.
Future builds are secure by default. Docker doesn’t have to maintain downstream patches or worry about the vulnerability reappearing in the next release cycle. The fix lives in the upstream project where it belongs.
Docker Hardened Images responded faster than other  vendors. We identified the root cause, selected a maintained replacement, verified it worked correctly, and contributed the fix back to the upstream project. This is possible because Docker’s security architecture is designed for a high-speed workflow without sacrificing thoroughness or attention to detail. (We are also, as a team, strongly committed to contributing back to open source!) Continuous dependency analysis through Docker Scout identifies issues the moment they’re disclosed. Deep supply chain visibility shows not just what packages are in an image but the entire dependency chain. Direct upstream engagement means we can contribute fixes rather than wait for maintainers to respond to bug reports.
What This Means for Your Organization
If you’re running Kibana in production, CVE-2025-12735 posed a critical risk. Organizations using Docker Hardened Images received immediate protection with secure, minimal, production-ready container images built from source and backed by a fast SLA that ensures rapid remediation.. The updated image shipped with expr-eval replaced by a maintained alternative. No emergency patching was required and there was no downtime. Organizations using other container distributions may still be exposed. Check your Kibana images for the vulnerable expr-eval dependency. If you’re running upstream Kibana, monitor for the LangChain.js update that incorporates Docker’s fix.
But the implications extend beyond this single CVE. The nested dependency problem affects every modern application. Your development teams probably don’t know what libraries are three or four levels deep in your dependency trees. Your security scanners might not catch them. Your vendors might not fix them upstream.
Helping Open Source Projects Helps Us All
The container ecosystem depends on thousands of open source projects. Most are maintained by small teams, often volunteers, who juggle security alongside feature development, bug fixes, and user support. When vulnerabilities emerge, maintainers may lack resources for immediate response.
Commercial vendors who benefit from open source have a responsibility to contribute back. When Docker Security fixes vulnerabilities upstream, open source maintainers get security support at no cost. The entire community benefits from hardened dependencies. Docker builds trust with the projects that power modern infrastructure. Future vulnerabilities become easier to address as relationships deepen. Together, we are more secure.
Docker is not the only company to push patches upstream, but it is a core part of our DNA. We don’t just protect our own customers but strengthen the entire ecosystem. Fixes go upstream so everyone benefits. The focus is on eliminating vulnerabilities at their source rather than playing endless rounds of patch-and-scan.
Modern supply chain attacks move faster than traditional security response times. Docker Hardened Images and Docker Scout are designed to match that speed while strengthening the entire ecosystem through upstream contributions. When vulnerabilities emerge, our customers get immediate protection. When our fixes go upstream, everyone gets safer.
Learn more about how Docker Hardened Images deliver security that protects your organization and strengthens the ecosystem.
View the full article
reporter

Qilin Ransomware Turns South Korean MSP Breach Into 28-Victim 'Korean Leaks' Data Heist

South Korea's financial sector has been targeted by what has been described as a sophisticated supply chain attack that led to the deployment of Qilin ransomware. "This operation combined the capabilities of a major Ransomware-as-a-Service (RaaS) group, Qilin, with potential involvement from North Korean state-affiliated actors (Moonstone Sleet), leveraging Managed Service Provider (MSP)View the full article
reporter

When Your $2M Security Detection Fails: Can your SOC Save You?

Enterprises today are expected to have at least 6-8 detection tools, as detection is considered a standard investment and the first line of defense. Yet security leaders struggle to justify dedicating resources further down the alert lifecycle to their superiors. As a result, most organizations' security investments are asymmetrical, robust detection tools paired with an under-resourced SOC,View the full article
reporter

Chrome Extension Caught Injecting Hidden Solana Transfer Fees Into Raydium Swaps

Cybersecurity researchers have discovered a new malicious extension on the Chrome Web Store that's capable of injecting a stealthy Solana transfer into a swap transaction and transferring the funds to an attacker-controlled cryptocurrency wallet. The extension, named Crypto Copilot, was first published by a user named "sjclark76" on May 7, 2024. The developer describes the browser add-on asView the full article
reporter

RomCom Uses SocGholish Fake Update Attacks to Deliver Mythic Agent Malware

The threat actors behind a malware family known as RomCom targeted a U.S.-based civil engineering company via a JavaScript loader dubbed SocGholish to deliver the Mythic Agent. "This is the first time that a RomCom payload has been observed being distributed by SocGholish," Arctic Wolf Labs researcher Jacob Faires said in a Tuesday report. The activity has been attributed with medium-to-highView the full article
reporter

FBI Reports $262M in ATO Fraud as Researchers Cite Growing AI Phishing and Holiday Scams

The U.S. Federal Bureau of Investigation (FBI) has warned that cybercriminals are impersonating financial institutions with an aim to steal money or sensitive information to facilitate account takeover (ATO) fraud schemes. The activity targets individuals, businesses, and organizations of varied sizes and across sectors, the agency said, adding the fraudulent schemes have led to more than $262View the full article
reporter

Years of JSONFormatter and CodeBeautify Leaks Expose Thousands of Passwords and API Keys

New research has found that organizations in various sensitive sectors, including governments, telecoms, and critical infrastructure, are pasting passwords and credentials into online tools like JSONformatter and CodeBeautify that are used to format and validate code. Cybersecurity company watchTowr Labs said it captured a dataset of over 80,000 files on these sites, uncovering thousands ofView the full article
reporter

Measuring AI Readiness Beyond the Buzzwords| Compuquip Cybersecurity

“AI-ready” has become the security industry’s favorite claim YET few teams can explain what it actually means. The phrase is everywhere: on product pages, slide decks, board updates, and vendor pitches. But in practice, AI readiness is neither a tagline nor a milestone. It’s a measurable operational state.

As organizations move toward more intelligent and adaptive security operations, the question becomes unavoidable: How do you know your SOC is truly ready for AI?
 
The answer lies in treating AI readiness as something quantifiable; not philosophical.
View the full article
compuquip

A New Approach for Coding Agent Safety

Coding agents like Claude Code, Gemini CLI, Codex, Kiro, and OpenCode are changing how developers work. But as these agents become more autonomous with capabilities like deleting repos, modifying files, and accessing secrets, developers face a real problem: how do you give agents enough access to be useful without adding unnecessary risk to your local environment?
A More Effective Way to Run Local Coding Agents Safely.
We’re working on an approach that lets you run coding agents in purpose-built, isolated local environments. Local sandboxes from Docker that wrap agents in containers that mirror your local workspace and enforce strict boundaries across all the coding agents you use. The idea is to give agents the access they need while maintaining isolation from your local system.
Today’s experimental release runs agents as containers inside Docker Desktop’s VM, but we will be switching to running them inside of dedicated microVMs for more defense in depth and to improve the experience of agents executing Docker containers securely. 
What’s Available Now (Experimental Preview).
This is an experimental preview. Commands may change and you shouldn’t rely on this for production workflows yet.
Here’s what you get today:
Container-based isolation: Agents can run code, install packages, and modify files within a bind mounted workspace directory. Filesystem isolation: Process containment, resource limits, and filesystem scoping, protecting your local system. Broad agent support: Native support for Claude Code and Gemini CLI, with more coding agents support coming soon. Why We Are Taking this Approach.
We don’t think operating system-level approaches have the right long-term shape:
They sandbox only the agent process itself, not the full environment the agent needs. This means the agent constantly needs to access the host system for basic tasks (installing packages, running code, managing dependencies), leading to constant permission prompts that interrupt workflows. They aren’t consistent across platforms. Container-based isolation is designed for exactly the kind of dynamic, iterative workflows that coding agents need. You get flexibility without brittleness.
Although this structure is meant to be general-purpose, we’re starting for specific, pre-configured coding agents. Rather than trying to be a solution for all kinds of agents out of the box, this approach lets us solve real developer problems and deliver a great experience. We’ll support other use cases in the future, but for now, coding agents are where we can make the biggest impact.
Here’s How You Can Try It.
Today’s experimental preview works natively with Claude Code and Gemini CLI. We’re building for other agents developers use.
With Docker Desktop 4.50 and later installed, run: docker sandbox run <agent>
This creates a new isolated environment with your current working directory bind mounted.
What’s Next.
Better support and UX for running multiple agents in parallel Granular network access controls Granular token and secret management for multi-agent workflows Centralized policy management and auditability MicroVM-based isolation architecture Support for additional coding agents Try It and Share Your Feedback.
We’re building this alongside developers. As you experiment with Docker Sandboxes, we want to hear about your use cases and what matters most to your workflow.
Send your feedback to: [email protected]
We believe sandboxing should be how every coding agent runs, everywhere. This is an early step, and we need your input to get there. We’re building toward a future where there’s no compromise: where you can let your agents run free while protecting everything that matters. 
View the full article
reporter

JackFix Uses Fake Windows Update Pop-Ups on Adult Sites to Deliver Multiple Stealers

Cybersecurity researchers are calling attention to a new campaign that's leveraging a combination of ClickFix lures and fake adult websites to deceive users into running malicious commands under the guise of a "critical" Windows security update. "Campaign leverages fake adult websites (xHamster, PornHub clones) as its phishing mechanism, likely distributed via malvertising," Acronis said in aView the full article
reporter

Securing the software supply chain shouldn’t be hard. According to theCUBE Research, Docker makes it simple

In today’s software-driven economy, securing software supply chains is no longer optional, it’s mission-critical. Yet enterprises often struggle to balance developer speed and security. According to theCUBE Research, 95% of organizations say Docker improved their ability to identify and remediate vulnerabilities, while 79% rate it highly effective at maintaining compliance with security standards. Docker embeds security directly into the developer workflow so that protection happens by default, not as an afterthought.
At the foundation are Docker Hardened Images, which are ultra-minimal, continuously patched containers that cut the attack surface by up to 95% and achieve near-zero CVEs. These images, combined with Docker Scout’s real-time vulnerability analysis, allow teams to prevent, detect, and resolve issues early, keeping innovation and security in sync. The result: 92% of enterprises report fewer application vulnerabilities, and 60% see reductions of 25% or more.
Docker also secures agentic AI development through the MCP Catalog, Toolkit, and Gateway. These tools provide a trusted, containerized way to run Model Context Protocol (MCP) servers that power AI agents, ensuring communication happens in a secure, auditable, and isolated environment. According to theCUBE Research, 87% of organizations reduced AI setup time by over 25%, and 95% improved AI testing and validation, demonstrating that Docker makes AI development both faster and safer.
With built-in Zero Trust principles, role-based access controls, and compliance support for SOC 2, ISO 27001, and FedRAMP, Docker simplifies adherence to enterprise-grade standards without slowing developers down. The payoff is clear: 69% of enterprises report ROI above 101%, driven in part by fewer security incidents, faster delivery, and improved productivity. In short, Docker’s modern approach to DevSecOps enables enterprises to build, ship, and scale software that’s not only fast, but fundamentally secure.
Docker’s impact on software supply chain security
Docker has evolved into a complete development platform that helps enterprises build, secure, and deploy modern and agentic AI applications with trusted DevSecOps and containerization practices. From Docker Hardened Images, which are secure, minimal, and production-ready container images with near-zero CVEs, to Docker Scout’s real-time vulnerability insights and the MCP Toolkit for trusted AI agents, teams gain a unified foundation for software supply chain security.
Every part of the Docker ecosystem is designed to blend in with existing developer workflows while making security affordable, transparent, and universal. Whether you want to explore the breadth of the Docker Hardened Images catalog, analyze your own image data with Docker Scout, or test secure AI integration through the MCP Gateway, it is easy to see how Docker embeds security by default, not as an afterthought.

Review additional resources
Read more in our latest blog about ROI of working with Docker theCUBE Research Report and eBook – economic validation of Docker Explore Docker Hardened Images and start a 30-day free trial  View Hardened Images and Helm Charts on Docker Hub Explore Docker Scout
View the full article
reporter

ToddyCat’s New Hacking Tools Steal Outlook Emails and Microsoft 365 Access Tokens

The threat actor known as ToddyCat has been observed adopting new methods to obtain access to corporate email data belonging to target companies, including using a custom tool dubbed TCSectorCopy. "This attack allows them to obtain tokens for the OAuth 2.0 authorization protocol using the user's browser, which can be used outside the perimeter of the compromised infrastructure to accessView the full article
reporter

3 SOC Challenges You Need to Solve Before 2026

2026 will mark a pivotal shift in cybersecurity. Threat actors are moving from experimenting with AI to making it their primary weapon, using it to scale attacks, automate reconnaissance, and craft hyper-realistic social engineering campaigns. The Storm on the Horizon Global world instability, coupled with rapid technological advancement, will force security teams to adapt not just theirView the full article
reporter

Hackers Hijack Blender 3D Assets to Deploy StealC V2 Data-Stealing Malware

Cybersecurity researchers have disclosed details of a new campaign that has leveraged Blender Foundation files to deliver an information stealer known as StealC V2. "This ongoing operation, active for at least six months, involves implanting malicious .blend files on platforms like CGTrader," Morphisec researcher Shmuel Uzan said in a report shared with The Hacker News. "Users unknowinglyView the full article
reporter

CISA Warns of Active Spyware Campaigns Hijacking High-Value Signal and WhatsApp Users

The U.S. Cybersecurity and Infrastructure Security Agency (CISA) on Monday issued an alert warning of bad actors actively leveraging commercial spyware and remote access trojans (RATs) to target users of mobile messaging applications. "These cyber actors use sophisticated targeting and social engineering techniques to deliver spyware and gain unauthorized access to a victim's messaging app,View the full article
reporter

Security that moves fast: Docker’s response to Shai Hulud 2.0

On November 21, 2025, security researchers detected the beginning of what would become one of the most aggressive npm supply chain attacks to date. The Shai Hulud 2.0 campaign compromised over 25,000 GitHub repositories within 72 hours, targeting packages from major organizations including Zapier, ENS Domains, PostHog, and Postman. The malware’s self-propagating design created a compounding threat that moved at container speed, not human speed.
This variant executed during npm’s preinstall phase, harvesting developer credentials, GitHub tokens, and cloud provider secrets before packages even finished installing. Stolen credentials appeared in public GitHub repositories labeled “Sha1-Hulud: The Second Coming,” creating a secondary attack vector as threat actors recycled tokens to publish additional malicious packages. Researchers tracked approximately 1,000 new compromised repositories appearing every 30 minutes at the attack’s peak.
For teams using npm packages in their containerized applications, this attack represented exposure not just to credential theft initially but also to systematic supply chain compromise that could persist across rebuild cycles and burrow deep into supply chains.
Docker’s real-time response architecture
According to Google Mandiant’s 2023 vulnerability analysis, the average time-to-exploit for vulnerabilities has collapsed from 63 days in 2018-19 to just five days. With Shai Hulud-type attacks on the rise, the likely compression of the vulnerability window will move from days to hours. 
Within hours of security researchers publishing indicators of compromise, Docker Security created DSA-2025-1124, a Docker Security Advisory that encoded detection rules for the Shai Hulud 2.0 malware signatures. This advisory immediately entered Docker Scout’s continuous monitoring pipeline, where it followed the same automated workflow that handles CVE ingestion.
Here’s how the protection deployed:
Automatic threat intelligence ingestion: Docker Scout continuously ingests security intelligence from multiple published sources. Scout’s ingestion pipeline identified the malicious package indicators and malware signatures from these sources and propagated them within seconds.
Instant supply chain analysis: Docker Scout cross-referenced the threat intelligence against SBOMs from all Docker Hardened Images and customer images under Scout protection. This analysis identified which images, if any, contained dependencies from the compromised package ecosystem, enabling immediate risk assessment across the entire Docker registry. 
Automated detection distribution: The DSA containing Shai Hulud 2.0 detection rules propagated through Scout’s monitoring infrastructure automatically. Every Docker Scout-protected environment gained the ability to flag malicious packages based on the latest threat intelligence, without requiring manual policy updates or signature downloads.
Continuous verification: As Docker Security performed immediate scans of all Docker GitHub Enterprise repositories (which returned no findings), the same SBOM-based verification confirmed that Docker Hardened Images contained no compromised packages. 
From threat disclosure to deployed protection, the response cycle completed in hours. Organizations using Docker Scout received alerts identifying any exposure to the compromised packages while the attack was still unfolding, allowing them to mount a timely response and protect their infrastructure.
Why Docker’s approach creates verifiable protection
Docker’s response to Shai Hulud 2.0 demonstrates why security architecture must assume attacks will move faster than human response times.
Real-time protection: Traditional vulnerability management treats each threat as a discrete event requiring investigation, triage, and manual remediation. Docker Scout’s architecture treats threat intelligence as streaming data, continuously updating detection capabilities the moment new indicators become available. 
Unified telemetry eliminates blind spots: The integration between Scout’s monitoring, DHI’s build pipeline, and Docker’s supply chain tracking provides complete visibility into what’s running and where it came from. When the Shai Hulud malware attempted to compromise the npm ecosystem, Docker’s architecture could immediately answer: “Do we have exposure?” 
Cryptographic verification enables trust under fire: Every Docker Hardened Image ships with complete SBOMs, cryptographic signatures, and verifiable build provenance. During an active supply chain attack, this transparency becomes operational capability. Security teams can prove to auditors, incident responders, and leadership exactly what’s running in production, which versions are deployed, and whether any compromised packages made it through the supply chain. 
Speed that matches attack velocity: Self-propagating malware spreads through automated exploitation. This means you have to move fast. Docker’s remediation pipeline doesn’t wait for security teams to file tickets or schedule maintenance windows. When threats emerge, the pipeline automatically initiates detection updates, verifies image integrity, and flags exposure based on factual SBOM data. 
The five pillars prove themselves under pressure
Docker’s security architecture rests on five pillars that proved themselves under pressure: minimal attack surface, complete SBOMs, verifiable provenance, exploitability context, and cryptographic verification. During Shai Hulud 2.0, these worked together as implemented controls that functioned automatically, enabling teams to verify exposure immediately through SBOMs, prove integrity through cryptographic signatures, and focus response on actually weaponized packages. Even if your organization does not use Docker Hardened Images, by using Docker Scout you get the same detection speed via Scout-generated SBOMs, which are optimized for transparency and speed. 
Supply chain security at container speed
We believe that increasingly, modern supply chain attacks targeting the package infrastructure will be designed to outrun traditional security response times. The only viable response is security architecture and response mechanism that can match this speed.
If your security team is still chasing alerts from last month’s supply chain attack, or if you’re uncertain whether your container images contain compromised dependencies, Docker offers a different approach. 
Learn more about how Docker Scout and Hardened Images deliver continuous, verifiable protection, or contact our team to discuss how real-time security architecture applies to your specific environment.
View the full article
reporter

Is Your Android TV Streaming Box Part of a Botnet?

On the surface, the Superbox media streaming devices for sale at retailers like BestBuy and Walmart may seem like a steal: They offer unlimited access to more than 2,200 pay-per-view and streaming services like Netflix, ESPN and Hulu, all for a one-time fee of around $400. But security experts warn these TV boxes require intrusive software that forces the user’s network to relay Internet traffic for others, traffic that is often tied to cybercrime activity such as advertising fraud and account takeovers.
Superbox media streaming boxes for sale on Walmart.com.
Superbox bills itself as an affordable way for households to stream all of the television and movie content they could possibly want, without the hassle of monthly subscription fees — for a one-time payment of nearly $400.
“Tired of confusing cable bills and hidden fees?,” Superbox’s website asks in a recent blog post titled, “Cheap Cable TV for Low Income: Watch TV, No Monthly Bills.”
“Real cheap cable TV for low income solutions does exist,” the blog continues. “This guide breaks down the best alternatives to stop overpaying, from free over-the-air options to one-time purchase devices that eliminate monthly bills.”
Superbox claims that watching a stream of movies, TV shows, and sporting events won’t violate U.S. copyright law.
“SuperBox is just like any other Android TV box on the market, we can not control what software customers will use,” the company’s website maintains. “And you won’t encounter a law issue unless uploading, downloading, or broadcasting content to a large group.”
A blog post from the Superbox website.
There is nothing illegal about the sale or use of the Superbox itself, which can be used strictly as a way to stream content at providers where users already have a paid subscription. But that is not why people are shelling out $400 for these machines. The only way to watch those 2,200+ channels for free with a Superbox is to install several apps made for the device that enable them to stream this content.
Superbox’s homepage includes a prominent message stating the company does “not sell access to or preinstall any apps that bypass paywalls or provide access to unauthorized content.” The company explains that they merely provide the hardware, while customers choose which apps to install.
“We only sell the hardware device,” the notice states. “Customers must use official apps and licensed services; unauthorized use may violate copyright law.”
Superbox is technically correct here, except for maybe the part about how customers must use official apps and licensed services: Before the Superbox can stream those thousands of channels, users must configure the device to update itself, and the first step involves ripping out Google’s official Play store and replacing it with something called the “App Store” or “Blue TV Store.”
Superbox does this because the device does not use the official Google-certified Android TV system, and its apps will not load otherwise. Only after the Google Play store has been supplanted by this unofficial App Store do the various movie and video streaming apps that are built specifically for the Superbox appear available for download (again, outside of Google’s app ecosystem).
Experts say while these Android streaming boxes generally do what they advertise — enabling buyers to stream video content that would normally require a paid subscription — the apps that enable the streaming also ensnare the user’s Internet connection in a distributed residential proxy network that uses the devices to relay traffic from others.
Ashley is a senior solutions engineer at Censys, a cyber intelligence company that indexes Internet-connected devices, services and hosts. Ashley requested that only her first name be used in this story.
In a recent video interview, Ashley showed off several Superbox models that Censys was studying in the malware lab — including one purchased off the shelf at BestBuy.
“I’m sure a lot of people are thinking, ‘Hey, how bad could it be if it’s for sale at the big box stores?'” she said. “But the more I looked, things got weirder and weirder.”
Ashley said she found the Superbox devices immediately contacted a server at the Chinese instant messaging service Tencent QQ, as well as a residential proxy service called Grass IO.
GET GRASSED
Also known as getgrass[.]io, Grass says it is “a decentralized network that allows users to earn rewards by sharing their unused Internet bandwidth with AI labs and other companies.”
“Buyers seek unused internet bandwidth to access a more diverse range of IP addresses, which enables them to see certain websites from a retail perspective,” the Grass website explains. “By utilizing your unused internet bandwidth, they can conduct market research, or perform tasks like web scraping to train AI.” 
Reached via Twitter/X, Grass founder Andrej Radonjic told KrebsOnSecurity he’d never heard of a Superbox, and that Grass has no affiliation with the device maker.
“It looks like these boxes are distributing an unethical proxy network which people are using to try to take advantage of Grass,” Radonjic said. “The point of grass is to be an opt-in network. You download the grass app to monetize your unused bandwidth. There are tons of sketchy SDKs out there that hijack people’s bandwidth to help webscraping companies.”
Radonjic said Grass has implemented “a robust system to identify network abusers,” and that if it discovers anyone trying to misuse or circumvent its terms of service, the company takes steps to stop it and prevent those users from earning points or rewards.
Superbox’s parent company, Super Media Technology Company Ltd., lists its street address as a UPS store in Fountain Valley, Calif. The company did not respond to multiple inquiries.
According to this teardown by behindmlm.com, a blog that covers multi-level marketing (MLM) schemes, Grass’s compensation plan is built around “grass points,” which are earned through the use of the Grass app and through app usage by recruited affiliates. Affiliates can earn 5,000 grass points for clocking 100 hours usage of Grass’s app, but they must progress through ten affiliate tiers or ranks before they can redeem their grass points (presumably for some type of cryptocurrency). The 10th or “Titan” tier requires affiliates to accumulate a whopping 50 million grass points, or recruit at least 221 more affiliates.
Radonjic said Grass’s system has changed in recent months, and confirmed the company has a referral program where users can earn Grass Uptime Points by contributing their own bandwidth and/or by inviting other users to participate.
“Users are not required to participate in the referral program to earn Grass Uptime Points or to receive Grass Tokens,” Radonjic said. “Grass is in the process of phasing out the referral program and has introduced an updated Grass Points model.”
A review of the Terms and Conditions page for getgrass[.]io at the Wayback Machine shows Grass’s parent company has changed names at least five times in the course of its two-year existence. Searching the Wayback Machine on getgrass[.]io shows that in June 2023 Grass was owned by a company called Wynd Network. By March 2024, the owner was listed as Lower Tribeca Corp. in the Bahamas. By August 2024, Grass was controlled by a Half Space Labs Limited, and in November 2024 the company was owned by Grass OpCo (BVI) Ltd. Currently, the Grass website says its parent is just Grass OpCo Ltd (no BVI in the name).
Radonjic acknowledged that Grass has undergone “a handful of corporate clean-ups over the last couple of years,” but described them as administrative changes that had no operational impact. “These reflect normal early-stage restructuring as the project moved from initial development…into the current structure under the Grass Foundation,” he said.

UNBOXING
Censys’s Ashley said the phone home to China’s Tencent QQ instant messaging service was the first red flag with the Superbox devices she examined. She also discovered the streaming boxes included powerful network analysis and remote access tools, such as Tcpdump and Netcat.
“This thing DNS hijacked my router, did ARP poisoning to the point where things fall off the network so they can assume that IP, and attempted to bypass controls,” she said. “I have root on all of them now, and they actually have a folder called ‘secondstage.’ These devices also have Netcat and Tcpdump on them, and yet they are supposed to be streaming devices.”
A quick online search shows various Superbox models and many similar Android streaming devices for sale at a wide range of top retail destinations, including Amazon, BestBuy, Newegg, and Walmart. Newegg.com, for example, currently lists more than three dozen Superbox models. In all cases, the products are sold by third-party merchants on these platforms, but in many instances the fulfillment comes from the e-commerce platform itself.
“Newegg is pretty bad now with these devices,” Ashley said. “Ebay is the funniest, because they have Superbox in Spanish — the SuperCaja — which is very popular.”
Superbox devices for sale via Newegg.com.
Ashley said Amazon recently cracked down on Android streaming devices branded as Superbox, but that those listings can still be found under the more generic title “modem and router combo” (which may be slightly closer to the truth about the device’s behavior).
Superbox doesn’t advertise its products in the conventional sense. Rather, it seems to rely on lesser-known influencers on places like Youtube and TikTok to promote the devices. Meanwhile, Ashley said, Superbox pays those influencers 50 percent of the value of each device they sell.
“It’s weird to me because influencer marketing usually caps compensation at 15 percent, and it means they don’t care about the money,” she said. “This is about building their network.”
A TikTok influencer casually mentions and promotes Superbox while chatting with her followers over a glass of wine.
BADBOX
As plentiful as the Superbox is on e-commerce sites, it is just one brand in an ocean of no-name Android-based TV boxes available to consumers. While these devices generally do provide buyers with “free” streaming content, they also tend to include factory-installed malware or require the installation of third-party apps that engage the user’s Internet address in advertising fraud.
In July 2025, Google filed a “John Doe” lawsuit (PDF) against 25 unidentified defendants dubbed the “BadBox 2.0 Enterprise,” which Google described as a botnet of over ten million Android streaming devices that engaged in advertising fraud. Google said the BADBOX 2.0 botnet, in addition to compromising multiple types of devices prior to purchase, can also infect devices by requiring the download of malicious apps from unofficial marketplaces.
Some of the unofficial Android devices flagged by Google as part of the Badbox 2.0 botnet are still widely for sale at major e-commerce vendors. Image: Google.
Several of the Android streaming devices flagged in Google’s lawsuit are still for sale on top U.S. retail sites. For example, searching for the “X88Pro 10” and the “T95” Android streaming boxes finds both continue to be peddled by Amazon sellers.
Google’s lawsuit came on the heels of a June 2025 advisory from the Federal Bureau of Investigation (FBI), which warned that cyber criminals were gaining unauthorized access to home networks by either configuring the products with malicious software prior to the user’s purchase, or infecting the device as it downloads required applications that contain backdoors, usually during the set-up process.
“Once these compromised IoT devices are connected to home networks, the infected devices are susceptible to becoming part of the BADBOX 2.0 botnet and residential proxy services known to be used for malicious activity,” the FBI said.
The FBI said BADBOX 2.0 was discovered after the original BADBOX campaign was disrupted in 2024. The original BADBOX was identified in 2023, and primarily consisted of Android operating system devices that were compromised with backdoor malware prior to purchase.
Riley Kilmer is founder of Spur, a company that tracks residential proxy networks. Kilmer said Badbox 2.0 was used as a distribution platform for IPidea, a China-based entity that is now the world’s largest residential proxy network.
Kilmer and others say IPidea is merely a rebrand of 911S5 Proxy, a China-based proxy provider sanctioned last year by the U.S. Department of the Treasury for operating a botnet that helped criminals steal billions of dollars from financial institutions, credit card issuers, and federal lending programs (the U.S. Department of Justice also arrested the alleged owner of 911S5).
How are most IPidea customers using the proxy service? According to the proxy detection service Synthient, six of the top ten destinations for IPidea proxies involved traffic that has been linked to either ad fraud or credential stuffing (account takeover attempts).
Kilmer said companies like Grass are probably being truthful when they say that some of their customers are companies performing web scraping to train artificial intelligence efforts, because a great deal of content scraping which ultimately benefits AI companies is now leveraging these proxy networks to further obfuscate their aggressive data-slurping activity. By routing this unwelcome traffic through residential IP addresses, Kilmer said, content scraping firms can make it far trickier to filter out.
“Web crawling and scraping has always been a thing, but AI made it like a commodity, data that had to be collected,” Kilmer told KrebsOnSecurity. “Everybody wanted to monetize their own data pots, and how they monetize that is different across the board.”
SOME FRIENDLY ADVICE
Products like Superbox are drawing increased interest from consumers as more popular network television shows and sportscasts migrate to subscription streaming services, and as people begin to realize they’re spending as much or more on streaming services than they previously paid for cable or satellite TV.
These streaming devices from no-name technology vendors are another example of the maxim, “If something is free, you are the product,” meaning the company is making money by selling access to and/or information about its users and their data.
Superbox owners might counter, “Free? I paid $400 for that device!” But remember: Just because you paid a lot for something doesn’t mean you are done paying for it, or that somehow you are the only one who might be worse off from the transaction.
It may be that many Superbox customers don’t care if someone uses their Internet connection to tunnel traffic for ad fraud and account takeovers; for them, it beats paying for multiple streaming services each month. My guess, however, is that quite a few people who buy (or are gifted) these products have little understanding of the bargain they’re making when they plug them into an Internet router.
Superbox performs some serious linguistic gymnastics to claim its products don’t violate copyright laws, and that its customers alone are responsible for understanding and observing any local laws on the matter. However, buyer beware: If you’re a resident of the United States, you should know that using these devices for unauthorized streaming violates the Digital Millennium Copyright Act (DMCA), and can incur legal action, fines, and potential warnings and/or suspension of service by your Internet service provider.
According to the FBI, there are several signs to look for that may indicate a streaming device you own is malicious, including:
-The presence of suspicious marketplaces where apps are downloaded.
-Requiring Google Play Protect settings to be disabled.
-Generic TV streaming devices advertised as unlocked or capable of accessing free content.
-IoT devices advertised from unrecognizable brands.
-Android devices that are not Play Protect certified.
-Unexplained or suspicious Internet traffic.
This explainer from the Electronic Frontier Foundation delves a bit deeper into each of the potential symptoms listed above.
View the full article
reporter

New Fluent Bit Flaws Expose Cloud to RCE and Stealthy Infrastructure Intrusions

Cybersecurity researchers have discovered five vulnerabilities in Fluent Bit, an open-source and lightweight telemetry agent, that could be chained to compromise and take over cloud infrastructures. The security defects "allow attackers to bypass authentication, perform path traversal, achieve remote code execution, cause denial-of-service conditions, and manipulate tags," Oligo Security said inView the full article
reporter

Second Sha1-Hulud Wave Affects 25,000+ Repositories via npm Preinstall Credential Theft

Multiple security vendors are sounding the alarm about a second wave of attacks targeting the npm registry in a manner that's reminiscent of the Shai-Hulud attack. The new supply chain campaign, dubbed Sha1-Hulud, has compromised hundreds of npm packages, according to reports from Aikido, HelixGuard, JFrog, Koi Security, ReversingLabs, SafeDep, Socket, Step Security, and Wiz. The trojanizedView the full article
reporter

⚡ Weekly Recap: Fortinet Exploit, Chrome 0-Day, BadIIS Malware, Record DDoS, SaaS Breach & More

This week saw a lot of new cyber trouble. Hackers hit Fortinet and Chrome with new 0-day bugs. They also broke into supply chains and SaaS tools. Many hid inside trusted apps, browser alerts, and software updates. Big firms like Microsoft, Salesforce, and Google had to react fast — stopping DDoS attacks, blocking bad links, and fixing live flaws. Reports also showed how fast fake news, AIView the full article
reporter

Chinese DeepSeek-R1 AI Generates Insecure Code When Prompts Mention Tibet or Uyghurs

New research from CrowdStrike has revealed that DeepSeek's artificial intelligence (AI) reasoning model DeepSeek-R1 produces more security vulnerabilities in response to prompts that contain topics deemed politically sensitive by China. "We found that when DeepSeek-R1 receives prompts containing topics the Chinese Communist Party (CCP) likely considers politically sensitive, the likelihood of itView the full article
reporter

ShadowPad Malware Actively Exploits WSUS Vulnerability for Full System Access

A recently patched security flaw in Microsoft Windows Server Update Services (WSUS) has been exploited by threat actors to distribute a malware known as ShadowPad. "The attacker targeted Windows Servers with WSUS enabled, exploiting CVE-2025-59287 for initial access," AhnLab Security Intelligence Center (ASEC) said in a report published last week. "They then used PowerCat, an open-sourceView the full article
reporter

China-Linked APT31 Launches Stealthy Cyberattacks on Russian IT Using Cloud Services

The China-linked advanced persistent threat (APT) group known as APT31 has been attributed to cyber attacks targeting the Russian information technology (IT) sector between 2024 and 2025 while staying undetected for extended periods of time. "In the period from 2024 to 2025, the Russian IT sector, especially companies working as contractors and integrators of solutions for government agencies,View the full article
reporter

Matrix Push C2 Uses Browser Notifications for Fileless, Cross-Platform Phishing Attacks

Bad actors are leveraging browser notifications as a vector for phishing attacks to distribute malicious links by means of a new command-and-control (C2) platform called Matrix Push C2. "This browser-native, fileless framework leverages push notifications, fake alerts, and link redirects to target victims across operating systems," Blackfog researcher Brenda Robb said in a Thursday report. InView the full article
reporter
OHC_logo_transparent_01.jpeg flags-medium.png OHC_logo_blue_square_small.jpeg

 

Account

Navigation

Search

Search

Configure browser push notifications
Chrome (Android)
  1. Tap the lock icon next to the address bar.
  2. Tap Permissions → Notifications.
  3. Adjust your preference.
Chrome (Desktop)
  1. Click the padlock icon in the address bar.
  2. Select Site settings.
  3. Find Notifications and adjust your preference.