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Title: Ranga Karanam - Hyderabad, Telangana, India | Professional Profile | LinkedIn

Open Graph Title: Ranga Karanam - Hyderabad, Telangana, India | Professional Profile | LinkedIn

X Title: Ranga Karanam - Hyderabad, Telangana, India | Professional Profile | LinkedIn

Description: Location: Hyderabad · 500+ connections on LinkedIn. View Ranga Karanam’s profile on LinkedIn, a professional community of 1 billion members.

Open Graph Description: Location: Hyderabad · 500+ connections on LinkedIn. View Ranga Karanam’s profile on LinkedIn, a professional community of 1 billion members.

X Description: Location: Hyderabad · 500+ connections on LinkedIn. View Ranga Karanam’s profile on LinkedIn, a professional community of 1 billion members.

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Thanks Udemy.\n\nBtw: We are nearing another milestone","url":"https://www.linkedin.com/posts/rangakaranam_looking-forward-to-meaningfully-contributing-activity-7419905413959192577-tMMP"},{"@context":"https://schema.org","@type":"DiscussionForumPosting","author":{"@type":"Person","name":"Ranga Karanam","url":"https://in.linkedin.com/in/rangakaranam"},"datePublished":"2025-12-13T03:59:43.311Z","interactionStatistic":{"@type":"InteractionCounter","interactionType":"http://schema.org/LikeAction","userInteractionCount":121},"mainEntityOfPage":"https://www.linkedin.com/posts/rangakaranam_spring-boot-4-update-exciting-news-for-activity-7405456361616007168-TuVI","text":"🚀 Spring Boot 4 Update\n\nExciting news for all learners and Spring enthusiasts!\n\nWe have successfully upgraded our course GitHub repositories to the latest, modern technology stack, ensuring you learn with tools that are truly production-ready.\n\n✅ What’s New\nSpring Boot 4.0\nSpring Framework 7\nJDK 25\nThis upgrade helps you stay current with the rapidly evolving Java and Spring ecosystem and prepares you better for real-world projects.\n\n📘 Spring Boot 4 Features Documentation\nWe have created a detailed reference guide covering key changes, new features, and migration insights for Spring Boot 4.\n\n🔗 Spring Boot 4 Features Guide\n https://lnkd.in/g4smqmrb\n\nThis guide is perfect if you want to:\nUnderstand what changed in Spring Boot 4\nExplore new and updated features\nPrepare for real-world migration scenarios\n\n📂 Updated Course Repositories\n\nAccess the latest upgraded content here:\n\nMicroservices with Spring Boot and Spring Cloud -  https://lnkd.in/gXgRR7c8\n\nMaster Spring and Spring Boot\n https://lnkd.in/gSKFcqJM\n\nMaster JPA and Hibernate with Spring Boot\n https://lnkd.in/gC_nDikH\nSpring Boot Master Class\n https://lnkd.in/gKs2tS9U\n\nUnit Testing with Spring, JUnit, and Mockito\n https://lnkd.in/grhAUqrg\n\nEach repository now reflects the latest stack and best practices.\n\n🔍 Change Details for Curious Learners\n\nIf you enjoy digging into the exact changes, here are the relevant pull requests:\n\nMicroservices with Spring Boot and Spring Cloud\n https://lnkd.in/g85EgGFQ\n https://lnkd.in/gMjRuuMB\n\nMaster Spring and Spring Boot\n https://lnkd.in/gArPwRcm\n https://lnkd.in/gvzS28hU\nMaster JPA and Hibernate with Spring Boot\n https://lnkd.in/gYAVanZZ\nSpring Boot Master Class\n https://lnkd.in/gjkJpJAs\n\nUnit Testing with Spring, JUnit, and Mockito\n https://lnkd.in/gSzBpw7q\n\n🎯 What This Means for You\nLearn the latest Spring ecosystem features\nStay aligned with current industry standards\nBuild projects using modern Java with JDK 25\n\nIf you have any questions or need help, feel free to reach out.\n\nHappy learning and happy coding!\n\n 👉 in28minutes Udemy","url":"https://www.linkedin.com/posts/rangakaranam_spring-boot-4-update-exciting-news-for-activity-7405456361616007168-TuVI"},{"@type":"WebPage","reviewedBy":{"@type":"Person","name":"Ranga Karanam"},"url":"https://in.linkedin.com/in/rangakaranam"},{"@context":"http://schema.org","@type":"Person","address":{"@type":"PostalAddress","addressCountry":"IN","addressLocality":"Hyderabad, Telangana, India"},"alumniOf":[],"awards":[],"disambiguatingDescription":"","image":{"@type":"ImageObject","contentUrl":"https://media.licdn.com/dms/image/v2/D5603AQGiAlDEnESKjA/profile-displayphoto-shrink_200_200/profile-displayphoto-shrink_200_200/0/1674100690108?e=2147483647&v=beta&t=i59WCc2FtPpNPeFEnXkbw6RscxSQci36vIkIxgzyGYw"},"jobTitle":[],"knowsLanguage":[],"memberOf":[],"name":"Ranga Karanam","sameAs":"https://in.linkedin.com/in/rangakaranam","url":"https://in.linkedin.com/in/rangakaranam","worksFor":[],"interactionStatistic":{"@type":"InteractionCounter","interactionType":"https://schema.org/FollowAction","name":"Follows","userInteractionCount":89288}}]}
    

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Why did we create a NEW Python Course? https://www.linkedin.com/pulse/why-did-we-create-new-python-course-ranga-karanam-re4wc
April 2023: Should You Worry about ChatGPT? https://www.linkedin.com/pulse/april-2023-should-you-worry-chatgpt-ranga-karanam
March 2023: Are You Missing Out on This? https://www.linkedin.com/pulse/march-2023-you-missing-out-ranga-karanam
AWS or Azure or Google Cloud: Which cloud is better for my career? https://www.linkedin.com/pulse/aws-azure-google-cloud-which-better-my-career-ranga-karanam
October 2022: How to Evolve with Technology? https://www.linkedin.com/pulse/october-2022-1-how-evolve-technology-ranga-karanam
Starting a Cloud and DevOps Newsletter! https://www.linkedin.com/pulse/starting-cloud-devops-newsletter-ranga-karanam
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Looking forward to meaningfully contributing to more learner journeys. Thanks Udemy. Btw: We are nearing another milestone https://www.linkedin.com/posts/rangakaranam_looking-forward-to-meaningfully-contributing-activity-7419905413959192577-tMMP
Ranga Karanamhttps://in.linkedin.com/in/rangakaranam?trk=public_profile_actor-name
🚀 Spring Boot 4 Update Exciting news for all learners and Spring enthusiasts! We have successfully upgraded our course GitHub repositories to the… https://www.linkedin.com/posts/rangakaranam_spring-boot-4-update-exciting-news-for-activity-7405456361616007168-TuVI
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Satya KONDAPALLI ambariCloud • 6K followers https://www.linkedin.com/in/satya-kondapalli-3a4b17320?trk=public_profile_relatedPosts_face-pile-cta
ambaricloud: 108 recipes. 🥭 https://lnkd.in/gS6fuAtu Ravi Kiran Gurram Anil Koripelly Bhushan Lakhe Raja Purkayastha When this recipe e-book was first published on January 1, 2025, our goal was to give engineers, architects, and data practitioners a hands-on guide to Apache Iceberg. In the months since, the pace of change has been remarkable. Platforms such as Snowflake, Databricks, Dremio, RisingWave, ClickHouse, Cloudera, Lakekeeper, Trino Software Foundation, and Amazon Web Services (AWS) have delivered significant new integrations, and Apache Iceberg itself has reached version 1.10.0, introducing capabilities that reshape how practitioners interact with the format. To reflect this momentum, we are undertaking a ground-up rewrite. Our priorities include: ✅ Iceberg 1.10.0 alignment and deprecation cleanup – removing outdated recipes that no longer reflect best practices while upgrading all demos, examples, and exercises to incorporate the changes introduced in Iceberg 1.10.0. For example, Snowflake’s support for catalog-linked databases to external catalogs makes earlier object integration recipes obsolete. ✅ Ecosystem validation – testing and refining recipes across Databricks, Snowflake, Dremio, and AWS to ensure seamless interoperability with Iceberg 1.10.0. We expect this rewrite to take two to three months. Once complete, this edition will provide readers with a technically accurate, future-ready reference for Iceberg 1.10.0 and its surrounding ecosystems--Snowflake, Databricks, Dremio, RisingWave, ClickHouse, Cloudera, Lakekeeper, Trino Software Foundation, and Amazon Web Services (AWS) Please 🕺 suggest 🔪 comment 🥃 recommend ✅ Spark Variant ---Iceberg1.10.0 spports now. https://lnkd.in/gBmaNrPH 11 4 Comments https://www.linkedin.com/posts/satya-kondapalli-3a4b17320_ambaricloud-108-recipes-httpslnkdin-activity-7373028046712455168-BUQd?trk=public_profile_relatedPosts
Brij kishore Pandey Wells Fargo • 707K followers https://www.linkedin.com/in/brijpandeyji?trk=public_profile_relatedPosts_face-pile-cta
𝗥𝗔𝗚 𝗵𝗮𝘀 𝗲𝘃𝗼𝗹𝘃𝗲𝗱 𝗱𝗿𝗮𝗺𝗮𝘁𝗶𝗰𝗮𝗹𝗹𝘆 𝗼𝘃𝗲𝗿 𝘁𝗵𝗲 𝗹𝗮𝘀𝘁 𝗳𝗲𝘄 𝘆𝗲𝗮𝗿𝘀 — 𝗮𝗻𝗱 𝗶𝘁’𝘀 𝗻𝗼 𝗹𝗼𝗻𝗴𝗲𝗿 𝗷𝘂𝘀𝘁 𝗼𝗻𝗲 𝗮𝗿𝗰𝗵𝗶𝘁𝗲𝗰𝘁𝘂𝗿𝗲. What began as a simple “fetch relevant chunks → feed the model” pipeline has now matured into a design space — with multiple architectures, intelligent retrieval strategies, and dynamic decision layers. Because the way we retrieve context doesn’t just affect the quality of responses —it fundamentally determines how grounded, safe, and context-aware our AI systems can be. In 2025, here are the 𝗲𝗶𝗴𝗵𝘁 𝗿𝗶𝗴𝗵𝘁𝗲𝗿𝗮𝗯𝗹𝗲 RAG patterns reshaping GenAI development: • Simple RAG with Memory Extends basic RAG by retaining conversational history, allowing the system to build continuity, context depth, and personalized responses over time. • Branched RAG Retrieves from multiple structured and unstructured sources in parallel — APIs, databases, vector stores, and knowledge graphs — merging results intelligently. • Agentic RAG Introduces decision-making agents that plan, retrieve, verify, and iterate — choosing what to retrieve, when, and how based on task goals. • HyDe (Hypothetical Document Expansion) Generates synthetic context — when real data is insufficient — to enhance retrieval accuracy, especially for abstract or poorly indexed queries. • Self-RAG Enables self-reflection inside the retrieval loop. The system rephrases queries, self-grades responses, and corrects its own reasoning before generating. • Adaptive RAG Automatically selects the best retrieval strategy or data route — based on query type, intent, and real-time context conditions. • Corrective RAG (CRAG) Adds a filtering and validation step to reduce noise, avoid hallucination, and keep only high-signal information before passing it to the model. • Simple RAG (Baseline) Still valid when your data is static, clean, and tightly scoped — with predictable queries and low risk tolerance. 692 51 Comments https://www.linkedin.com/posts/brijpandeyji_%F0%9D%97%A5%F0%9D%97%94%F0%9D%97%9A-%F0%9D%97%B5%F0%9D%97%AE%F0%9D%98%80-%F0%9D%97%B2%F0%9D%98%83%F0%9D%97%BC%F0%9D%97%B9%F0%9D%98%83%F0%9D%97%B2%F0%9D%97%B1-%F0%9D%97%B1%F0%9D%97%BF%F0%9D%97%AE%F0%9D%97%BA%F0%9D%97%AE%F0%9D%98%81-activity-7397621867211116545-FJS0?trk=public_profile_relatedPosts
Peter Kraft DBOS, Inc. • 6K followers https://www.linkedin.com/in/peter-kraft-dbos?trk=public_profile_relatedPosts_face-pile-cta
Testing distributed systems at scale is brutal. There's a near-infinite space of potential problems arising from different failures happening across different processes at different timings. Unit and integration tests can’t cover this–they struggle to test more than the happy path. That’s why at DBOS, we leverage chaos testing. Run an exhaustive workload at scale while randomly injecting faults, such as process crashes and restarts, unexpected database disconnections and crashes, and application version changes. Then, validate that despite all the failures, our core guarantees still hold: workflows eventually complete, queue flow control is always respected, messages are eventually delivered, and so on. This approach has proven essential for building robust systems. Want to learn more? We wrote about our testing strategy, how we implemented it, and the bugs it caught. 👇 41 8 Comments https://www.linkedin.com/posts/peter-kraft-dbos_testing-distributed-systems-at-scale-is-brutal-activity-7348379825348202496-LS__?trk=public_profile_relatedPosts
Ashish Patel 🇮🇳 Oracle • 105K followers https://in.linkedin.com/in/ashishpatel2604?trk=public_profile_relatedPosts_face-pile-cta
Everyone is yelling about “AGI” right now, but the people closest to the frontier are still giving wide, uncertain timelines. Ilya just said 5–10 years on the Dwarkesh Patel podcast. Demis Hassabis has said similar numbers. Meanwhile, expert surveys still place the median expectation closer to the 2040s–2050s, and a good chunk of researchers think it could be much later — or never. there is no consensus, just speculation. That’s why this meme fits the current moment: companies barking at each other about AGI while no one has crossed the threshold. The real progress isn’t in “AGI claims.” It’s in the unglamorous fundamentals: • reliability under real workloads • reasoning that actually generalizes • efficient multimodal integration • scalable data + compute strategies • products that deliver value today, not in hypothetical AGI futures The noise is about AGI timelines. The work is about making current AI systems genuinely useful. 226 8 Comments https://www.linkedin.com/posts/ashishpatel2604_everyone-is-yelling-about-agi-right-now-activity-7400552881399070720-Qa0b?trk=public_profile_relatedPosts
Stefan Fuhrmann Efficientware GmbH • 2K followers https://de.linkedin.com/in/stefan-fuhrmann-eng?trk=public_profile_relatedPosts_face-pile-cta
🥊 𝗕𝗮𝘁𝘁𝗹𝗲 𝗣𝗹𝗮𝗻𝗻𝗶𝗻𝗴 I successfully used this alignment technique for small teams in task forces. Timelines and manpower leave no room for wasted days. From day one, everyone needs to have a clear picture what needs to be done and how it can be done in time.  So, give these ~5 slide presentations containing ☝️:  • 🥅 goals, verification methods, customer interaction (1 slide)   • 👣 a plausible overall approach (couple of slides)   • 🗓️ work packages over time & people (1 slide) The latter is a 2D grid like in the fictitious example image, each cell contains a work package (short description), usually 1 person x 2 weeks. Color scheme varies but classifies things as e.g. "setup/utility", "verification" and "optimization". 📢 𝗧𝗵𝗲 𝗽𝗹𝗮𝗻 𝗶𝘀 𝗻𝗼𝘁 𝗳𝗶𝗻𝗮𝗹! It is simply the first 𝘤𝘰𝘩𝘦𝘳𝘦𝘯𝘵 and 𝘱𝘭𝘢𝘶𝘴𝘪𝘣𝘭𝘦 one. And while we end up following it somewhere between 70 and 90%, everyone is free to ditch it whenever a better approach presents itself. #BattlePlanning #Alignment #SmallTeams #Leadership 26 2 Comments https://www.linkedin.com/posts/stefan-fuhrmann-eng_battleplanning-alignment-smallteams-activity-7350775881943916544-Ggyq?trk=public_profile_relatedPosts
Someshwaran M Elastic • 4K followers https://in.linkedin.com/in/somdevsupport?trk=public_profile_relatedPosts_face-pile-cta
𝗟𝗟𝗠𝘀 𝗮𝗿𝗲 𝗽𝗼𝘄𝗲𝗿𝗳𝘂𝗹 𝗯𝘂𝘁 𝘁𝗵𝗲𝘆’𝗿𝗲 𝗼𝗻𝗹𝘆 𝗮𝘀 𝗴𝗼𝗼𝗱 𝗮𝘀 𝘁𝗵𝗲 𝘀𝘆𝘀𝘁𝗲𝗺𝘀 𝗯𝘂𝗶𝗹𝘁 𝗮𝗿𝗼𝘂𝗻𝗱 𝘁𝗵𝗲𝗺. That’s exactly what we explored at the Elastic Delhi Community Meetup 👇 What an incredible morning (extremely cold 🥶) with a highly engaged, curious, and very interactive crowd 🙌 True respect! From fundamentals to real-world systems, the discussions went deep and the questions were on point. 🎯 What we covered together:  • LLM fundamentals & how they actually work  • Bits, bytes, float32, quantization & why they matter  • Practical vector search & performance optimization  • RAG pipelines in production  • Elastic Agent Builder & Elastic Streams  • Building an intelligent SOC with Elastic Security  • Observability, logs, and search at scale One clear takeaway: 👉 Even in the GenAI era, strong computer science fundamentals and system design choices still matter. Huge thanks to my fellow speakers for the hands-on, real-world insights: * Nitish Aggarwal - turning unstructured logs into actionable intelligence with Elastic Streams. * Vikas Chauhan - building and operating an intelligent SOC with Elastic Security. * And, myself covered - from Float32 to BBQ: Practical Vector Search Optimization. 🙏 Special thanks to our venue partner, LambdaTest (Varun, Yogesh, Yash Bansal, Kavya Nair), for hosting us and providing a fantastic space that made these discussions possible. Truly appreciate the support for the developer community. And a big thank you to everyone who attended and my counter-part Kartikay Sharma. AYUSH CHANDEL Aditi Bhargava Abhimanyu S. Jigar Singh Rathore Shreyash Dhanawade Nikhil Saini Ayush Puri Anant Awasthi Kunal Sharma Aman K. Naman Jain Jayanshu Badlani and EarlyBird (Abdurrahman Khan) Your energy, questions, and discussions truly made this event special. 📹 Sharing a short video from the meetup, the vibe says it all. Looking forward to more community-driven sessions this year. If you missed this one, stay tuned for more coming soon 🚀 #Elastic #Elasticsearch #AI #GenAI #RAG #VectorSearch #Observability #CyberSecurity #Developers #Engineers #TechCommunity #DelhiNCR #Noida #Meetup #Learning 112 13 Comments https://www.linkedin.com/posts/somdevsupport_elastic-elasticsearch-ai-activity-7415857864075952128-_G9G?trk=public_profile_relatedPosts
Pankaj Kharkwal Pankh AI • 2K followers https://in.linkedin.com/in/pankaj-kharkwal?trk=public_profile_relatedPosts_face-pile-cta
AI & Software Engineering - End or Evolution? Here’s the truth: AI won’t replace engineers. But engineers using AI will replace those who don’t. We’re entering the age of “vibe-coding” where prompts generate apps in minutes. It feels magical… until you realize speed without system design is just chaos at scale. AI can autocomplete, debug, and accelerate prototypes. But architecting resilient, scalable systems that’s where human craftsmanship remains irreplaceable. In my upcoming System Design for GenAI book, I share how to pair AI’s velocity with engineering rigor so you don’t just build faster, you build systems that last. 💡 Want practical frameworks for designing in the AI era? Let’s talk on Topmate https://lnkd.in/gnTtxuG5 . 👉 Question for you: Are you learning to use AI or waiting to be replaced by those who do? #AI #SystemDesign #SoftwareEngineering #GenAI #FutureOfWork #MachineLearning #EngineeringExcellence #MLOps #LLM #CloudComputing #TechLeadership #BookLaunch #AIEngineering 22 https://www.linkedin.com/posts/pankaj-kharkwal_pankaj-kharkwal-pankajkharkwal-topmate-activity-7368553278009196545-iMF8?trk=public_profile_relatedPosts
Harshad Sonawane Encora Inc. • 1K followers https://in.linkedin.com/in/harshad-sonawane?trk=public_profile_relatedPosts_face-pile-cta
I’ve just published an in-depth technical guide on the Role of Service Discovery in Microservices — covering why it matters, how to implement it using Eureka & Consul, full Spring Boot code samples, and a head-to-head comparison to help you choose the right tool. If you're working with Java microservices or cloud-native architecture, this one’s for you. #Microservices #SpringBoot #ServiceDiscovery #Eureka #Consul #CloudArchitecture 9 https://www.linkedin.com/posts/harshad-sonawane_role-of-service-discovery-in-microservices-activity-7390267122855215104-IQUA?trk=public_profile_relatedPosts
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