Thread on Kubernetes storage architecture. Kubernetes provides a structured way to manage persistent storage. It provides API’s to manage persistent storage.

Coming soon..... As AI commoditizes, trust emerges as the defining variable. A 500‑page analysis is on the way. #agenticai #multiagent #agentictrust

MCP - Protocol Mechanics and Architecture pradeepl.com/blog/model-cont…

Flipping the Script: Elevating Security to the Core of Application Design pradeepl.com/blog/security-f…

Infrastructure as Code pradeepl.com/blog/infrastruc…

I have had some amazingly positive feedback on my book. To say thank you to this amazing community, I'm making the Kindle version of my book, FREE for 24 hours! When: All day on Wednesday, September 17, 2025. Download your free copy on Amazon: mybook.to/k8swithknative

I'm incredibly proud to announce the release of my book: Serverless on Kubernetes with Knative! Grab your copy today here - amazon.com.au/dp/B0DTYMMZ8B - barnesandnoble.com/w/serverl… - booktopia.com.au/serverless-… #kubernetes #knative #k8s #serverless

My personal blog has been a bit quiet lately, as I’ve been sharing my thoughts on #DataScience, #AI, and #ML right here. Take a look and feel free to send feedback or ideas my way!"

Using only food where are you from?

API architecture showdown - Rest vs graphQL vs gRPC pradeepl.com/blog/rest-vs-gr… #REST #gRPC #GraphQL #API #design #architecture

SLSA provides a robust framework for securing software supply chains, prioritizing artifact integrity in complex development ecosystems. Supply chain Levels for Software Artifacts - SLSA pradeepl.com/blog/slsa/ #Cybersecurity #DevSecOps #SoftwareSupplyChain

kpack offers an innovative approach to Kubernetes container management, enhancing automation and efficiency in CI/CD pipelines. pradeepl.com/blog/kpack/ #Kubernetes #DevOps #CloudNative #kpack #CICD

Platform Engineering reshapes software development, merging development, operations, and QA for streamlined, efficient workflows. Read more: pradeepl.com/blog/platform-e… #DevOps #SoftwareEngineering #TechTrends

Dive into the core principles of HATEOAS in RESTful services, emphasizing how hypermedia drives application state transitions and enhances client-server interaction. Learn more: pradeepl.com/blog/rest/hateo… #RESTful #HATEOAS #WebDevelopment

Still continue to have interesting conversations about representing date and time formats in API's. What do you think.. the latest I have seen is a system where it is represented as a string with a custom parser. #API #design #architecture pradeepl.com/blog/dates-in-a…

🚀In an era where innovation in AI, ML, Data Science, and other areas is accelerating rapidly, traditional data architectures are hitting their limits. How do organizations adapt to manage, process, and leverage their data assets effectively and efficiently? 🌟 Embracing a paradigm shift in data management – transitioning from the rigid, centralized monolithic architectures to the agile, domain-oriented Data Mesh architectures. This approach is not just about technology; it's about reimagining data as a strategic asset, driving innovation, and fostering a data-driven culture. ✅ In this blog post, let's look at the compelling need to transition from data defense to data offense for strategic advantage. We will explore how data mesh architectures enable organizations to innovate quickly and rapidly. pradeepl.com/blog/data-mesh-… #DataMesh #DataArchitecture #DigitalTransformation #DataStrategy #BigData #Analytics #BusinessIntelligence

pradeepl.com/blog/lambda-arc… 🔍 Facing challenges with managing big data? Discover how Lambda Architecture offers a solution in this blog post! This approach tackles the complexities of big data by blending batch and stream processing. 🚀 🛠 Learn how the Batch, Streaming, and Serving layers work together to efficiently process large volumes of data, providing a scalable and resilient framework. 📈 See real-world applications and understand the significant impact this architecture can have on your data engineering projects. Check out the full insights here: Lambda Architecture - A Data Engineering Approach for Big Data #dataengineering #lambdaarchitecture #bigdata

pradeepl.com/blog/transactio… 💡The Transactional Outbox pattern is a key pattern in distributed systems. It is used to ensure reliable messaging in distributed systems in a simple and efficient manner. 🔑It is a key strategy for managing data consistency, reliability, and communication in a microservices architecture. It addresses several distributed systems challenges and is a vital tool in the toolbox of developers and architects working with such systems. 💪This pattern is a key toolset in any architect's toolbox especially when designing microservices based applications. #designpattern #distributedsystems #transactionaloutbox

pradeepl.com/blog/kubernetes… 🦾🎢Kubernetes is the de facto standard for container orchestration in the cloud-native world. As organizations scale, they find themselves managing multiple Kubernetes clusters. Complexities such as cluster setup/configuration, upgrades & maintenance, security & compliance can seem to be insurmountable when managing cluster fleets with many clusters. 💡Cluster API brings declarative, Kubernetes-style APIs to cluster creation, configuration, and management. This approach is more intuitive for teams already deeply integrated with Kubernetes. Being a part of the Kubernetes project, it naturally integrates with other Kubernetes tools and extensions. 🫵Understanding Cluster API ( CAPI ) is key to unlocking the ability to manage Kubernetes clusters at scale. #clusters #kubernetes #cloudcomputing #clusterapi