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#Amazon Kinesis Data Analytics Reel by @datastreakofficial (verified account) - This video walks through an event-driven microservices architecture where Kafka acts as the central event backbone. Incoming client traffic is load-ba — This video walks through an event-driven microservices architecture where Kafka acts as the central event backbone. Incoming client traffic is load-balanced across API services, which publish business events such as ORDER_PLACED to Kafka instead of making synchronous downstream calls. Independent microservices consume these events asynchronously, enabling horizontal scaling, fault isolation, and reliable processing. Transactional data is stored in the database, while Redis caching provides fast access to frequently requested data. This architecture is ideal for high-traffic e-commerce platforms requiring scalability, resilience, and high availability. #Kafka #SystemDesign #Microservices #EventDrivenArchitecture #BackendEngineering

#Amazon Kinesis Data Analytics Reel by @_securebysuhana_ - 𝗚𝗶𝘃𝗲 𝗺𝗲 𝟮 𝗺𝗶𝗻𝘂𝘁𝗲𝘀 𝗮𝗻𝗱 𝗜'𝗹𝗹 𝘁𝗲𝗮𝗰𝗵 𝘆𝗼𝘂 𝗵𝗼𝘄 𝘁𝗵𝗲 𝗢𝗦𝗜 𝗠𝗼𝗱𝗲𝗹 𝘄𝗼𝗿𝗸𝘀

The 𝗢𝗦𝗜 𝗠𝗼𝗱𝗲𝗹 (𝗢𝗽𝗲𝗻 𝗦𝘆𝘀𝘁� — 𝗚𝗶𝘃𝗲 𝗺𝗲 𝟮 𝗺𝗶𝗻𝘂𝘁𝗲𝘀 𝗮𝗻𝗱 𝗜’𝗹𝗹 𝘁𝗲𝗮𝗰𝗵 𝘆𝗼𝘂 𝗵𝗼𝘄 𝘁𝗵𝗲 𝗢𝗦𝗜 𝗠𝗼𝗱𝗲𝗹 𝘄𝗼𝗿𝗸𝘀 The 𝗢𝗦𝗜 𝗠𝗼𝗱𝗲𝗹 (𝗢𝗽𝗲𝗻 𝗦𝘆𝘀𝘁𝗲𝗺𝘀 𝗜𝗻𝘁𝗲𝗿𝗰𝗼𝗻𝗻𝗲𝗰𝘁𝗶𝗼𝗻) is a 𝟳-𝗹𝗮𝘆𝗲𝗿 𝗰𝗼𝗻𝗰𝗲𝗽𝘁𝘂𝗮𝗹 𝗳𝗿𝗮𝗺𝗲𝘄𝗼𝗿𝗸 that explains how data moves across a network. It helps engineers 𝗱𝗲𝘀𝗶𝗴𝗻, 𝘂𝗻𝗱𝗲𝗿𝘀𝘁𝗮𝗻𝗱, 𝗮𝗻𝗱 𝘁𝗿𝗼𝘂𝗯𝗹𝗲𝘀𝗵𝗼𝗼𝘁 𝗻𝗲𝘁𝘄𝗼𝗿𝗸 𝗰𝗼𝗺𝗺𝘂𝗻𝗶𝗰𝗮𝘁𝗶𝗼𝗻. Let’s break it down 👇 7️⃣ 𝗔𝗽𝗽𝗹𝗶𝗰𝗮𝘁𝗶𝗼𝗻 𝗟𝗮𝘆𝗲𝗿 • The layer closest to the user. • Handles communication for applications like browsers, email clients, and APIs. • Common protocols: 𝗛𝗧𝗧𝗣, 𝗛𝗧𝗧𝗣𝗦, 𝗦𝗠𝗧𝗣, 𝗙𝗧𝗣 6️⃣ 𝗣𝗿𝗲𝘀𝗲𝗻𝘁𝗮𝘁𝗶𝗼𝗻 𝗟𝗮𝘆𝗲𝗿 • Prepares data for the application layer. • Responsible for 𝗱𝗮𝘁𝗮 𝘁𝗿𝗮𝗻𝘀𝗹𝗮𝘁𝗶𝗼𝗻, 𝗲𝗻𝗰𝗿𝘆𝗽𝘁𝗶𝗼𝗻, 𝗮𝗻𝗱 𝗰𝗼𝗺𝗽𝗿𝗲𝘀𝘀𝗶𝗼𝗻. • Ensures data is readable between systems. 5️⃣ 𝗦𝗲𝘀𝘀𝗶𝗼𝗻 𝗟𝗮𝘆𝗲𝗿 • Manages 𝘀𝗲𝘀𝘀𝗶𝗼𝗻𝘀 𝗯𝗲𝘁𝘄𝗲𝗲𝗻 𝗱𝗲𝘃𝗶𝗰𝗲𝘀. • Opens, maintains, and closes communication sessions. • Adds checkpoints so connections can recover after interruptions. 4️⃣ 𝗧𝗿𝗮𝗻𝘀𝗽𝗼𝗿𝘁 𝗟𝗮𝘆𝗲𝗿 • Ensures 𝗿𝗲𝗹𝗶𝗮𝗯𝗹𝗲 𝗲𝗻𝗱-𝘁𝗼-𝗲𝗻𝗱 𝗰𝗼𝗺𝗺𝘂𝗻𝗶𝗰𝗮𝘁𝗶𝗼𝗻. • Breaks data into segments and reassembles them. • Handles 𝗲𝗿𝗿𝗼𝗿 𝗱𝗲𝘁𝗲𝗰𝘁𝗶𝗼𝗻 𝗮𝗻𝗱 𝗳𝗹𝗼𝘄 𝗰𝗼𝗻𝘁𝗿𝗼𝗹. • Protocols: TCP, UDP 3️⃣ 𝗡𝗲𝘁𝘄𝗼𝗿𝗸 𝗟𝗮𝘆𝗲𝗿 • Responsible for 𝗿𝗼𝘂𝘁𝗶𝗻𝗴 𝗮𝗻𝗱 𝗹𝗼𝗴𝗶𝗰𝗮𝗹 𝗮𝗱𝗱𝗿𝗲𝘀𝘀𝗶𝗻𝗴. • Determines the best path for data to travel. • Protocols: 𝗜𝗣, 𝗜𝗖𝗠𝗣, 𝗜𝗣𝘀𝗲𝗰 2️⃣ 𝗗𝗮𝘁𝗮 𝗟𝗶𝗻𝗸 𝗟𝗮𝘆𝗲𝗿 • Handles communication 𝘄𝗶𝘁𝗵𝗶𝗻 𝘁𝗵𝗲 𝘀𝗮𝗺𝗲 𝗻𝗲𝘁𝘄𝗼𝗿𝗸. • Converts packets into frames. • Uses 𝗠𝗔𝗖 𝗮𝗱𝗱𝗿𝗲𝘀𝘀𝗲𝘀 to deliver data to the correct device. 1️⃣ Physical Layer • The hardware layer of the network. • Includes cables, switches, electrical signals, and transmission media. • Converts data into binary bits (0s and 1s). ✅ Quick way to remember the OSI Model: Please Do Not Throw Sausage Pizza Away The 𝗢𝗦𝗜 𝗺𝗼𝗱𝗲𝗹 𝗲𝗻𝘀𝘂𝗿𝗲𝘀 𝘀𝘁𝗿𝘂𝗰𝘁𝘂𝗿𝗲𝗱, 𝗿𝗲𝗹𝗶𝗮𝗯𝗹𝗲, 𝗮𝗻𝗱 𝘀𝘁𝗮𝗻𝗱𝗮𝗿𝗱𝗶𝘇𝗲𝗱 communication across networks. #cybersecurity @_securebysuhana_

#Amazon Kinesis Data Analytics Reel by @datastreakofficial (verified account) - How do microservices dynamically find each other without hardcoded IP addresses?

In this video, I explain the Service Discovery Pattern using a real- — How do microservices dynamically find each other without hardcoded IP addresses? In this video, I explain the Service Discovery Pattern using a real-world architecture example with API Gateway, Service Registry, and Kubernetes pods. You’ll learn: How services register themselves How API Gateway discovers healthy instances How load balancing works dynamically What happens when a service crashes How Kubernetes handles service discovery internally If you're preparing for system design interviews, working on microservices architecture, or exploring DevOps & cloud-native systems, this concept is essential. Drop your questions in the comments 👇 I’ll reply for sure! #microservices #systemdesign #kubernetes #devops #softwarearchitecture

#Amazon Kinesis Data Analytics Reel by @an.engineers.quest - Is your system lagging because of slow queries or blocking calls? ⚡️
Choosing between Synchronous and Asynchronous communication is one of the most cr — Is your system lagging because of slow queries or blocking calls? ⚡️ Choosing between Synchronous and Asynchronous communication is one of the most critical decisions in system design. While Sync offers simplicity and immediate feedback, Async unlocks the scalability needed for high-traffic microservices. The Breakdown: 🔹 Sync: Best for real-time operations where “now” is the only option. Think logins and payments. 🔹 Async: The hero of high-throughput. Use it for background jobs, notifications, and decoupling services to prevent “the waiting game.” Stop guessing why your latency is spiking and start looking at how your services talk to each other. Hashtags #systemdesign #microservices #backenddevelopment #softwarearchitecture #scalability

#Amazon Kinesis Data Analytics Reel by @cloudlaunchpad_official - 𝗔𝗺𝗮𝘇𝗼𝗻 𝗘𝗞𝗦 𝗶𝘀 𝗽𝗼𝘄𝗲𝗿𝗳𝘂𝗹.
𝗕𝘂𝘁 𝗺𝗮𝗻𝗮𝗴𝗶𝗻𝗴 𝗞𝘂𝗯𝗲𝗿𝗻𝗲𝘁𝗲𝘀 𝗰𝗹𝘂𝘀𝘁𝗲𝗿𝘀 𝗶𝘀 𝗻𝗼𝘁 𝗮𝗹𝘄𝗮𝘆𝘀 𝘀𝗶𝗺𝗽𝗹𝗲.

• Ne — 𝗔𝗺𝗮𝘇𝗼𝗻 𝗘𝗞𝗦 𝗶𝘀 𝗽𝗼𝘄𝗲𝗿𝗳𝘂𝗹. 𝗕𝘂𝘁 𝗺𝗮𝗻𝗮𝗴𝗶𝗻𝗴 𝗞𝘂𝗯𝗲𝗿𝗻𝗲𝘁𝗲𝘀 𝗰𝗹𝘂𝘀𝘁𝗲𝗿𝘀 𝗶𝘀 𝗻𝗼𝘁 𝗮𝗹𝘄𝗮𝘆𝘀 𝘀𝗶𝗺𝗽𝗹𝗲. • Networking. • IAM policies. • Node groups. • Security configurations. 𝗪𝗵𝗲𝗻 𝗲𝘃𝗲𝗿𝘆 𝘁𝗲𝗮𝗺 𝘀𝗲𝘁𝘀 𝘁𝗵𝗶𝘀 𝘂𝗽 𝗱𝗶𝗳𝗳𝗲𝗿𝗲𝗻𝘁𝗹𝘆, 𝗰𝗼𝗺𝗽𝗹𝗲𝘅𝗶𝘁𝘆 𝗴𝗿𝗼𝘄𝘀 𝗳𝗮𝘀𝘁. So the real question is not “Can you run Kubernetes?” It’s “Can you run it consistently at scale?” 𝗪𝗮𝘁𝗰𝗵 𝗵𝗼𝘄 𝗖𝗹𝗼𝘂𝗱𝗟𝗮𝘂𝗻𝗰𝗵𝗣𝗮𝗱 𝘀𝘁𝗮𝗻𝗱𝗮𝗿𝗱𝗶𝘇𝗲𝘀 𝗘𝗞𝗦 𝗱𝗲𝗽𝗹𝗼𝘆𝗺𝗲𝗻𝘁𝘀. #Kubernetes #AWSEKS #DevOps #PlatformEngineering

#Amazon Kinesis Data Analytics Reel by @clystron.tech - Strict health checks can cause restart loops in production. If your health endpoint depends on databases or external APIs, a slowdown can make your se — Strict health checks can cause restart loops in production. If your health endpoint depends on databases or external APIs, a slowdown can make your service look unhealthy. #devops #systemdesign #architecture #backenddeveloper #cloud #sre #microservices #programming

#Amazon Kinesis Data Analytics Reel by @datastreakofficial (verified account) - In this video, we break down how a Spotify-style streaming platform works in production using AWS.

We cover:

• CDN-based global audio delivery using — In this video, we break down how a Spotify-style streaming platform works in production using AWS. We cover: • CDN-based global audio delivery using S3 and CloudFront • Microservices running inside Kubernetes • DynamoDB for scalable metadata storage • Redis for ultra-low-latency caching • Event streaming using Kafka • Real-time processing with Apache Flink • Analytics powered by Redshift This is a real-world system design architecture used by modern streaming platforms handling millions of users and billions of events. Whether you’re preparing for a System Design interview, building a scalable platform, or learning cloud architecture, this breakdown will help you understand production-grade design patterns. Subscribe to DataStreak for more real-world system design deep dives. #systemdesign #awsarchitecture #microservices #kubernetes #distributedsystems

#Amazon Kinesis Data Analytics Reel by @techbridgelatam - Observability is no longer optional for modern systems. In cloud-native and distributed architectures, understanding what is happening inside your app — Observability is no longer optional for modern systems. In cloud-native and distributed architectures, understanding what is happening inside your applications in real time is critical. By combining metrics, logs, and traces, observability helps IT leaders and engineering teams move beyond basic monitoring to quickly identify root causes, improve system reliability, and optimize performance at scale. As microservices, Kubernetes, and hybrid cloud environments grow in complexity, observability has become a key pillar of DevOps, SRE, and platform engineering strategies. Stay ahead of the curve and build systems that are resilient, scalable, and transparent. Follow for technical leadership content: ... #Observability #DevOps #SRE #CloudNative #Kubernetes #SoftwareArchitecture #DistributedSystems #ITLeadership #TechTrends #SystemReliability

#Amazon Kinesis Data Analytics Reel by @siddharthsah_ - Day 23: Nginx, Istio, and Unplanned Traffic 🧠⚙️

A busy on-call morning. Had to debug why an Nginx config failed in a new environment-it came down to — Day 23: Nginx, Istio, and Unplanned Traffic 🧠⚙️ A busy on-call morning. Had to debug why an Nginx config failed in a new environment—it came down to an Istio template not creating the necessary DNS records. Later, we chased down 502 errors in staging caused by a gateway restart. THE INTERVIEW QUESTION: “How do you troubleshoot 502 Bad Gateway errors in a Kubernetes environment using Istio?” THE ANSWER: 1️⃣ Isolate the Layer: Check if the error is coming from the Ingress Gateway, the Sidecar, or the Application itself using kubectl logs and istioctl analyze. 2️⃣ Verify Connectivity: Ensure the Upstream Service is healthy and that Service Entries/Virtual Services are correctly configured. 3️⃣ Check the Lifecycle: In our case, an Istio Gateway restart caused a temporary disconnect. Always check for recent pod restarts or config deployments in Splunk/K8s. THE LIFE SIDE: Still snowing in Dallas. Fed four kids, played 8 games of ping pong, and hit a solid back day. Finally seeing some wins at the table! Drop a “LOG” if you’ve ever spent 3 hours in Splunk for a 5-minute fix! 👇 #softwareengineering #oncall #systemdesign #dadlife #consistency

#Amazon Kinesis Data Analytics Reel by @arjay_the_dev (verified account) - How does Kubernetes work?

K8s is a super popular orchestration system for containerized applications. #devops #k8s #coding #programming — How does Kubernetes work? K8s is a super popular orchestration system for containerized applications. #devops #k8s #coding #programming

#Amazon Kinesis Data Analytics Reel by @kodekloud (verified account) - The OSI model explained like never before! 🚀
Think of network packets like Russian nesting dolls, each of the 7 layers wrap around the previous one a — The OSI model explained like never before! 🚀 Think of network packets like Russian nesting dolls, each of the 7 layers wrap around the previous one as your HTTP request travels from browser to server. Here's the journey: ✅ Layer 7: Your HTTP request ✅ Layer 6: Encryption & formatting ✅ Layer 5: Session management ✅ Layer 4: TCP ports & sequences ✅ Layer 3: IP routing ✅ Layer 2: MAC addressing ✅ Layer 1: Physical signals Save this for later & follow for more networking content 💡 hashtag#osimodel hashtag#networking hashtag#systemdesign hashtag#computerscience

#Amazon Kinesis Data Analytics Reel by @devopscube (verified account) - Running out of IPs on EKS?

With the default VPC CNI, every pod gets an IP from the VPC.

When scaling workloads, the IP pool can run out quickly.

Pl — Running out of IPs on EKS? With the default VPC CNI, every pod gets an IP from the VPC. When scaling workloads, the IP pool can run out quickly. Plan CIDR ranges early, add secondary CIDR blocks, and choose nodes with higher ENI limits. #kubernetes #eks #aws #devops

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#Amazon Kinesis Data Analytics is one of the most engaging trends on Instagram right now. With over thousands of posts in this category, creators like @arjay_the_dev, @datastreakofficial and @kodekloud are leading the way with their viral content. Browse these popular videos anonymously on Pictame.

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