{"id":3473,"date":"2024-11-17T16:44:40","date_gmt":"2024-11-17T15:44:40","guid":{"rendered":"https:\/\/www.anwarbenihissa.com\/?p=3473"},"modified":"2024-11-17T16:44:40","modified_gmt":"2024-11-17T15:44:40","slug":"netflix-faces-technical-knockout-during-highly-anticipated-mike-tyson-vs-jake-paul-fight","status":"publish","type":"post","link":"https:\/\/www.anwarbenihissa.com\/index.php\/2024\/11\/17\/netflix-faces-technical-knockout-during-highly-anticipated-mike-tyson-vs-jake-paul-fight\/","title":{"rendered":"Netflix Faces Technical Knockout During Highly Anticipated Mike Tyson vs. Jake Paul Fight"},"content":{"rendered":"\n<h3 class=\"wp-block-heading\"><strong>Introduction<\/strong><\/h3>\n\n\n\n<p>The highly anticipated boxing match between heavyweight legend Mike Tyson and YouTuber-turned-boxer Jake Paul on November 15 became one of Netflix\u2019s most-watched\u2014and problematic\u2014events. Although I wasn\u2019t able to watch it live, the aftermath was hard to ignore, especially with reports of buffering, crashes, and frozen streams. Regardless of the technical issues, Mike Tyson remains the best in my eyes. In this article, we will focus on the crash and delve into the technical aspects of Netflix&#8217;s AWS infrastructure, exploring how cloud-based solutions play a role in streaming reliability. This presents a unique opportunity to explore the architecture behind Netflix\u2019s live sports streaming and the challenges of ensuring a smooth viewing experience.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>The Great Crash of Netflix<\/strong><\/h3>\n\n\n\n<p>Reports of outages surged around 7:30 p.m. ET, with Downdetector logging over 500,000 user complaints. The hashtag <strong>#NetflixCrash<\/strong> trended on X (formerly Twitter), as frustrated viewers shared their struggles accessing the live event across devices. Problems began well before the 10 p.m. ET livestream of the eight-round fight.<\/p>\n\n\n\n<figure class=\"wp-block-embed aligncenter is-type-rich is-provider-twitter wp-block-embed-twitter\"><div class=\"wp-block-embed__wrapper\">\nhttps:\/\/twitter.com\/MatthewDubiel\/status\/1857622518334443986\n<\/div><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>A Boxing Night to Forget?<\/strong><\/h3>\n\n\n\n<p>Social media was flooded with complaints and memes. One user posted, \u201cThe second this fight got good, Netflix crashed again.\u201d Some viewers found workarounds by rewinding the stream slightly to avoid buffering, but many experienced interruptions throughout the night.<\/p>\n\n\n\n<figure class=\"wp-block-embed aligncenter is-type-rich is-provider-twitter wp-block-embed-twitter\"><div class=\"wp-block-embed__wrapper\">\nhttps:\/\/twitter.com\/whoisaims\/status\/1857641584814084456\n<\/div><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Netflix\u2019s First Jab at Live Sports<\/strong><\/h3>\n\n\n\n<p>The fight marked Netflix\u2019s first major attempt at live sports broadcasting, following months of hype. Tyson\u2019s long-awaited return after nearly two decades drew massive attention, but the event also exposed Netflix\u2019s limitations compared to seasoned sports broadcasters like ESPN+ and DAZN.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>What Went Wrong?<\/strong><\/h3>\n\n\n\n<p>Netflix hasn\u2019t disclosed the cause of the outage, but experts speculate that high demand overwhelmed its servers. Jake Paul hinted at this in a post-fight interview, saying, \u201cWe crashed the site.\u201d Earlier in the evening, glitches disrupted interviews with boxing legends, adding to the night\u2019s challenges.<\/p>\n\n\n\n<figure class=\"wp-block-embed aligncenter is-type-rich is-provider-twitter wp-block-embed-twitter\"><div class=\"wp-block-embed__wrapper\">\nhttps:\/\/twitter.com\/sjvoorhees\/status\/1857602525580398701\n<\/div><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Examining Netflix\u2019s Architecture<\/strong><\/h3>\n\n\n\n<p>Netflix operates a highly advanced streaming platform built on a combination of Amazon Web Services (AWS) and its custom Content Delivery Network (CDN), Open Connect. The system is designed to meet functional requirements such as account management, personalized recommendations, and video playback features, alongside non-functional needs like low latency, scalability, and high availability. Below is an in-depth technical analysis of how Netflix meets these demands.<\/p>\n\n\n\n<p>You have this wonderful playlist of AWS if you want to see some other use cases.<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe title=\"Netflix: Multi-Regional Resiliency and Amazon Route 53\" width=\"720\" height=\"405\" src=\"https:\/\/www.youtube.com\/embed\/WDDkLOT8SCk?list=PLhr1KZpdzukdeX8mQ2qO73bg6UKQHYsHb\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>System Requirements and High-Level Architecture<\/strong><\/h4>\n\n\n\n<p>Netflix\u2019s architecture balances functional and non-functional requirements:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Functional:\n<ul class=\"wp-block-list\">\n<li>Account and subscription management.<\/li>\n\n\n\n<li>Video playback features (pause, fast forward, download).<\/li>\n\n\n\n<li>Personalized recommendations using user behavior data.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>Non-functional:\n<ul class=\"wp-block-list\">\n<li>Low latency for seamless user experiences.<\/li>\n\n\n\n<li>Scalability to support millions of concurrent users.<\/li>\n\n\n\n<li>High availability with an intuitive interface.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>Netflix operates on two primary infrastructures:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>AWS: Manages data, processing, and analytics.<\/li>\n\n\n\n<li>Open Connect: Ensures rapid video delivery by caching content on servers closest to users.<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1000\" height=\"500\" src=\"https:\/\/www.anwarbenihissa.com\/wp-content\/uploads\/2024\/11\/image.png\" alt=\"\" class=\"wp-image-3475\" srcset=\"https:\/\/www.anwarbenihissa.com\/wp-content\/uploads\/2024\/11\/image.png 1000w, https:\/\/www.anwarbenihissa.com\/wp-content\/uploads\/2024\/11\/image-300x150.png 300w, https:\/\/www.anwarbenihissa.com\/wp-content\/uploads\/2024\/11\/image-768x384.png 768w, https:\/\/www.anwarbenihissa.com\/wp-content\/uploads\/2024\/11\/image-150x75.png 150w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" \/><\/figure><\/div>\n\n\n<h4 class=\"wp-block-heading\"><strong>Microservices Architecture<\/strong><\/h4>\n\n\n\n<p>Netflix employs a robust microservices architecture to independently manage features such as content storage, playback, and recommendation systems. Key strategies include:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Service Isolation: Critical services like search, navigation, and playback are isolated to minimize interdependencies.<\/li>\n\n\n\n<li>Hystrix: A circuit breaker library used for fault tolerance, preventing cascading failures.<\/li>\n\n\n\n<li>Stateless Servers: Easily replaceable instances ensure system resilience and elasticity.<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"1024\" height=\"639\" src=\"https:\/\/www.anwarbenihissa.com\/wp-content\/uploads\/2024\/11\/image-1-1024x639.png\" alt=\"\" class=\"wp-image-3476\" srcset=\"https:\/\/www.anwarbenihissa.com\/wp-content\/uploads\/2024\/11\/image-1-1024x639.png 1024w, https:\/\/www.anwarbenihissa.com\/wp-content\/uploads\/2024\/11\/image-1-300x187.png 300w, https:\/\/www.anwarbenihissa.com\/wp-content\/uploads\/2024\/11\/image-1-768x479.png 768w, https:\/\/www.anwarbenihissa.com\/wp-content\/uploads\/2024\/11\/image-1-150x94.png 150w, https:\/\/www.anwarbenihissa.com\/wp-content\/uploads\/2024\/11\/image-1.png 1500w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<h4 class=\"wp-block-heading\"><strong>Video Processing and Delivery<\/strong><\/h4>\n\n\n\n<p>Netflix\u2019s video processing pipeline is highly optimized to handle massive content libraries:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Transcoding: Each video is encoded into up to 1,200 formats and resolutions to accommodate various devices and network conditions.<\/li>\n\n\n\n<li>Open Connect: Videos are distributed to edge servers to minimize latency, tailoring delivery to the user\u2019s location and network capacity.<\/li>\n<\/ul>\n\n\n\n<p>For live streaming, challenges arise due to the real-time nature of the content, requiring:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>AWS Local Zones: Provides sub-10ms latency for critical live data.<\/li>\n\n\n\n<li>Real-time Encoding Pipelines: Handles high concurrency with distributed transcoding and adaptive scaling.<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" width=\"1000\" height=\"500\" src=\"https:\/\/www.anwarbenihissa.com\/wp-content\/uploads\/2024\/11\/image-2.png\" alt=\"\" class=\"wp-image-3477\" srcset=\"https:\/\/www.anwarbenihissa.com\/wp-content\/uploads\/2024\/11\/image-2.png 1000w, https:\/\/www.anwarbenihissa.com\/wp-content\/uploads\/2024\/11\/image-2-300x150.png 300w, https:\/\/www.anwarbenihissa.com\/wp-content\/uploads\/2024\/11\/image-2-768x384.png 768w, https:\/\/www.anwarbenihissa.com\/wp-content\/uploads\/2024\/11\/image-2-150x75.png 150w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" \/><\/figure><\/div>\n\n\n<h4 class=\"wp-block-heading\"><strong>Traffic Management<\/strong><\/h4>\n\n\n\n<p>Netflix handles traffic surges and high concurrency using:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Elastic Load Balancer (ELB): Traffic is distributed in two stages\u2014across AWS zones and to individual servers.<\/li>\n\n\n\n<li>Zuul API Gateway: Enables dynamic routing, traffic shaping, and resiliency testing.<\/li>\n\n\n\n<li>Hystrix Integration: Ensures degraded but functional service under strain, avoiding widespread disruptions.<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1000\" height=\"500\" src=\"https:\/\/www.anwarbenihissa.com\/wp-content\/uploads\/2024\/11\/image-3.png\" alt=\"\" class=\"wp-image-3478\" srcset=\"https:\/\/www.anwarbenihissa.com\/wp-content\/uploads\/2024\/11\/image-3.png 1000w, https:\/\/www.anwarbenihissa.com\/wp-content\/uploads\/2024\/11\/image-3-300x150.png 300w, https:\/\/www.anwarbenihissa.com\/wp-content\/uploads\/2024\/11\/image-3-768x384.png 768w, https:\/\/www.anwarbenihissa.com\/wp-content\/uploads\/2024\/11\/image-3-150x75.png 150w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" \/><\/figure><\/div>\n\n\n<h4 class=\"wp-block-heading\"><strong>Data Processing Technologies<\/strong><\/h4>\n\n\n\n<p>Netflix leverages cutting-edge data technologies for analytics and personalization:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Apache Kafka &amp; Chukwa: Handles massive data ingestion and real-time stream processing.<\/li>\n\n\n\n<li>Apache Spark: Powers recommendations using historical data and user preferences.<\/li>\n\n\n\n<li>ElasticSearch: Provides log analysis and streaming error diagnostics.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Recommendation System<\/strong><\/h4>\n\n\n\n<p>The system uses hybrid filtering to enhance user engagement:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Collaborative Filtering: Identifies patterns among users with similar viewing habits.<\/li>\n\n\n\n<li>Content-Based Filtering: Matches user preferences with metadata (genres, actors, etc.).<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Database Design<\/strong><\/h4>\n\n\n\n<p>Netflix employs a combination of relational and NoSQL databases to balance performance and reliability:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>MySQL: Stores critical transactional data (e.g., billing and subscriptions) with ACID compliance.<\/li>\n\n\n\n<li>Cassandra: Handles high-availability requirements for large-scale data like playback events.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Addressing Live Event Challenges<\/strong><\/h4>\n\n\n\n<p>Netflix\u2019s architecture, while optimized for on-demand streaming, faces unique challenges with live events:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Latency Optimization: Real-time encoding and global synchronization require ultra-low latency.<\/li>\n\n\n\n<li>Dynamic Scaling: Auto-scaling clusters need to rapidly accommodate unpredictable spikes in traffic.<\/li>\n\n\n\n<li>Real-Time Insights: Enhanced monitoring using Kafka streams and Spark can preemptively address bottlenecks.<\/li>\n<\/ul>\n\n\n\n<p>By expanding its use of AWS tools like Auto Scaling, Amazon IVS, and AWS Elemental Media Services, Netflix can strengthen its position in live sports streaming. These enhancements would ensure a seamless experience for millions of users tuning in to live events, reflecting Netflix\u2019s commitment to innovation in cloud-native media delivery.<\/p>\n\n\n\n<p>If Netflix decides to share more information or resolves the shutdown issues during the live stream, I will update this article.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote has-text-align-center is-layout-flow wp-block-quote-is-layout-flow\">\n<p>For Netflix&#8217;s stock price, it looks quite solid but we will see how the market react after this event next week. I won\u2019t say too much\u2014I\u2019m not a financial advisor. I\u2019ll just wait for <em>Stranger Things 5<\/em>! \ud83d\ude0a<\/p>\n<\/blockquote>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"436\" src=\"https:\/\/www.anwarbenihissa.com\/wp-content\/uploads\/2024\/11\/image-4-1024x436.png\" alt=\"\" class=\"wp-image-3479\" srcset=\"https:\/\/www.anwarbenihissa.com\/wp-content\/uploads\/2024\/11\/image-4-1024x436.png 1024w, https:\/\/www.anwarbenihissa.com\/wp-content\/uploads\/2024\/11\/image-4-300x128.png 300w, https:\/\/www.anwarbenihissa.com\/wp-content\/uploads\/2024\/11\/image-4-768x327.png 768w, https:\/\/www.anwarbenihissa.com\/wp-content\/uploads\/2024\/11\/image-4-1536x654.png 1536w, https:\/\/www.anwarbenihissa.com\/wp-content\/uploads\/2024\/11\/image-4-2048x872.png 2048w, https:\/\/www.anwarbenihissa.com\/wp-content\/uploads\/2024\/11\/image-4-150x64.png 150w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img decoding=\"async\" src=\"https:\/\/i.giphy.com\/media\/v1.Y2lkPTc5MGI3NjExMTduYXJqemdmaGZqbTJsbm4wanV0cTV1dTBqMzJsdXozbmkwaWt0ZyZlcD12MV9pbnRlcm5hbF9naWZfYnlfaWQmY3Q9Zw\/N54HxnMVMfUs3feXug\/giphy.gif\" alt=\"\"\/><\/figure><\/div>\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-wide\"\/>\n\n\n\n<p>Sources: <\/p>\n\n\n\n<p><a href=\"https:\/\/www.nytimes.com\/2024\/11\/16\/business\/media\/netflix-outage-crash-boxing.html#:~:text=Tens%20of%20thousands%20of%20Netflix,livestream%20was%20failing%20to%20load.\">nytimes<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.dexerto.com\/boxing\/netflix-crashing-for-thousands-as-jake-paul-vs-mike-tyson-overwhelms-platform-2981650\">Dexerto<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.manchestereveningnews.co.uk\/sport\/boxing\/netflix-stream-crashes-during-mike-30384798\">manchestereveningnews<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.fox7austin.com\/news\/netflix-outage-mike-tyson-jake-paul-fight\">fox7austin<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/netflixtechblog.com\">netflixtechblog<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/about.netflix.com\/en\/news\/completing-the-netflix-cloud-migration\">about.netflix.com<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.geeksforgeeks.org\/system-design-netflix-a-complete-architecture\">geeksforgeeks.org\/system-design-netflix-a-complete-architecture<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/aws.amazon.com\/fr\/solutions\/case-studies\/innovators\/netflix\">aws.amazon.com\/fr\/solutions\/case-studies\/innovators\/netflix<\/a><\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Introduction The highly anticipated boxing match between heavyweight legend Mike Tyson and YouTuber-turned-boxer Jake Paul on November 15 became one of Netflix\u2019s most-watched\u2014and problematic\u2014events. Although I wasn\u2019t able to watch it live, the aftermath was hard to ignore, especially with reports of buffering, crashes, and frozen streams. Regardless of the technical issues, Mike Tyson remains the best in my eyes. [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":3474,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[27,57,21,10,23],"tags":[],"class_list":["post-3473","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-cloud","category-economy","category-finances","category-it","category-sport"],"_links":{"self":[{"href":"https:\/\/www.anwarbenihissa.com\/index.php\/wp-json\/wp\/v2\/posts\/3473"}],"collection":[{"href":"https:\/\/www.anwarbenihissa.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.anwarbenihissa.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.anwarbenihissa.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.anwarbenihissa.com\/index.php\/wp-json\/wp\/v2\/comments?post=3473"}],"version-history":[{"count":21,"href":"https:\/\/www.anwarbenihissa.com\/index.php\/wp-json\/wp\/v2\/posts\/3473\/revisions"}],"predecessor-version":[{"id":3502,"href":"https:\/\/www.anwarbenihissa.com\/index.php\/wp-json\/wp\/v2\/posts\/3473\/revisions\/3502"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.anwarbenihissa.com\/index.php\/wp-json\/wp\/v2\/media\/3474"}],"wp:attachment":[{"href":"https:\/\/www.anwarbenihissa.com\/index.php\/wp-json\/wp\/v2\/media?parent=3473"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.anwarbenihissa.com\/index.php\/wp-json\/wp\/v2\/categories?post=3473"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.anwarbenihissa.com\/index.php\/wp-json\/wp\/v2\/tags?post=3473"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}