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#scalability

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N-gated Hacker News<p>🚀🎩 In the epic saga of Tech Bros vs. <a href="https://mastodon.social/tags/Scalability" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Scalability</span></a>, our hero, <a href="https://mastodon.social/tags/Postgres" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Postgres</span></a>, valiantly attempts to scale up like a child on a pogo stick with bricks in its pockets. Meanwhile, Big <a href="https://mastodon.social/tags/NoSQL" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>NoSQL</span></a> rubs its temples in exasperation, trying to fathom why anyone would choose to solve complex problems by simply "pushing the Up." 🤷‍♂️💥<br><a href="https://pgdog.dev/blog/you-can-make-postgres-scale" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">pgdog.dev/blog/you-can-make-po</span><span class="invisible">stgres-scale</span></a> <a href="https://mastodon.social/tags/TechBros" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>TechBros</span></a> <a href="https://mastodon.social/tags/EpicSaga" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>EpicSaga</span></a> <a href="https://mastodon.social/tags/HackerNews" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>HackerNews</span></a> <a href="https://mastodon.social/tags/ngated" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ngated</span></a></p>
Vic<p>❇️ Unlocking <a href="https://techhub.social/tags/AI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>AI</span></a> Potential with <a href="https://techhub.social/tags/Kubernetes" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Kubernetes</span></a> &amp; Key Benefits 🌐</p><p>Kubernetes is revolutionizing AI deployment with its scalable and efficient container orchestration capabilities. </p><p>Here are the key perks:<br>🔹Scalability: Automatically scales AI workloads to handle surges in demand, ensuring seamless performance.<br>🔹Efficient Resource Management: Optimizes CPU, GPU, and memory allocation based on workload needs, reducing costs.<br>🔹Multi-Tenancy: Allows multiple teams to share resources without interference, enhancing collaboration.<br>🔹High Availability: Ensures AI applications remain operational even during hardware failures, thanks to self-healing capabilities.<br>🔹Seamless Deployment: Enables consistent deployment across different environments, from on-premises to cloud.</p><p><a href="https://klizos.com/kubernetes-ai-deployment/" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">klizos.com/kubernetes-ai-deplo</span><span class="invisible">yment/</span></a></p><p><a href="https://techhub.social/tags/Kubernetes" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Kubernetes</span></a> <a href="https://techhub.social/tags/AI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>AI</span></a> <a href="https://techhub.social/tags/MachineLearning" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>MachineLearning</span></a> <a href="https://techhub.social/tags/Scalability" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Scalability</span></a> <a href="https://techhub.social/tags/Efficiency" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Efficiency</span></a> <a href="https://techhub.social/tags/MultiTenancy" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>MultiTenancy</span></a> <a href="https://techhub.social/tags/HighAvailability" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>HighAvailability</span></a> <a href="https://techhub.social/tags/CloudNative" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>CloudNative</span></a> <a href="https://techhub.social/tags/DevOps" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>DevOps</span></a> <a href="https://techhub.social/tags/CI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>CI</span></a>/CD <a href="https://techhub.social/tags/ContainerOrchestration" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ContainerOrchestration</span></a> <a href="https://techhub.social/tags/ITInfrastructure" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ITInfrastructure</span></a> <a href="https://techhub.social/tags/Innovation" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Innovation</span></a> <a href="https://techhub.social/tags/TechTrends" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>TechTrends</span></a> <a href="https://techhub.social/tags/CloudApplications" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>CloudApplications</span></a> <a href="https://techhub.social/tags/DataProcessing" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>DataProcessing</span></a></p>
Vic<p>❇️<a href="https://techhub.social/tags/Kubernetes" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Kubernetes</span></a> in action: real-world <a href="https://techhub.social/tags/AI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>AI</span></a> deployment success stories 🌐<br>Kubernetes is transforming AI deployment across industries with its robust container orchestration capabilities. </p><p>Some use cases:<br>🔸Netflix: Uses Kubernetes to simplify and streamline deployments, ensuring resilience and scalability for its vast array of microservices.<br>🔸HSBC: Manages applications across private and public clouds with Kubernetes, optimizing resource costs and meeting regulatory requirements.<br>🔸Airbnb: Orchestrates resources for complex machine learning models, ensuring efficient processing of large datasets.<br>🔸YouTube: Utilizes Kubernetes for scalable video delivery, handling spikes in demand without disrupting service quality.</p><p><a href="https://klizos.com/kubernetes-ai-deployment/" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">klizos.com/kubernetes-ai-deplo</span><span class="invisible">yment/</span></a></p><p><a href="https://techhub.social/tags/Kubernetes" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Kubernetes</span></a> <a href="https://techhub.social/tags/AI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>AI</span></a> <a href="https://techhub.social/tags/MachineLearning" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>MachineLearning</span></a> <a href="https://techhub.social/tags/Netflix" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Netflix</span></a> <a href="https://techhub.social/tags/GitLab" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>GitLab</span></a> <a href="https://techhub.social/tags/HSBC" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>HSBC</span></a> <a href="https://techhub.social/tags/Airbnb" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Airbnb</span></a> <a href="https://techhub.social/tags/YouTube" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>YouTube</span></a> <a href="https://techhub.social/tags/CloudNative" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>CloudNative</span></a> <a href="https://techhub.social/tags/DevOps" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>DevOps</span></a> <a href="https://techhub.social/tags/Scalability" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Scalability</span></a> <a href="https://techhub.social/tags/HighAvailability" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>HighAvailability</span></a> <a href="https://techhub.social/tags/CI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>CI</span></a>/CD <a href="https://techhub.social/tags/ContainerOrchestration" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ContainerOrchestration</span></a> <a href="https://techhub.social/tags/ITInfrastructure" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ITInfrastructure</span></a> <a href="https://techhub.social/tags/Innovation" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Innovation</span></a> <a href="https://techhub.social/tags/TechTrends" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>TechTrends</span></a> <a href="https://techhub.social/tags/CloudApplications" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>CloudApplications</span></a> <a href="https://techhub.social/tags/DataProcessing" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>DataProcessing</span></a> <a href="https://techhub.social/tags/RealTimeAnalytics" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>RealTimeAnalytics</span></a> <a href="https://techhub.social/tags/Automation" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Automation</span></a></p>
Vic<p>Kubernetes is revolutionizing how organizations manage complex applications, offering scalability, flexibility, and robustness. <br>Here are some more key use cases:<br>✅ Large-Scale Apps - Kubernetes helps manage large-scale apps during peak traffic, ensuring a smooth user experience. <br>✅ AI/ML with Kubernetes - NVIDIA uses Kubernetes to deploy AI models at scale, optimizing resource utilization.<br>✅ DevOps Efficiency - Spotify speeds up software delivery with Kubernetes, reducing time to market.<br>... </p><p><a href="https://techhub.social/tags/Kubernetes" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Kubernetes</span></a> <a href="https://techhub.social/tags/CloudNative" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>CloudNative</span></a> <a href="https://techhub.social/tags/AI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>AI</span></a> <a href="https://techhub.social/tags/MachineLearning" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>MachineLearning</span></a> <a href="https://techhub.social/tags/DevOps" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>DevOps</span></a> <a href="https://techhub.social/tags/Microservices" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Microservices</span></a> <a href="https://techhub.social/tags/EdgeComputing" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>EdgeComputing</span></a> <a href="https://techhub.social/tags/CloudNetworking" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>CloudNetworking</span></a> <a href="https://techhub.social/tags/HybridCloud" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>HybridCloud</span></a> <a href="https://techhub.social/tags/Scalability" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Scalability</span></a> <a href="https://techhub.social/tags/Flexibility" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Flexibility</span></a> <a href="https://techhub.social/tags/Reliability" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Reliability</span></a> <a href="https://techhub.social/tags/CI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>CI</span></a>/CD <a href="https://techhub.social/tags/ContainerOrchestration" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ContainerOrchestration</span></a> <a href="https://techhub.social/tags/ITInfrastructure" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ITInfrastructure</span></a> <a href="https://techhub.social/tags/Innovation" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Innovation</span></a> <a href="https://techhub.social/tags/TechTrends" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>TechTrends</span></a> <a href="https://techhub.social/tags/CloudApplications" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>CloudApplications</span></a> <a href="https://techhub.social/tags/DataProcessing" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>DataProcessing</span></a> <a href="https://techhub.social/tags/RealTimeAnalytics" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>RealTimeAnalytics</span></a> <a href="https://techhub.social/tags/Automation" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Automation</span></a> <a href="https://techhub.social/tags/DigitalTransformation" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>DigitalTransformation</span></a></p><p><a href="https://acecloud.ai/resources/blog/kubernetes-use-cases/" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">acecloud.ai/resources/blog/kub</span><span class="invisible">ernetes-use-cases/</span></a></p>
The Dutch PHP Conference<p>Optimizing performance? 🚀 Karim Pinchon shares real-world strategies at the Dutch PHP Conference. 🔗 <a href="https://phpconference.nl/session/how-to-make-an-app-fast-and-resilient/" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">phpconference.nl/session/how-t</span><span class="invisible">o-make-an-app-fast-and-resilient/</span></a> </p><p><a href="https://mastodon.social/tags/php" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>php</span></a> <a href="https://mastodon.social/tags/performance" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>performance</span></a> <a href="https://mastodon.social/tags/scalability" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>scalability</span></a> <a href="https://mastodon.social/tags/DPC25" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>DPC25</span></a></p>
Tom Smykowski<p>Building scalable Angular apps? I’ve helped billion-dollar companies scale to millions of users—without breaking.</p><p>Get my free checklist to:<br>✅ Build maintainable architecture<br>✅ Prevent performance bottlenecks<br>✅ Ship features faster</p><p>📩 Grab it now → <a href="https://tomasz-smykowski.com/scalable-angular" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">tomasz-smykowski.com/scalable-</span><span class="invisible">angular</span></a></p><p><a href="https://techhub.social/tags/angular" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>angular</span></a> <a href="https://techhub.social/tags/webdevelopment" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>webdevelopment</span></a> <a href="https://techhub.social/tags/scalability" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>scalability</span></a> <a href="https://techhub.social/tags/typescript" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>typescript</span></a> <a href="https://techhub.social/tags/softwarearchitecture" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>softwarearchitecture</span></a></p>
Tom Smykowski<p>Preorders are open!</p><p>Master scalable enterprise Angular architecture with my new course: Scaled. Learn best practices, scalable patterns, and enterprise-ready solutions.</p><p>Preorder now: <a href="https://summonthejson.com/products/scaled-architecting-scalable-enterprise-angular-applications-course" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">summonthejson.com/products/sca</span><span class="invisible">led-architecting-scalable-enterprise-angular-applications-course</span></a></p><p><a href="https://techhub.social/tags/angular" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>angular</span></a> <a href="https://techhub.social/tags/angularcourse" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>angularcourse</span></a> <a href="https://techhub.social/tags/webdev" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>webdev</span></a> <a href="https://techhub.social/tags/softwarearchitecture" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>softwarearchitecture</span></a> <a href="https://techhub.social/tags/scalability" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>scalability</span></a> <a href="https://techhub.social/tags/typescript" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>typescript</span></a></p>
Kerrick Long (code)<p>There is No Automatic Reset for Engineering</p><p><a href="https://agileotter.blogspot.com/2025/03/there-is-no-automatic-reset-in.html" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">agileotter.blogspot.com/2025/0</span><span class="invisible">3/there-is-no-automatic-reset-in.html</span></a></p><p><a href="https://dotnet.social/tags/Programming" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Programming</span></a> <a href="https://dotnet.social/tags/WebDev" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>WebDev</span></a> <a href="https://dotnet.social/tags/Code" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Code</span></a> <a href="https://dotnet.social/tags/SoftwareEngineering" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>SoftwareEngineering</span></a> <a href="https://dotnet.social/tags/TechDebt" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>TechDebt</span></a> <a href="https://dotnet.social/tags/CodeQuality" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>CodeQuality</span></a> <a href="https://dotnet.social/tags/EngineeringLeadership" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>EngineeringLeadership</span></a> <a href="https://dotnet.social/tags/Scalability" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Scalability</span></a> <a href="https://dotnet.social/tags/ProductDevelopment" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ProductDevelopment</span></a> <a href="https://dotnet.social/tags/SoftwareDesign" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>SoftwareDesign</span></a> <a href="https://dotnet.social/tags/SustainableEngineering" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>SustainableEngineering</span></a> <a href="https://dotnet.social/tags/TechStrategy" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>TechStrategy</span></a> <a href="https://dotnet.social/tags/CodeIsForever" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>CodeIsForever</span></a> <a href="https://dotnet.social/tags/BuildBetter" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>BuildBetter</span></a> <a href="https://dotnet.social/tags/LongTermThinking" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>LongTermThinking</span></a> <a href="https://dotnet.social/tags/TechnicalDebt" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>TechnicalDebt</span></a> <a href="https://dotnet.social/tags/DevLife" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>DevLife</span></a> <a href="https://dotnet.social/tags/EngineeringExcellence" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>EngineeringExcellence</span></a></p>
N-gated Hacker News<p>DeepSeek's "tiny pond" 🦆 is here to bravely tackle Big Data by spreading <a href="https://mastodon.social/tags/DuckDB" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>DuckDB</span></a> across multiple nodes. 🐢 But is it really tackling <a href="https://mastodon.social/tags/scalability" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>scalability</span></a>, or is it just another case of "The Emperor's New Nodes"? 🤔<br><a href="https://mehdio.substack.com/p/duckdb-goes-distributed-deepseeks" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">mehdio.substack.com/p/duckdb-g</span><span class="invisible">oes-distributed-deepseeks</span></a> <a href="https://mastodon.social/tags/DeepSeek" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>DeepSeek</span></a> <a href="https://mastodon.social/tags/BigData" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>BigData</span></a> <a href="https://mastodon.social/tags/TechNews" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>TechNews</span></a> <a href="https://mastodon.social/tags/EmperorNewNodes" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>EmperorNewNodes</span></a> <a href="https://mastodon.social/tags/HackerNews" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>HackerNews</span></a> <a href="https://mastodon.social/tags/ngated" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ngated</span></a></p>
Coach Pāṇini ®<p><a href="https://mastodon.world/tags/Scalability" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Scalability</span></a> is a product of a rational and production oriented view of the world, tied to ideas of resource extraction, leverage, and production to get ”more”.<br><a href="https://www.linkedin.com/posts/fridgren_sorry-love-the-idea-but-it-doesnt-scale-activity-7302011239335927809-rLtx?utm_source=share&amp;utm_medium=member_ios&amp;rcm=ACoAAACmWtEBurVmJxUdnv5QtGB6hgFTyYJNROs" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://www.</span><span class="ellipsis">linkedin.com/posts/fridgren_so</span><span class="invisible">rry-love-the-idea-but-it-doesnt-scale-activity-7302011239335927809-rLtx?utm_source=share&amp;utm_medium=member_ios&amp;rcm=ACoAAACmWtEBurVmJxUdnv5QtGB6hgFTyYJNROs</span></a></p>
☮ ♥ ♬ 🧑‍💻<p>Big question, Why ATProtocol from <a href="https://ioc.exchange/tags/BlueSkySocial" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>BlueSkySocial</span></a> <a href="https://ioc.exchange/tags/PBC" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>PBC</span></a>’s mouth instead of Mastodon and ActivityPub?: </p><p>“Why not use ActivityPub? <a href="https://ioc.exchange/tags/ActivityPub" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ActivityPub</span></a> is a federated social networking technology popularized by <a href="https://ioc.exchange/tags/Mastodon" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Mastodon</span></a>.</p><p>Account <a href="https://ioc.exchange/tags/portability" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>portability</span></a> is a major reason why we chose to build a separate protocol. We consider portability to be crucial because it protects <a href="https://ioc.exchange/tags/users" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>users</span></a> from sudden bans, server shutdowns, and policy disagreements. Our <a href="https://ioc.exchange/tags/solution" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>solution</span></a> for portability requires both signed data repositories and <a href="https://ioc.exchange/tags/DIDs" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>DIDs</span></a>, neither of which are easy to retrofit into ActivityPub. The migration <a href="https://ioc.exchange/tags/tools" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>tools</span></a> for ActivityPub are comparatively limited; they require the original server to provide a redirect and cannot migrate the user's previous data.</p><p>Another major reason is <a href="https://ioc.exchange/tags/scalability" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>scalability</span></a>. <a href="https://ioc.exchange/tags/ActivityPub" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ActivityPub</span></a> depends heavily on delivering messages between a wide network of small-to-medium sized nodes, which can cause individual <a href="https://ioc.exchange/tags/nodes" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>nodes</span></a> to be flooded with traffic and generally struggles to provide global views of <a href="https://ioc.exchange/tags/activity" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>activity</span></a>.”</p><p>Short version, WE CANT CONTROL YOU. </p><p>&lt;<a href="https://atproto.com/guides/faq" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="">atproto.com/guides/faq</span><span class="invisible"></span></a>&gt;</p>
Squads<p>🚀 From MVP to Market Leader! <br>Building an MVP is just the first step. To scale successfully, you need the right strategy! At Squads, we help startups grow into market leaders by:<br>🔹 Optimizing UX &amp; features 🎨<br>🔹 Scaling infrastructure ⚙️<br>🔹 Expanding market reach 🌍<br>🔹 Automating &amp; securing operations 🔐<br>💡 Ready to scale? Let’s make it happen! <br>Let’s talk! <a href="https://squads.com/contact-us" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="">squads.com/contact-us</span><span class="invisible"></span></a><br><a href="https://mas.to/tags/StartupGrowth" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>StartupGrowth</span></a> <a href="https://mas.to/tags/Scalability" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Scalability</span></a></p>
Yuna<p>💡 Resilience. Reliability. Reusability.<br />Always wrong investments…</p><p>If you think bugs, tech debt &amp; maintenance are “normal,” do the world a favor: resign. You’re part of the problem.</p><p>MVP/PoC ≠ Done.<br />It’s a candle - fragile, short-lived.<br />Real engineering = the light bulb: robust, lasting.</p><p>But devs &amp; managers stop at &quot;it works.&quot;<br />Why? Because real engineering demands more.<br />More thinking. More iterations. More uncomfortable truths.</p><p>💀 Fragile systems = endless maintenance.<br />💀 Seniors wasted on babysitting.<br />💀 Knowledge stagnates.</p><p>🔍 Product &amp; Tech - Two worlds, but only one is visible.<br />Mixing them = slower, costlier, dumber.</p><p>🔥 Resilient systems don’t break.<br />🔥 Reliable systems don’t fail.<br />🔥 Reusable systems don’t get rewritten.</p><p>Start building like you mean it.</p><p><a href="https://hachyderm.io/tags/Engineering" class="mention hashtag" rel="tag">#<span>Engineering</span></a> <a href="https://hachyderm.io/tags/TechDebt" class="mention hashtag" rel="tag">#<span>TechDebt</span></a> <a href="https://hachyderm.io/tags/Resilience" class="mention hashtag" rel="tag">#<span>Resilience</span></a> <a href="https://hachyderm.io/tags/Reliability" class="mention hashtag" rel="tag">#<span>Reliability</span></a> <a href="https://hachyderm.io/tags/Reusability" class="mention hashtag" rel="tag">#<span>Reusability</span></a> <a href="https://hachyderm.io/tags/SoftwareEngineering" class="mention hashtag" rel="tag">#<span>SoftwareEngineering</span></a> <a href="https://hachyderm.io/tags/TechLeadership" class="mention hashtag" rel="tag">#<span>TechLeadership</span></a> <a href="https://hachyderm.io/tags/Automation" class="mention hashtag" rel="tag">#<span>Automation</span></a> <a href="https://hachyderm.io/tags/Architecture" class="mention hashtag" rel="tag">#<span>Architecture</span></a> <a href="https://hachyderm.io/tags/Scalability" class="mention hashtag" rel="tag">#<span>Scalability</span></a> <a href="https://hachyderm.io/tags/ProductDevelopment" class="mention hashtag" rel="tag">#<span>ProductDevelopment</span></a> <a href="https://hachyderm.io/tags/DevOps" class="mention hashtag" rel="tag">#<span>DevOps</span></a> <a href="https://hachyderm.io/tags/CleanCode" class="mention hashtag" rel="tag">#<span>CleanCode</span></a> <a href="https://hachyderm.io/tags/CI_CD" class="mention hashtag" rel="tag">#<span>CI_CD</span></a> <a href="https://hachyderm.io/tags/TechStrategy" class="mention hashtag" rel="tag">#<span>TechStrategy</span></a> <a href="https://hachyderm.io/tags/AgileFail" class="mention hashtag" rel="tag">#<span>AgileFail</span></a></p>
Gea-Suan Lin<p>Kafka 官方對 Job Queue 的實作進度:KIP-932: Queues for Kafka</p><p>在 Hacker News 上看到「Kafka at the low end: how bad can it get? (broot.ca)」這篇,原文「Kaf</p><p><a href="https://blog.gslin.org/archives/2025/02/19/12268/kafka-%e5%ae%98%e6%96%b9%e5%b0%8d-job-queue-%e7%9a%84%e5%af%a6%e4%bd%9c%e9%80%b2%e5%ba%a6%ef%bc%9akip-932-queues-for-kafka/" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">blog.gslin.org/archives/2025/0</span><span class="invisible">2/19/12268/kafka-%e5%ae%98%e6%96%b9%e5%b0%8d-job-queue-%e7%9a%84%e5%af%a6%e4%bd%9c%e9%80%b2%e5%ba%a6%ef%bc%9akip-932-queues-for-kafka/</span></a></p><p><a href="https://abpe.org/tags/Computer" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Computer</span></a> <a href="https://abpe.org/tags/Infrastructure" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Infrastructure</span></a> <a href="https://abpe.org/tags/Murmuring" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Murmuring</span></a> <a href="https://abpe.org/tags/Programming" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Programming</span></a> <a href="https://abpe.org/tags/Software" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Software</span></a> <a href="https://abpe.org/tags/apache" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>apache</span></a> <a href="https://abpe.org/tags/architecture" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>architecture</span></a> <a href="https://abpe.org/tags/confluent" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>confluent</span></a> <a href="https://abpe.org/tags/data" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>data</span></a> <a href="https://abpe.org/tags/infrastructure" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>infrastructure</span></a> <a href="https://abpe.org/tags/job" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>job</span></a> <a href="https://abpe.org/tags/kafka" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>kafka</span></a> <a href="https://abpe.org/tags/kip" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>kip</span></a> <a href="https://abpe.org/tags/partition" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>partition</span></a> <a href="https://abpe.org/tags/queue" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>queue</span></a> <a href="https://abpe.org/tags/scalability" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>scalability</span></a></p>
nicobo<p>Look what I've found while reading <a href="https://mastodon.social/tags/haproxy" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>haproxy</span></a> docs : <a href="https://mastodon.social/tags/YouPorn" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>YouPorn</span></a> is implemented as a LAMP stack and serves 300.000 requests per second !<br>That's massive.</p><p><a href="https://www.haproxy.org/they-use-it.html" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://www.</span><span class="">haproxy.org/they-use-it.html</span><span class="invisible"></span></a><br><a href="https://highscalability.com/youporn-targeting-200-million-views-a-day-and-beyond/" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">highscalability.com/youporn-ta</span><span class="invisible">rgeting-200-million-views-a-day-and-beyond/</span></a></p><p><a href="https://mastodon.social/tags/performance" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>performance</span></a> <a href="https://mastodon.social/tags/scalability" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>scalability</span></a> <a href="https://mastodon.social/tags/development" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>development</span></a> <a href="https://mastodon.social/tags/Redis" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Redis</span></a> <a href="https://mastodon.social/tags/nginx" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>nginx</span></a> <a href="https://mastodon.social/tags/php" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>php</span></a> <a href="https://mastodon.social/tags/ActiveMQ" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ActiveMQ</span></a> <a href="https://mastodon.social/tags/varnish" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>varnish</span></a> <a href="https://mastodon.social/tags/MySQL" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>MySQL</span></a> <a href="https://mastodon.social/tags/symfony2" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>symfony2</span></a> <a href="https://mastodon.social/tags/syslogng" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>syslogng</span></a></p>
DragonflyDB<p>Ensuring high availability in cloud-based in-memory data stores is essential. But what does it truly involve? Discover the main challenges, strategies, and trade-offs in building resilient systems. <a href="https://www.dragonflydb.io/blog/high-availability-in-cloud-based-in-memory-data-stores" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://www.</span><span class="ellipsis">dragonflydb.io/blog/high-avail</span><span class="invisible">ability-in-cloud-based-in-memory-data-stores</span></a></p><p><a href="https://mastodon.social/tags/HighAvailability" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>HighAvailability</span></a> <a href="https://mastodon.social/tags/Cloud" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Cloud</span></a> <a href="https://mastodon.social/tags/Databases" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Databases</span></a> <a href="https://mastodon.social/tags/InMemoryStorage" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>InMemoryStorage</span></a> <a href="https://mastodon.social/tags/DragonflyDB" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>DragonflyDB</span></a> <a href="https://mastodon.social/tags/Scalability" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Scalability</span></a><br><a href="https://www.dragonflydb.io/blog/high-availability-in-cloud-based-in-memory-data-stores" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://www.</span><span class="ellipsis">dragonflydb.io/blog/high-avail</span><span class="invisible">ability-in-cloud-based-in-memory-data-stores</span></a></p>
रञ्जित (Ranjit Mathew)<p>Nice:</p><p>"Meta’s Hyperscale Infrastructure: Overview And Insights", Chunqiang Tang, CACM (<a href="https://cacm.acm.org/research/metas-hyperscale-infrastructure-overview-and-insights/" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">cacm.acm.org/research/metas-hy</span><span class="invisible">perscale-infrastructure-overview-and-insights/</span></a>).</p><p>On HN: <a href="https://news.ycombinator.com/item?id=43008920" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">news.ycombinator.com/item?id=4</span><span class="invisible">3008920</span></a></p><p><a href="https://mastodon.social/tags/Infrastructure" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Infrastructure</span></a> <a href="https://mastodon.social/tags/FaaS" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>FaaS</span></a> <a href="https://mastodon.social/tags/XFaaS" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>XFaaS</span></a> <a href="https://mastodon.social/tags/Async" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Async</span></a> <a href="https://mastodon.social/tags/Facebook" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Facebook</span></a> <a href="https://mastodon.social/tags/Meta" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Meta</span></a> <a href="https://mastodon.social/tags/Serverless" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Serverless</span></a> <a href="https://mastodon.social/tags/Architecture" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Architecture</span></a> <a href="https://mastodon.social/tags/Scalability" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Scalability</span></a> <a href="https://mastodon.social/tags/Agility" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Agility</span></a> <a href="https://mastodon.social/tags/SystemDesign" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>SystemDesign</span></a></p>
DragonflyDB<p>The future of databases isn't just distributed—it's hybrid! Dive into how modern architectures are breaking boundaries with object storage &amp; innovative designs. Your next system architecture will thank you. <a href="https://mastodon.social/tags/Databases" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Databases</span></a> <a href="https://mastodon.social/tags/DistributedSystems" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>DistributedSystems</span></a> <a href="https://mastodon.social/tags/Scalability" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Scalability</span></a> <a href="https://mastodon.social/tags/Performance" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Performance</span></a> <a href="https://mastodon.social/tags/DragonflyDB" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>DragonflyDB</span></a><br><a href="https://www.dragonflydb.io/blog/modern-distributed-database-architectures-part-02" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://www.</span><span class="ellipsis">dragonflydb.io/blog/modern-dis</span><span class="invisible">tributed-database-architectures-part-02</span></a></p>
DragonflyDB<p>Interested in how modern distributed databases work? Discover how these systems tackle scalability, performance, and resilience. Dive in to see what makes them tick! </p><p><a href="https://www.dragonflydb.io/blog/modern-distributed-database-architectures-part-01" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://www.</span><span class="ellipsis">dragonflydb.io/blog/modern-dis</span><span class="invisible">tributed-database-architectures-part-01</span></a></p><p><a href="https://mastodon.social/tags/Databases" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Databases</span></a> <a href="https://mastodon.social/tags/DistributedSystems" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>DistributedSystems</span></a> <a href="https://mastodon.social/tags/Scalability" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Scalability</span></a> <a href="https://mastodon.social/tags/Performance" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Performance</span></a> <a href="https://mastodon.social/tags/DragonflyDB" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>DragonflyDB</span></a><br><a href="https://www.dragonflydb.io/blog/modern-distributed-database-architectures-part-01" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://www.</span><span class="ellipsis">dragonflydb.io/blog/modern-dis</span><span class="invisible">tributed-database-architectures-part-01</span></a></p>
Tom Smykowski<p>🚨 The Dark Side of Best Practices 🚨</p><p>Why do top engineers struggle with frontend scalability? 🤯</p><p>Best practices can hurt maintainability if misapplied.</p><p>🔗 Read more: <a href="https://tomaszs2.medium.com/the-dark-side-of-best-practices-how-misconceptions-kills-frontend-scalability-e17e487407e7" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">tomaszs2.medium.com/the-dark-s</span><span class="invisible">ide-of-best-practices-how-misconceptions-kills-frontend-scalability-e17e487407e7</span></a> </p><p><a href="https://techhub.social/tags/frontend" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>frontend</span></a> <a href="https://techhub.social/tags/webdev" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>webdev</span></a> <a href="https://techhub.social/tags/scalability" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>scalability</span></a> <a href="https://techhub.social/tags/bestpractices" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>bestpractices</span></a> <a href="https://techhub.social/tags/angular" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>angular</span></a> <a href="https://techhub.social/tags/react" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>react</span></a></p>