https://techgazette.com.br/learn/platforms/ New guides on kubernetes and platforms, by the people who build it. Containers, clusters and deploys. en 180 Fri, 16 Oct 2026 17:00:00 GMT https://developer.nvidia.com/blog/code-test-and-deploy-on-one-machine-with-nvidia-rtx-spark/ https://developer.nvidia.com/blog/code-test-and-deploy-on-one-machine-with-nvidia-rtx-spark/ Fri, 16 Oct 2026 17:00:00 GMT NVIDIA Developer Kubernetes and platforms NVIDIA Developer — AI agents are changing how software gets built. Developers have gone from writing every line of code by hand to directing agents that write most of the code. As... https://aws.amazon.com/blogs/machine-learning/introducing-reflection-beam-an-open-weight-model-for-agentic-coding-on-aws/ https://aws.amazon.com/blogs/machine-learning/introducing-reflection-beam-an-open-weight-model-for-agentic-coding-on-aws/ Fri, 16 Oct 2026 15:23:00 GMT AWS Machine Learning Kubernetes and platforms AWS Machine Learning — Reflection AI's Beam is an open-weight model for agentic coding and long-horizon tasks. This post shows how to deploy Beam on AWS: start with an Amazon SageMaker JumpStart real-time endpoint, or use Amazon SageMaker Hype… https://aws.amazon.com/blogs/machine-learning/metas-muse-spark-open-now-available-in-amazon-sagemaker-jumpstart/ https://aws.amazon.com/blogs/machine-learning/metas-muse-spark-open-now-available-in-amazon-sagemaker-jumpstart/ Thu, 15 Oct 2026 17:43:00 GMT AWS Machine Learning Kubernetes and platforms AWS Machine Learning — Muse Spark Open, Meta's coding-optimized open-weight model, is now available in Amazon SageMaker JumpStart. Deploy it to a SageMaker AI endpoint in your own AWS account using SageMaker Studio or the SageMaker Python SDK,… https://www.digitalocean.com/community/tutorials/serverless-inference-throughput-benchmark https://www.digitalocean.com/community/tutorials/serverless-inference-throughput-benchmark Thu, 15 Oct 2026 11:53:00 GMT DigitalOcean Tutorials Kubernetes and platforms DigitalOcean Tutorials — We tested serverless inference with 1,200+ requests. Real throughput, latency, costs, and concurrency limits. Data for AI startup infrastructure decisions. https://aws.amazon.com/blogs/machine-learning/deploy-and-evaluate-models-with-amazon-sagemaker-jumpstart/ https://aws.amazon.com/blogs/machine-learning/deploy-and-evaluate-models-with-amazon-sagemaker-jumpstart/ Wed, 14 Oct 2026 13:14:00 GMT AWS Machine Learning Kubernetes and platforms AWS Machine Learning — Learn how to deploy an available model from Amazon SageMaker JumpStart, run a lightweight and repeatable performance test using the SageMaker Python SDK, and delete the endpoint when testing is complete. https://aws.amazon.com/blogs/architecture/stopping-business-email-compromise-with-ai-driven-email-security-how-vipre-protects-modern-enterprises-on-aws/ https://aws.amazon.com/blogs/architecture/stopping-business-email-compromise-with-ai-driven-email-security-how-vipre-protects-modern-enterprises-on-aws/ Tue, 13 Oct 2026 14:32:00 GMT AWS Architecture Blog Kubernetes and platforms AWS Architecture Blog — Learn how VIPRE Security built an AI-powered email security solution on AWS to stop business email compromise. VIPRE Integrated Email Security uses machine learning and a serverless architecture on Amazon ECS, Amazon SQS… https://www.tigera.io/blog/from-merged-pr-to-governed-pod-automating-ai-agent-deployment-on-kubernetes/ https://www.tigera.io/blog/from-merged-pr-to-governed-pod-automating-ai-agent-deployment-on-kubernetes/ Tue, 13 Oct 2026 12:40:00 GMT Tigera (Calico) Kubernetes and platforms Tigera (Calico) — In short, automating the AI agent lifecycle is this year’s pitch: Google Cloud’s walkthrough of 30th July 2026 turns the whole thing into a conversation with a coding agent. On Kubernetes the deploy half of... The post F… https://realpython.com/quizzes/pythons-len-function/ https://realpython.com/quizzes/pythons-len-function/ Tue, 13 Oct 2026 12:00:00 GMT Real Python Kubernetes and platforms Real Python — Test your understanding of Python's len() function, from built-in containers to NumPy arrays, DataFrames, and your own classes. https://engineering.razorpay.com/inside-razorpays-rto-model-the-engineering-behind-its-ml-lifecycle-999fe75e66ec?source=rss----6407ad2e59af---4 https://engineering.razorpay.com/inside-razorpays-rto-model-the-engineering-behind-its-ml-lifecycle-999fe75e66ec?source=rss----6407ad2e59af---4 Tue, 13 Oct 2026 10:00:00 GMT Razorpay Engineering Kubernetes and platforms Razorpay Engineering — Contributor: Abhik Debnath In this article, we use Razorpay’s Return to Origin (RTO) risk model to explain the ML lifecycle: how we build a reproducible release, deploy it into checkout, monitor its behaviour, and use la… https://aws.amazon.com/blogs/machine-learning/deploy-decision-models-with-llama-cpp-on-amazon-sagemaker-ai/ https://aws.amazon.com/blogs/machine-learning/deploy-decision-models-with-llama-cpp-on-amazon-sagemaker-ai/ Mon, 12 Oct 2026 15:51:00 GMT AWS Machine Learning Kubernetes and platforms AWS Machine Learning — Learn how to deploy decision models with llama.cpp on Amazon SageMaker AI. This technical how-to serves OpenAI-compatible chat completions with the AWS Deep Learning Container for llama.cpp, then extends the runtime with… https://aws.amazon.com/blogs/machine-learning/run-multi-node-inference-workloads-using-ray-llm-deep-learning-containers/ https://aws.amazon.com/blogs/machine-learning/run-multi-node-inference-workloads-using-ray-llm-deep-learning-containers/ Mon, 12 Oct 2026 15:50:00 GMT AWS Machine Learning Kubernetes and platforms AWS Machine Learning — Learn how to deploy one large language model across two GPU nodes on Amazon EKS using the multi-node Ray LLM Deep Learning Containers, with separate prefill and decode nodes behind one OpenAI-compatible endpoint. The pre… https://blog.apnic.net/2026/10/12/seven-years-of-ipv6-in-production-lessons-from-one-million-broadband-subscribers/ https://blog.apnic.net/2026/10/12/seven-years-of-ipv6-in-production-lessons-from-one-million-broadband-subscribers/ Sun, 11 Oct 2026 23:07:00 GMT APNIC Blog Kubernetes and platforms APNIC Blog — Guest Post: IPv6 deployment is often described as a protocol upgrade. In reality, operating IPv6 at broadband scale is a test of subscriber management, DHCP, CPE interoperability, observability, and operational processes… https://realpython.com/quizzes/python-continuous-integration/ https://realpython.com/quizzes/python-continuous-integration/ Sun, 11 Oct 2026 12:00:00 GMT Real Python Kubernetes and platforms Real Python — Test your understanding of continuous integration in Python, from automated builds and unit tests to staging environments and deployable artifacts. https://www.digitalocean.com/community/tutorials/deployment-isnt-the-bottleneck-inference-economics-is https://www.digitalocean.com/community/tutorials/deployment-isnt-the-bottleneck-inference-economics-is Fri, 09 Oct 2026 20:01:00 GMT DigitalOcean Tutorials Kubernetes and platforms DigitalOcean Tutorials — Deploying an AI model takes an afternoon. Keeping it affordable is the hard part. Learn how cold starts, GPU utilization, and cost per request decide the bill. https://cohere.com/blog/shared-or-dedicated-inference-for-embed-rerank https://cohere.com/blog/shared-or-dedicated-inference-for-embed-rerank Fri, 09 Oct 2026 18:54:00 GMT Cohere Kubernetes and platforms Cohere — Shared or dedicated AI inference? Learn how embedding and reranking workloads, traffic patterns, latency, and cost determine the right deployment choice. https://aws.amazon.com/blogs/machine-learning/icymi-what-landed-for-ai-builders-in-september-2026/ https://aws.amazon.com/blogs/machine-learning/icymi-what-landed-for-ai-builders-in-september-2026/ Fri, 09 Oct 2026 15:38:00 GMT AWS Machine Learning Kubernetes and platforms AWS Machine Learning — A monthly recap of the latest Amazon Bedrock, Amazon Bedrock AgentCore, and Strands updates from September 2026: broader model choice, faster serverless agents with built-in evaluation, and automated knowledge base synci… https://vercel.com/blog/how-rillet-ships-3-faster-with-ai-agents-on-vercel https://vercel.com/blog/how-rillet-ships-3-faster-with-ai-agents-on-vercel Fri, 09 Oct 2026 04:00:00 GMT Vercel Kubernetes and platforms Vercel — Rillet on Vercel Tripled shipping rate in three months with eve agents deployed on Vercel Two-person team closed 800+ Linear tickets in its first 4 months Builder access via Enterprise Managed Users, SSO, and Directory S… https://aws.amazon.com/blogs/machine-learning/share-gpu-clusters-across-teams-with-isolation-and-fairness-using-amazon-sagemaker-hyperpod/ https://aws.amazon.com/blogs/machine-learning/share-gpu-clusters-across-teams-with-isolation-and-fairness-using-amazon-sagemaker-hyperpod/ Thu, 08 Oct 2026 16:20:00 GMT AWS Machine Learning Kubernetes and platforms AWS Machine Learning — A reference architecture for securely sharing one Amazon SageMaker HyperPod EKS cluster across multiple teams, using AWS IAM Identity Center for authentication, per-team SageMaker Domains and Kubernetes namespaces for is… https://www.databricks.com/blog/how-build-governed-enterprise-apps-databricks-replit-and-lakebase https://www.databricks.com/blog/how-build-governed-enterprise-apps-databricks-replit-and-lakebase Thu, 08 Oct 2026 13:00:00 GMT Databricks Kubernetes and platforms Databricks — The combination of Replit & Databricks gives enterprises a complete development-to-deployment platform... https://claude.com/resources/articles/how-block-orchestrates-claude-fable-across-thousands-of-pull-requests https://claude.com/resources/articles/how-block-orchestrates-claude-fable-across-thousands-of-pull-requests Thu, 08 Oct 2026 00:00:00 GMT Claude Blog Kubernetes and platforms Claude Blog — Bradley Axen, Head of AI Capabilities at Block, on why safeguards are a critical part of deploying frontier intelligence responsibly. https://stackoverflow.blog/2026/10/07/evals-as-a-deployment-gate-and-how-to-know-when-they-drift/ https://stackoverflow.blog/2026/10/07/evals-as-a-deployment-gate-and-how-to-know-when-they-drift/ Wed, 07 Oct 2026 20:31:00 GMT Stack Overflow Blog Kubernetes and platforms Stack Overflow Blog https://devblogs.microsoft.com/foundry/choosing-azure-document-intelligence-and-content-understanding/ https://devblogs.microsoft.com/foundry/choosing-azure-document-intelligence-and-content-understanding/ Wed, 07 Oct 2026 18:45:00 GMT Microsoft Foundry Kubernetes and platforms Microsoft Foundry — Compare Azure Document Intelligence and Azure Content Understanding across extraction architectures, workload fit, Layout capabilities, deployment options, and practical evaluation criteria. The post Azure Document Intel… https://aws.amazon.com/blogs/database/migrate-ssis-packages-to-aurora-postgresql-part-2/ https://aws.amazon.com/blogs/database/migrate-ssis-packages-to-aurora-postgresql-part-2/ Wed, 07 Oct 2026 15:21:00 GMT AWS Databases Kubernetes and platforms AWS Databases — Part 2 of migrating SSIS packages to Amazon Aurora PostgreSQL tackles the complex packages. Learn how to replace SSIS control flow, Foreach Loop Containers, and Script Tasks with AWS Step Functions state machines, Map an… https://blog.postman.com/build-ai-agents-with-astropods/ https://blog.postman.com/build-ai-agents-with-astropods/ Wed, 07 Oct 2026 14:32:00 GMT Postman Kubernetes and platforms Postman — Learn how to build, deploy, and monitor AI agents with Astropods, from local project to production. Start with the Postman AI stack today. The post Build, Deploy & Monitor AI Agents with Astropods appeared first on Postm… https://posthog.com/blog/wtf-is-context-engineering https://posthog.com/blog/wtf-is-context-engineering Wed, 07 Oct 2026 00:00:00 GMT PostHog Kubernetes and platforms PostHog — Say you're deploying an AI assistant that processes online order returns. For it to work, it would need access to your store's purchase policy, item… https://upstash.com/blog/react-file-upload-a-multi-file-drag-and-drop-uploader-with-upstash-blob https://upstash.com/blog/react-file-upload-a-multi-file-drag-and-drop-uploader-with-upstash-blob Wed, 07 Oct 2026 00:00:00 GMT Upstash Kubernetes and platforms Upstash — Articles and tutorials on serverless technologies from Upstash and community https://blog.pypi.org/posts/2023-11-14-3-security-audit-remediation-cabotage/ https://blog.pypi.org/posts/2023-11-14-3-security-audit-remediation-cabotage/ Tue, 06 Oct 2026 21:31:00 GMT PyPI Kubernetes and platforms PyPI — This is part three in a three-part series. See part one here, and part two here. This post is a deeper dive into the remediation of the security audit findings for cabotage - the codebase that deploys PyPI and its suppor… https://kubernetes.io/blog/2026/10/06/kubernetes-cgroups-v2-shift/ https://kubernetes.io/blog/2026/10/06/kubernetes-cgroups-v2-shift/ Tue, 06 Oct 2026 18:00:00 GMT Kubernetes Kubernetes and platforms Kubernetes — In Linux, cgroups (control groups) are a kernel feature used for managing system resources. Kubernetes uses cgroups to allocate resources like CPU and memory to containers, ensuring that applications run smoothly without… https://aws.amazon.com/blogs/compute/get-started-with-aws-lambda-snapstart-for-container-images/ https://aws.amazon.com/blogs/compute/get-started-with-aws-lambda-snapstart-for-container-images/ Tue, 06 Oct 2026 16:59:00 GMT AWS Compute Kubernetes and platforms AWS Compute — AWS Lambda SnapStart now supports container image functions, reducing startup times from several seconds to as low as sub-second. Learn how SnapStart for container images works, how to enable it on new or existing functi… https://aws.amazon.com/blogs/machine-learning/best-practices-for-amazon-sagemaker-hyperpod-administration-and-governance/ https://aws.amazon.com/blogs/machine-learning/best-practices-for-amazon-sagemaker-hyperpod-administration-and-governance/ Tue, 06 Oct 2026 15:50:00 GMT AWS Machine Learning Kubernetes and platforms AWS Machine Learning — Learn how to administer Amazon SageMaker HyperPod through Amazon SageMaker Unified Studio while preserving cluster governance. This post shows platform teams how to design infrastructure boundaries, govern access, alloca… https://aws.amazon.com/blogs/database/a-decision-framework-for-amazon-neptune-availability/ https://aws.amazon.com/blogs/database/a-decision-framework-for-amazon-neptune-availability/ Tue, 06 Oct 2026 15:28:00 GMT AWS Databases Kubernetes and platforms AWS Databases — When an Amazon Neptune workload needs resilience beyond a single cluster, this post presents a decision framework that maps availability targets to Neptune architectural patterns, from Multi-AZ and Global Database to wri… https://isovalent.com/blog/post/kubernetes-vpc-on-openshift/ https://isovalent.com/blog/post/kubernetes-vpc-on-openshift/ Mon, 05 Oct 2026 22:01:00 GMT Isovalent (Cilium) Kubernetes and platforms Isovalent (Cilium) — In this post we explore how Isovalent Networking for Virtualization with Isovalent Private Networks, and why they are best understood as the Kubernetes VPC. In this post, we’ll focus on two demo builds using isolated pri… https://kubernetes.io/blog/2026/10/05/scaling-kubernetes-workloads-with-node-swap/ https://kubernetes.io/blog/2026/10/05/scaling-kubernetes-workloads-with-node-swap/ Mon, 05 Oct 2026 18:00:00 GMT Kubernetes Kubernetes and platforms Kubernetes — Memory is often the first hard limit a Kubernetes cluster hits. Nodes run out of RAM long before they run out of CPU, and the new wave of agentic AI workloads makes this worse. These workloads demand large memory footpri… https://aws.amazon.com/blogs/big-data/run-an-automated-operational-review-with-the-amazon-redshift-mcp-server/ https://aws.amazon.com/blogs/big-data/run-an-automated-operational-review-with-the-amazon-redshift-mcp-server/ Mon, 05 Oct 2026 15:44:00 GMT AWS Big Data Kubernetes and platforms AWS Big Data — Amazon Redshift automates much of its own tuning, but periodic operational reviews still pay off. Learn how the review_cluster tool in the open-source Amazon Redshift MCP server runs a full cluster diagnostic from one na… https://realpython.com/quizzes/python-collections-module/ https://realpython.com/quizzes/python-collections-module/ Sun, 04 Oct 2026 12:00:00 GMT Real Python Kubernetes and platforms Real Python — Check your understanding of Python's collections module and the specialized container data types it provides, from namedtuple to ChainMap. https://launchdarkly.com/blog/machine-learning-pipeline-architecture/ https://launchdarkly.com/blog/machine-learning-pipeline-architecture/ Sat, 03 Oct 2026 14:02:00 GMT LaunchDarkly Kubernetes and platforms LaunchDarkly — Learn how machine learning pipeline architecture connects data validation, feature engineering, training, deployment, guarded rollouts, and monitoring. https://aws.amazon.com/blogs/architecture/deploy-oracle-database-step-by-step-on-amazon-evs-with-fsx-for-ontap/ https://aws.amazon.com/blogs/architecture/deploy-oracle-database-step-by-step-on-amazon-evs-with-fsx-for-ontap/ Fri, 02 Oct 2026 17:57:00 GMT AWS Architecture Blog Kubernetes and platforms AWS Architecture Blog — This post provides step-by-step procedures to deploy Oracle Database on Amazon Elastic VMware Service (Amazon EVS) with Amazon FSx for NetApp ONTAP as NFS datastore storage. You provision storage volumes, mount NFS datas… https://aws.amazon.com/blogs/architecture/deploy-open-source-regional-availability-tools-in-your-vpc/ https://aws.amazon.com/blogs/architecture/deploy-open-source-regional-availability-tools-in-your-vpc/ Fri, 02 Oct 2026 17:50:00 GMT AWS Architecture Blog Kubernetes and platforms AWS Architecture Blog — Deploy AWS Regional availability data as infrastructure you own. Capability Insights for AWS runs a self-hosted dashboard in your VPC that auto-refreshes daily, and Workload Analysis narrows the catalog to the services y… https://aws.amazon.com/blogs/devops/integrate-aws-devops-agent-with-third-party-tools-using-amazon-eventbridge/ https://aws.amazon.com/blogs/devops/integrate-aws-devops-agent-with-third-party-tools-using-amazon-eventbridge/ Fri, 02 Oct 2026 15:50:00 GMT AWS DevOps Kubernetes and platforms AWS DevOps — Learn how to connect AWS DevOps Agent investigation events to third-party tools such as Jira using Amazon EventBridge and AWS Lambda. This post walks through a deployable AWS CDK solution that automatically creates and u… https://wf.coreweave.com/blog/model-context-protocol-in-action https://wf.coreweave.com/blog/model-context-protocol-in-action Fri, 02 Oct 2026 14:12:00 GMT CoreWeave Kubernetes and platforms CoreWeave — What happens when Model Context Protocol meets real infrastructure? Explore an end-to-end Kubernetes workflow, from authentication to deployment to verification, on CoreWeave. https://vercel.com/blog/how-rogo-ships-agent-written-code-to-production-in-5-minutes-on-vercel https://vercel.com/blog/how-rogo-ships-agent-written-code-to-production-in-5-minutes-on-vercel Fri, 02 Oct 2026 04:00:00 GMT Vercel Kubernetes and platforms Vercel — Rogo on Vercel 73,000+ deployments in a single month Agent-written code shipped to production in 5 minutes 6 production AI agents automating work from churn analysis to deal desk Zero manual triage during production inci… https://aws.amazon.com/blogs/machine-learning/build-agent-memory-with-nvidia-nemo-agent-toolkit-and-amazon-s3-vectors/ https://aws.amazon.com/blogs/machine-learning/build-agent-memory-with-nvidia-nemo-agent-toolkit-and-amazon-s3-vectors/ Thu, 01 Oct 2026 17:34:00 GMT AWS Machine Learning Kubernetes and platforms AWS Machine Learning — Learn how to use Amazon S3 Vectors as the persistent memory layer within the NVIDIA NeMo Agent Toolkit (NAT), deployed on Amazon Elastic Kubernetes Service (Amazon EKS). This post shows how NAT's memory subsystem works a… https://aws.amazon.com/blogs/containers/implementing-feature-flags-in-container-environments-with-aws-appconfig/ https://aws.amazon.com/blogs/containers/implementing-feature-flags-in-container-environments-with-aws-appconfig/ Thu, 01 Oct 2026 16:42:00 GMT AWS Containers Kubernetes and platforms AWS Containers — Learn how to implement dynamic feature flags in Amazon ECS and Amazon EKS using AWS AppConfig with the sidecar pattern. You set up an AWS AppConfig feature flag, deploy the AWS AppConfig Agent as a sidecar container, and… https://www.percona.com/blog/tuning-percona-clustersync-for-mongodb-performance/ https://www.percona.com/blog/tuning-percona-clustersync-for-mongodb-performance/ Thu, 01 Oct 2026 16:36:00 GMT Percona Kubernetes and platforms Percona — Percona ClusterSync for MongoDB (PCSM) synchronizes data from a source MongoDB cluster (including Atlas) to a target MongoDB cluster in two stages. It first creates a consistent starting point and clones the existing col… https://www.digitalocean.com/community/tutorials/ttft-latency-audit-guide https://www.digitalocean.com/community/tutorials/ttft-latency-audit-guide Thu, 01 Oct 2026 16:03:00 GMT DigitalOcean Tutorials Kubernetes and platforms DigitalOcean Tutorials — Real time-to-first-token numbers from 380 test calls across six models on DigitalOcean Serverless Inference, including two multi-minute delays on one model. https://aws.amazon.com/blogs/machine-learning/how-uniopen-customized-amazon-nova-to-their-retail-moderation-policies-for-production-deployment/ https://aws.amazon.com/blogs/machine-learning/how-uniopen-customized-amazon-nova-to-their-retail-moderation-policies-for-production-deployment/ Thu, 01 Oct 2026 15:33:00 GMT AWS Machine Learning Kubernetes and platforms AWS Machine Learning — See how uniopen, a retail platform from Taiwan's Uni-President Enterprises Group, adapted Amazon Nova 2 Lite to its content-moderation policies using supervised fine-tuning in Amazon SageMaker AI and prompt optimization.… https://element.io/blog/putting-it-online-is-the-easy-bit/ https://element.io/blog/putting-it-online-is-the-easy-bit/ Thu, 01 Oct 2026 07:20:00 GMT Element Kubernetes and platforms Element — When deploying a service on your infrastructure, it can be tempting to just grab open source containers and roll them out with simple tools. Docker compose or ansible playbooks can do a fantastic job at rolling out a few… https://devblogs.microsoft.com/cosmosdb/migrating-elasticsearch-mappings-to-azure-cosmos-db/ https://devblogs.microsoft.com/cosmosdb/migrating-elasticsearch-mappings-to-azure-cosmos-db/ Thu, 01 Oct 2026 07:00:00 GMT Azure Cosmos DB Kubernetes and platforms Azure Cosmos DB — This post focuses on one of the most important design tasks when migrating from Elasticsearch to Azure Cosmos DB: translating an Elasticsearch mapping into Azure Cosmos DB container configuration. In Elasticsearch, a map… https://aws.amazon.com/blogs/mt/best-practices-for-writing-aws-devops-agent-skills/ https://aws.amazon.com/blogs/mt/best-practices-for-writing-aws-devops-agent-skills/ Thu, 01 Oct 2026 00:25:00 GMT AWS Cloud Operations Kubernetes and platforms AWS Cloud Operations — When an incident hits at 2 AM, the on-call engineer’s effectiveness depends on what they know about the system, which metrics to check first, what “normal” looks like for this service, and where to find the deployment hi… https://www.elastic.co/search-labs/blog/eck-certificate-management-enterprise-pki https://www.elastic.co/search-labs/blog/eck-certificate-management-enterprise-pki Thu, 01 Oct 2026 00:00:00 GMT Elasticsearch Labs Kubernetes and platforms Elasticsearch Labs — Replace ECK's self-signed certificates with your enterprise PKI without renewing a certificate by hand, as Vault signs with a CA key sealed outside Kubernetes and cert-manager delivers fresh certificates to every Elastic…