Andy Kwiatkowski takes a deep dive into how Shopify saved a million dollars a year in infrastructure costs by rolling its own autoscaler.

Michael Friedrich and Stefanie Grunwald explore how an algorithm capable of playing Space Invaders can also improve your cloud service's automated scaling mechanism.

Autoscaling of resources aims to achieve low latency for a big data application while reducing resource costs. Upscaling a cluster in cloud is fairly easy as compared to downscaling nodes, and so the overall total cost of ownership (TCO) goes up. Prakhar Jain and Sourabh Goyal examine a new design to get efficient downscaling, which helps achieve better resource utilization and lower TCO.

There's too much fragmentation for developers when it comes to deciding the right open source FaaS solution. Bryan Friedman and Brian McClain detail Knative, an open source project from Google, Pivotal, and other industry leaders that provides a set of common tooling on top of Kubernetes to help developers build functions.

Building large, distributed software is not easy, especially when you must support multiple tenants that each have their own workloads to run and SLAs to meet, while compute and storage resources are …

Open Match is an open source game matchmaking framework that simplifies building a scalable and extensible Matchmaker. Open Match is designed to give the game developer full control over how to genera …

Model Inferencing use cases are becoming a requirement for models moving into the next phase of production deployments. More and more users are now encountering use cases around canary deployments, sc …

Come and see how to debug and optimize your autoscalers and decrease your monthly infrastructure costs even further. During this talk members of SIG-Autoscaling will discuss the internals of HPA, VPA …

Youre building a suite of operators and processes that will run in your cluster to make your job easier. Youve written CRDs to manage cluster and out of cluster resources, youve set up your monitor …

Serverless architecture is getting increasingly popular. However, developers are still experiencing pain points that hold them back from using it in production, like portability, interoperability and …

Event driven and serverless architectures are defining a new generation of apps. However, to take full advantage of the serverless benefits of event driven, your application needs to scale and react t …

Pod startup time has long been a focus area for cloud-native platforms. Optimizing startup time is critical to support use cases such as autoscaling, upgrades, and failure recovery. The recent rise of …

Uniform observability across polyglot applications can be challenging, even more so across multiple clusters. In this talk, Andrew Seigner from the Linkerd team and Frederic Branczyk from the Promethe …

Join members of SIG Autoscaling to learn more details about vertical and cluster autoscalers. In this session we will discuss how they work internally, how to check what they are up to and how to debu …

Cloud native means rendering applications the ultimate flexibility, while it is indeed critical to have a thorough insight by monitoring the scaling process.This demo demonstrates the scaling process …