Latest updates for Autoscaling

Fresh curated links around autoscaling are collected here so marketers can spot useful updates and turn timely ideas into posts faster.

Recent items include:

  • When Millions Arrive in a Minute: Why Reactive Autoscaling Fails and the Predictive Fix 
  • The next generation of Amazon OpenSearch Serverless: Built from the ground up for agents
  • GPU autoscaling on Kubernetes with KEDA: Building an external scaler

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Fresh articles and ideas

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devops.com /1 month ago

When Millions Arrive in a Minute: Why Reactive Autoscaling Fails and the Predictive Fix 

For high-heat events where demand arrives faster than readiness can be achieved, predictive scaling is a structural advantage. 

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aws.amazon.com /1 month ago

The next generation of Amazon OpenSearch Serverless: Built from the ground up for agents

Today, we are announcing a ground-up re-architecture of Amazon OpenSearch Serverless that delivers up to 20 times faster autoscaling, scale to zero, and up to 60% lower cost than p...

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cncf.io /1 month ago

GPU autoscaling on Kubernetes with KEDA: Building an external scaler

If you run GPU workloads on Kubernetes — vLLM, Triton, training jobs, or the newer agentic inference stacks — you’ve probably hit a familiar problem: the default autoscaling path s...

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aws.amazon.com /2 weeks ago

Scale analytics with Amazon Redshift multi-warehouse enhancements

In this post, we introduce new capabilities of Amazon Redshift that enhance our multi-warehouse and scaling capabilities: remote materialized view (MV) operations, remote table DDL...

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aws.amazon.com /1 day ago

Scaling UX testing with Amazon Nova Act: A new approach to user flow analysis

Using generative AI enables parallel execution of comprehensive user flow testing at scale. This solution demonstrates how to build a cloud-deployed UX testing platform that automa...

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cloud.google.com /4 weeks ago

How Atlas scales hundreds of merchant databases with Cloud SQL Enterprise Plus edition

Atlas is building the operating system for restaurants. Online storefronts, point of sale, third-party logistics, food platform integrations, customer loyalty, and AI tools represe...

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javacodegeeks.com /1 month ago

Scaling Event-Driven Applications Made Easy With Sveltos Cross-Cluster Configuration

How Sveltos turns multi-cluster Kubernetes management from an operational burden into a declarative, event-reactive system — and why its cross-cluster model changes how distributed...

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aws.amazon.com /3 weeks ago

Why tombola chose Graviton-powered RG instances for Amazon Redshift

In this post, you learn how tombola followed a strict engineering principle: no changes to production without evidence. That meant a head-to-head comparison of RA3 versus RG on the...

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aws.amazon.com /4 weeks ago

Modernize Amazon Redshift: RA3 to RG Migration best practices

In this post, you learn how to migrate Amazon Redshift RA3 clusters to Graviton-based RG instances. We compare the Elastic Resize, Classic Resize, and Snapshot/Restore migration st...

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snowflake.com /4 weeks ago

Snowflake Adaptive Compute Is Now Generally Available

Snowflake Adaptive Compute is now GA on AWS. Automate warehouse management, boost throughput and achieve better price-performance for demanding AI and data workloads.

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habr.com /1 week ago

KEDA как финансовый гардрейл: scale-to-zero, лимиты реплик и автоскейлинг по событиям в Kubernetes

Разберем KEDA именно как практический FinOps-гардрейл для Kubernetes: где HPA уже не хватает, как устроен ScaledObject, как безопасно подходить к scale-to-zero, какие ограничения с...

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Sources covering Autoscaling

aws.amazon.com

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aws.amazon.com

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cloudblog.withgoogle.com

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devops.com

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habr.com

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cncf.io

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