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Upgrading Query Insights to Metal

Since PlanetScale Metal is now generally available, I wanted to share a post describing our experience migrating the PlanetScale database that powers the Query Insights feature to Metal. Data collection in Query Insights First, a bit about how we collect the data for Query Insights. The basic steps are: Collect query-pattern telemetry from the Vitess layer of your PlanetScale database Publish the data to Kafka Consume the data from Kafka and write to several MySQL tables, aggregated by time. The

Detecting misbehavior in frontier reasoning models

Frontier reasoning models exploit loopholes when given the chance. We show we can detect exploits using an LLM to monitor their chains-of-thought. Penalizing their “bad thoughts” doesn’t stop the majority of misbehavior—it makes them hide their intent.

WAF - WAF Release - 2025-03-10

RulesetRule IDLegacy Rule IDDescriptionPrevious ActionNew ActionComments Cloudflare Managed Rulesetd4f68c1c65c448e58fe4830eb2a51e3d 100722Ivanti - Information Disclosure - CVE:CVE-2025-0282LogBlockThis is a New Detection Cloudflare Managed Rulesetfda130e396224ffc9f0a9e72259073d5 100723Cisco IOS XE - Information Disclosure - CVE:CVE-2023-20198LogBlockThis is a New Detection

Updates on CVE for End-of-Life Versions

Increased Hobby usage limits for Image Optimization

We've increased Image Optimization included usage for Hobby teams: Learn more about and its recent .Image Optimization pricingrecent price reduction Read more from 3K to 5K per monthImage Transformations: from 180K to 300K per monthImage Cache Reads: from 60K to 100K per monthImage Cache Writes:

Personalization strategies that power ecommerce growth

Personalization works best when it’s intentional. Rushing into it without the right approach can lead to higher costs, slower performance, and poor user experience. The key is to implement incrementally, with the right tools, while maintaining performance. When personalization is implemented effectively, it drives real business results, returning and . $20 for every $1 spentdriving 40% more revenue Let's look at what personalization is, how to implement it correctly, and why Next.js and Vercel a

Nubank elevates customer experiences with OpenAI

Nubank elevates customer experiences with OpenAI

Digital Experience Monitoring - Cloudflare One Agent now supports Endpoint Monitoring

Digital Experience Monitoring (DEX) provides visibility into device, network, and application performance across your Cloudflare SASE deployment. The latest release of the Cloudflare One agent (v2025.1.861) now includes device endpoint monitoring capabilities to provide deeper visibility into end-user device performance which can be analyzed directly from the dashboard. Device health metrics are now automatically collected, allowing administrators to: View the last network a user was connected t