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Performance — Performance measurements… and the people who love them

Performance measurements… and the people who love them

Developers have a gut-felt understanding for performance, but that intuition breaks down when systems reach Cloudflare’s scale. We need the rigor of statisticians to understand latency’s impact on users. Here we discuss our work to communicate customer-centric measurements of latency in our network.

KGKevin GuthrieKevin Guthrie·May 20, 2025Performance
Networking — Your IPs, your rules- enabling more efficient address space usage

Your IPs, your rules- enabling more efficient address space usage

IPv4 is expensive, and moving network resources around is hard. Previously, when customers wanted to use multiple Cloudflare services, they had to bring a new address range. Now, they can use their resources more efficiently, saving space and reducing operational costs.

MRMark Rodgers, Sphoorti MetriMark Rodgers, Sphoorti Metri·May 19, 2025Networking
Networking — QUIC restarts, slow problems: udpgrm to the rescue

QUIC restarts, slow problems: udpgrm to the rescue

udpgrm is a lightweight daemon for graceful restarts of UDP servers. It leverages SO_REUSEPORT and eBPF to route new and existing flows to the correct server instance. Designed for modern protocols like QUIC, udpgrm hides kernel complexity behind a clean, configurable API.

CCloudflare·May 7, 2025Networking
AI & ML — Bringing streamable HTTP transport and Python language support to MCP servers

Bringing streamable HTTP transport and Python language support to MCP servers

We're continuing to make it easier for developers to bring their services into the AI ecosystem with the Model Context Protocol (MCP) with two new updates: support for the new Streamable HTTP transport in remote MCP servers and the ability to deploy Python-based MCP servers using FastAPI-MCP.

JMJeremy Morrell, Dan LapidJeremy Morrell, Dan Lapid·April 30, 2025AI & ML
Engineering — Developer Week 2025 wrap-up

Developer Week 2025 wrap-up

We’ve closed out Developer Week 2025. Here’s a quick recap of the announcements and in-depth technical explorations that went out during the week.

VVyVy·April 14, 2025Engineering
Architecture — How we simplified NCMEC reporting with Cloudflare Workflows

How we simplified NCMEC reporting with Cloudflare Workflows

We transitioned to Cloudflare Workflows to manage complex, multi-step processes more efficiently. This shift replaced our queues-based architecture in our National Center for Missing & Exploited Children (NCMEC) reporting system with a structured, retryable workflow that’s easier to debug and maintain.

MSMahmoud Salem, Rachael TruongMahmoud Salem, Rachael Truong·April 11, 2025Architecture
Databases — Your frontend, backend, and database — now in one Cloudflare Worker

Your frontend, backend, and database — now in one Cloudflare Worker

You can now deploy static sites and full-stack applications on Cloudflare Workers – the primitives are all here. Framework support for React Router v7, Astro, Vue, and more are generally available today, as is the Cloudflare Vite plugin. Connect to Postgres and MySQL databases with Hyperdrive.

KAKorinne AlpersKorinne Alpers·April 8, 2025Databases
Performance — Meta Llama 4 now available on Workers AI

Meta Llama 4 now available on Workers AI

Llama 4 Scout 17B Instruct is now available on Workers AI: use this multimodal, Mixture of Experts AI model on Cloudflare's serverless AI platform to build next-gen AI applications. Build products that can understand images & text, accept large context, with high performance on model quality and inference latency.

CCloudflare·April 6, 2025Performance
Engineering — A steam locomotive from 1993 broke my yarn test

A steam locomotive from 1993 broke my yarn test

Yarn tests fail consistently at the 27-second mark. The usual suspects are swiftly eliminated to no avail. A deep dive is taken to comb through traces, only to be derailed into an unexpected crash investigation.

CCloudflare·April 2, 2025Engineering
SRE & Ops — Cloudflare incident on March 21, 2025

Cloudflare incident on March 21, 2025

On March 21, 2025, multiple Cloudflare services, including R2 object storage experienced an elevated rate of error responses. Here’s what caused the incident, the impact, and how we are making sure it doesn’t happen again.

PPhillipPhillip·March 25, 2025SRE & Ops
Security — Build and deploy Remote Model Context Protocol (MCP) servers to Cloudflare

Build and deploy Remote Model Context Protocol (MCP) servers to Cloudflare

You can now build and deploy remote MCP servers to Cloudflare, and we handle the hard parts of building remote MCP servers for you. Unlike local MCP servers you may have previously used, remote MCP servers are Internet-accessible. People simply sign in and grant permissions to MCP clients using familiar authorization flows.

CCloudflare·March 25, 2025Security
Security — Security Week 2025: in review

Security Week 2025: in review

Security Week 2025 has officially come to a close. Our updates for the week included a deep dive on our AI offering, a unified navigation experience, and an introduction to our AI Agent Cloudy. Read about the latest updates from the team and discover how Cloudflare is helping build a better Internet.

KBKim Blight, Adam MartinettiKim Blight, Adam Martinetti·March 24, 2025Security