AWS

Architecting for agentic AI development on AWS

AI agents struggle to iterate rapidly on system design and codebases due to architectural patterns that limit their ability to understand, modify, and validate applications effectively.

microservices serverless
5 min
Cloudflare

How we use Abstract Syntax Trees (ASTs) to turn Workflows code into visual diagrams

How to automatically convert TypeScript workflow code into visual step diagrams for users to understand and interact with their workflows in the dashboard.

api-design
3 min
Cloudflare

Standing up for the open Internet: why we appealed Italy’s "Piracy Shield" fine

Italy's 'Piracy Shield' system forces Internet infrastructure providers like Cloudflare to block content at the network level without proper oversight or due process, leading to disproportionate overblocking of legitimate content.

security api-design
4 min
Cloudflare

AI Security for Apps is now generally available

Organizations struggle to discover and secure AI-powered applications across their infrastructure, especially shadow AI deployments that teams spin up without central oversight, creating security blind spots.

security api-design
4 min
Cloudflare

Active defense: introducing a stateful vulnerability scanner for APIs

Standard defensive security tools miss logic flaws and vulnerabilities in APIs because they lack understanding of stateful API interactions and business logic flows.

security api-design
3 min
Cloudflare

Announcing Cloudflare Account Abuse Protection: prevent fraudulent attacks from bots and humans

Traditional bot-blocking approaches are insufficient for preventing account abuse (e.g., credential stuffing, fake account creation) because sophisticated attacks increasingly involve human-like behavior or actual humans, bypassing conventional bot detection.

security rate-limiting
3 min
Cloudflare

Fixing request smuggling vulnerabilities in Pingora OSS deployments

Cloudflare's open-source Pingora proxy had request smuggling vulnerabilities when deployed as an ingress proxy, allowing attackers to exploit HTTP parsing discrepancies to bypass security controls and route malicious requests.

security api-design
3 min
Cloudflare

Slashing agent token costs by 98% with RFC 9457-compliant error responses

AI agents hitting Cloudflare error pages received heavyweight HTML responses that consumed excessive tokens and required brittle parsing, making automated error handling inefficient and costly.

api-design ml-systems
4 min
Cloudflare

A QUICker SASE client: re-building Proxy Mode

The Cloudflare One SASE client's Proxy Mode relied on user-space TCP stacks for tunneling traffic, introducing significant overhead that limited throughput and increased latency for end users.

distributed-systems api-design
4 min
Cloudflare

From the endpoint to the prompt: a unified data security vision in Cloudflare One

Organizations face fragmented data security across endpoints, network traffic, cloud applications, and AI prompts, making it difficult to enforce consistent data loss prevention (DLP) policies as data flows through diverse channels including RDP sessions and AI copilots.

security api-design
3 min
AWS

How Convera built fine-grained API authorization with Amazon Verified Permissions

Convera needed to implement fine-grained authorization for their API platform, where coarse-grained access controls were insufficient to manage complex permission requirements across API resources and actions.

api-design security
3 min
Dropbox

Engineering VP Josh Clemm on how we use knowledge graphs, MCP, and DSPy in Dash

Enterprise search and AI assistant products like Dropbox Dash need to connect disparate data sources and optimize AI-driven retrieval, but naively querying across siloed data with LLMs leads to poor relevance and brittle prompt engineering.

search ml-systems
3 min
Airbnb

Pay As a Local

Airbnb relied primarily on card payments across 220+ global markets, but many users preferred local payment methods, causing checkout friction, reduced accessibility, and lower adoption in key markets.

api-design microservices
5 min
AWS

She architects: Bringing unique perspectives to innovative solutions at AWS

The article addresses the challenge of diverse representation and perspectives in cloud architecture roles, exploring how lack of varied viewpoints can limit innovation in technical solution design.

api-design
5 min
AWS

Announcing the updated AWS Well-Architected Generative AI Lens

Organizations building generative AI workloads on AWS lacked comprehensive architectural guidance covering responsible AI, data architecture, and emerging patterns like agentic workflows, leading to poorly architected AI systems.

ml-systems api-design
4 min
AWS

Building an AI gateway to Amazon Bedrock with Amazon API Gateway

Enterprises adopting Amazon Bedrock need centralized governance over AI model access, including authorization controls, usage quotas, and auditing, but lack a standardized gateway pattern to enforce these policies at scale.

api-design rate-limiting
4 min
Airbnb

GraphQL Data Mocking at Scale with LLMs and @generateMock

Producing valid and realistic mock data for GraphQL testing and prototyping is tedious to write and maintain; existing approaches like random value generation and field-level stubbing lack domain context, resulting in unconvincing and brittle test data that doesn't scale across a large schema.

api-design ml-systems
5 min
AWS

BASF Digital Farming builds a STAC-based solution on Amazon EKS

BASF Digital Farming needed a scalable way to catalog, discover, and serve large volumes of spatiotemporal geospatial data (satellite imagery, crop data) for their xarvio crop optimization platform, and their existing infrastructure struggled with the scale and query patterns of this data.

microservices storage-systems
4 min