A model can be extremely capable and still produce the wrong result because its view of the business is several hours old. A support agent may tell a customer that an already-resolved ticket is still open. A recommendation system may promote an item that has just sold out. A fraud model may receive a transaction […]

Vulnerability assessment is a point-in-time process of discovering and reporting vulnerabilities within a scoped environment, with defined start and end dates. Vulnerability management is the cyclical process that vulnerability assessment fits into: vulnerability discovery, validation, risk prioritization, remediation tracking, and reassessment. Vendors sell products under both names, and buyers purchase them as if they were […]

Amazon Prime Day 2026 was exclusively for Prime members and ran June 23–26, 2026 with millions of deals across more than 35 categories. As part of our annual tradition of sharing how AWS powered Prime Day (2016, 2017, 2019, 2020, 2021, 2022, 2023, 2024, and 2025), I want to share the services and chart-topping metrics […]

A renter inquires at 9 p.m. on a Saturday. Your AI chatbot replies in 8 seconds and schedules a Tuesday tour. Your leasing agent doesn’t see it in the CRM, so on Monday someone types the lead in by hand. By that point, the renter has toured a competitor’s building and signed. The chatbot did […]

Last week, we announced a public preview of Amazon Bedrock Managed Agents powered by OpenAI, built on a customized version of OpenAI’s Agents API engineered to be AWS-native and integrated with AWS resources. You can now build agents optimized for OpenAI models that run entirely inside AWS with the identities, permissions, and governance controls you […]

Today, we’re announcing the public preview of AWS Well-Architected Agent, an AI-powered service that analyzes your AWS environment to deliver targeted, contextual recommendations for improving your applications’ cost, security, performance, and resilience. The AWS Well-Architected Agent analyzes your infrastructure, understands unique business goals, and delivers contextual recommendations with ready-to-implement fixes. It delivers context-aware optimization without […]

Security teams still treat encryption as a present-tense control. If a session is encrypted on the wire, the working assumption is that the secret is safe. Harvest now, decrypt later (HNDL) is the strategy that treats that assumption as the opening. Adversaries copy ciphertext they cannot read, warehouse it while storage is cheap, and wait […]

A customer can now leave with your product without ever seeing your homepage. They ask a chatbot which tent is right for a two-person weekend trip, get a shortlist, tap a link, and pay. Your ads did not create that visit. The product data did, or failed to. Think of an online catalogue as a […]

Amazon S3 Tables now support all data types in the Apache Iceberg V3 specification. You can create V3 tables or upgrade existing V2 tables to take advantage of V3 features like deletion vectors, row lineage, and new data types such as variant, nanosecond timestamps, unknown, geometry, and geography. Apache Iceberg has become the open standard […]

Today, we’re announcing metadata pre-filtering for Amazon S3 Vectors, which delivers higher recall on filtered queries by evaluating your metadata filter before the similarity search. You can filter on attributes such as tenant, category, status, or time, and pre-filtering adds prefix matching with $startsWith for paths, URLs, and hierarchical keys. Each vector carries up to […]