Use anomaly detection with AWS Glue to improve data quality (preview)

We are launching a preview of a new AWS Glue Data Quality feature that will help to improve your data quality by using machine learning to detect statistical anomalies and unusual patterns. You get deep insights into data quality issues, data quality scores, and recommendations for rules that you can use to continuously monitor for anomalies, all without having to write any code. Data quality counts AWS customers already build data integration pipelines to extract and transform data. They set up data quality rules to ensure that the resulting data is of high quality and can be used to make accurate business decisions. In many cases, these rules assess the data based on criteria that were chosen and locked in…

Use Amazon CloudWatch to consolidate hybrid, multicloud, and on-premises metrics

You can now consolidate metrics from your hybrid, multicloud, and on-premises data sources using Amazon CloudWatch and process them in a consistent, unified fashion. You can query, visualize, and alarm on any and all of the metrics, regardless of their source. In addition to giving you a unified view, this new feature will help you to identify trends and issues that span multiple parts and aspects of your infrastructure. When I first heard about this new feature, I thought, “Wait, I can do that with PutMetricData, what’s the big deal?” Quite a bit, as it turns out. PutMetricData stores the metrics in CloudWatch, but this cool new feature fetches them on demand, directly from the source. Instead of storing data,…

Announcing cross-region data replication for Amazon WorkSpaces

You can now use cross-region data replication to provide business continuity for your Amazon WorkSpaces users. Snapshots are taken every 12 hours, replicated to the desired destination region, and are used to provide a recovery point objective (RPO) of 12-24 hours. Multi-Region Resilience Review In her 2022 post Advancing business continuity with Amazon WorkSpaces Multi-Region Resilience, my colleague Ariel introduced you to the initial version of this feature and showed you how to use it to set up standby virtual desktops available for your users. After it has been set up, users log in with Amazon WorkSpaces registration codes that include fully qualified domain names (FQDNs). If the WorkSpaces in the primary region are unavailable, the users are redirected to…

New – Long-Form voices for Amazon Polly

We are launching three new voices for Polly. Powered by a new long-form engine, the voices are natural and expressive, with appropriate pauses, emphasis, and tone. New Voices The new long-form voices are perfect for blog posts, news articles, training videos, and marketing content. The underlying Machine Learning model extracts meaning from the text, learning about speech segments, prosody (the pattern of rhythm and pauses), intonation, and other aspects of expressive speech, allowing the synthesized audio to express emotions, especially in dialogs. The new long-form engine uses a deep learning text-to-speech (TTS) model trained to acquire a contextual understanding of the text that allows it to express prosody in an appropriate way. This allows the intention of the story to…