# Amazon S3 Tables

Published articles for Amazon S3 Tables.

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## Automate replenishment with MMF, Databricks Genie, and Amazon Quick

DevFeed: [Automate replenishment with MMF, Databricks Genie, and Amazon Quick](<https://devfeed.tech/articles/automate-replenishment-with-mmf-databricks-genie-and-amazon-quick-21547.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/machine-learning/automate-replenishment-with-mmf-databricks-genie-and-amazon-quick/>)

Author: Venkatavaradhan Viswanathan

Published: 2026-09-14T15:42:06Z

Content type: article

Language: en

Sources: [Artificial Intelligence](<https://devfeed.tech/sources/artificial-intelligence.md>)

Topics: [databricks](<https://devfeed.tech/topics/databricks.md>), [Amazon S3 Tables](<https://devfeed.tech/topics/amazon-s3-tables.md>), [Amazon S3](<https://devfeed.tech/topics/amazon-s3.md>), [Automation](<https://devfeed.tech/topics/automation.md>), [foundation-models](<https://devfeed.tech/topics/foundation-models.md>), [API](<https://devfeed.tech/topics/api.md>)

Tags: [advanced-300](<https://devfeed.tech/tags/advanced-300.md>), [amazon-quick-suite](<https://devfeed.tech/tags/amazon-quick-suite.md>), [amazon-s3](<https://devfeed.tech/tags/amazon-s3.md>), [amazon-s3-tables](<https://devfeed.tech/tags/amazon-s3-tables.md>), [api](<https://devfeed.tech/tags/api.md>), [automation](<https://devfeed.tech/tags/automation.md>), [databricks](<https://devfeed.tech/tags/databricks.md>), [foundation-models](<https://devfeed.tech/tags/foundation-models.md>), [machine-learning](<https://devfeed.tech/tags/machine-learning.md>), [retail](<https://devfeed.tech/tags/retail.md>), [technical-how-to](<https://devfeed.tech/tags/technical-how-to.md>)

### AI overview

This technical walkthrough presents an unattended replenishment workflow for retail. Databricks Many Model Forecasting uses Chronos-2 to predict seven-day demand for each SKU, Databricks Genie detects demand surges, and Amazon Quick reconciles those surges with supplier availability in Amazon S3 Tables. The workflow places routine purchase orders through a Supplier Order API and escalates cases without a suitable single supplier for human review.

### Source excerpt

Foundation models made catalog-wide demand forecasting easy; the hard part is now acting on the forecast. This post builds a closed detect-decide-act loop on Databricks and Amazon Quick that reconciles demand surges against live supplier availability and places replenishment orders unattended, escalating to a human only when no supplier can cover a surge.

## Run DuckDB analytics on your Amazon DynamoDB data with zero-ETL

DevFeed: [Run DuckDB analytics on your Amazon DynamoDB data with zero-ETL](<https://devfeed.tech/articles/run-duckdb-analytics-on-your-amazon-dynamodb-data-with-zero-etl-4709.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/database/run-duckdb-analytics-on-your-amazon-dynamodb-data-with-zero-etl/>)

Author: Lee Hannigan

Published: 2026-09-11T14:53:57Z

Content type: tutorial

Language: en

Sources: [AWS Database Blog](<https://devfeed.tech/sources/aws-database-blog.md>)

Topics: [Databases](<https://devfeed.tech/topics/databases.md>), [Amazon S3](<https://devfeed.tech/topics/amazon-s3.md>), [Apache Iceberg](<https://devfeed.tech/topics/apache-iceberg.md>), [AWS Lambda](<https://devfeed.tech/topics/aws-lambda.md>), [AWS IAM](<https://devfeed.tech/topics/aws-iam.md>), [Latency](<https://devfeed.tech/topics/latency.md>)

Tags: [advanced-300](<https://devfeed.tech/tags/advanced-300.md>), [amazon-dynamodb](<https://devfeed.tech/tags/amazon-dynamodb.md>), [amazon-s3-tables](<https://devfeed.tech/tags/amazon-s3-tables.md>), [analytics](<https://devfeed.tech/tags/analytics.md>), [apache-iceberg](<https://devfeed.tech/tags/apache-iceberg.md>), [aws-lambda](<https://devfeed.tech/tags/aws-lambda.md>), [duckdb](<https://devfeed.tech/tags/duckdb.md>), [how-to](<https://devfeed.tech/tags/how-to.md>), [iam](<https://devfeed.tech/tags/iam.md>), [integration](<https://devfeed.tech/tags/integration.md>), [sql](<https://devfeed.tech/tags/sql.md>), [technical-how-to](<https://devfeed.tech/tags/technical-how-to.md>)

### AI overview

This tutorial explains how to run ad hoc SQL analytics on Amazon DynamoDB data with DuckDB through a zero-ETL replication flow.

### Source excerpt

Run ad hoc SQL analytics on your Amazon DynamoDB data with DuckDB. A zero-ETL integration replicates your table into Apache Iceberg tables on Amazon S3 Tables, and an AWS Lambda function running DuckDB serves SQL queries through an IAM-authorized function URL.

## AWS Weekly Roundup: Price reduction of GPT models in Bedrock, CloudWatch managed collectors for Prometheus metrics, and more (August 3, 2026)

DevFeed: [AWS Weekly Roundup: Price reduction of GPT models in Bedrock, CloudWatch managed collectors for Prometheus metrics, and more (August 3, 2026)](<https://devfeed.tech/articles/aws-weekly-roundup-price-reduction-of-gpt-models-in-bedrock-cloudwatch-managed-collectors-for-prometheus-metrics-and-more-august-3-2026-4616.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/aws/aws-weekly-roundup-price-reduction-of-gpt-models-in-bedrock-cloudwatch-managed-collectors-for-prometheus-metrics-and-more-august-3-2026/>)

Author: Micah Walter

Published: 2026-08-03T16:12:30Z

Content type: news

Language: en

Sources: [AWS News Blog](<https://devfeed.tech/sources/aws-news-blog.md>)

Topics: [AI, ML & Data Engineering](<https://devfeed.tech/topics/ai-ml-data-engineering.md>), [telemetry](<https://devfeed.tech/topics/telemetry.md>), [networking](<https://devfeed.tech/topics/networking.md>), [Amazon EC2](<https://devfeed.tech/topics/amazon-ec2.md>), [Amazon Elastic Kubernetes Service](<https://devfeed.tech/topics/amazon-elastic-kubernetes-service.md>), [Amazon OpenSearch Service](<https://devfeed.tech/topics/amazon-opensearch-service.md>)

Tags: [amazon-bedrock](<https://devfeed.tech/tags/amazon-bedrock.md>), [amazon-cloudwatch](<https://devfeed.tech/tags/amazon-cloudwatch.md>), [amazon-s3-tables](<https://devfeed.tech/tags/amazon-s3-tables.md>), [aws](<https://devfeed.tech/tags/aws.md>), [aws-iam-identity-center](<https://devfeed.tech/tags/aws-iam-identity-center.md>), [bedrock](<https://devfeed.tech/tags/bedrock.md>), [cloud-networking](<https://devfeed.tech/tags/cloud-networking.md>), [gpt](<https://devfeed.tech/tags/gpt.md>), [inference](<https://devfeed.tech/tags/inference.md>), [observability](<https://devfeed.tech/tags/observability.md>), [openai](<https://devfeed.tech/tags/openai.md>), [prometheus](<https://devfeed.tech/tags/prometheus.md>), [week-in-review](<https://devfeed.tech/tags/week-in-review.md>)

### AI overview

AWS weekly roundup covering lower Amazon Bedrock pricing for OpenAI GPT-5.6 models, managed Prometheus metric collection in CloudWatch, and Oracle Cloud Infrastructure connectivity through AWS Interconnect.

### Source excerpt

Last week I had the joy of participating in Amazon's "Bring Your Kids to Work Day" with my 7 year old son. We commuted together into the New York City office, his first real rush hour train ride, and spent the day exploring how Amazon uses AI, machine learning, and robotics to deliver packages to [...]