AWS Big Data Blog

Category: Foundational (100)

Architecture Diagram

Federate IAM-based single sign-on to Amazon Redshift role-based access control with Okta

Amazon Redshift accelerates your time to insights with fast, easy, and secure cloud data warehousing at scale. Tens of thousands of customers rely on Amazon Redshift to analyze exabytes of data and run complex analytical queries. You can use your preferred SQL clients to analyze your data in an Amazon Redshift data warehouse. Connect seamlessly by […]

Improve performance of workloads containing repetitive scan filters with multidimensional data layout sort keys in Amazon Redshift

Amazon Redshift, a widely used cloud data warehouse, has evolved significantly to meet the performance requirements of the most demanding workloads. This post covers one such new feature—the multidimensional data layout sort key. Amazon Redshift now improves your query performance by supporting multidimensional data layout sort keys, which is a new type of sort key […]

Build multi-layer maps in Amazon OpenSearch Service

With the release of Amazon OpenSearch Service 2.5, you can create maps with multiple layers to visualize your geographical data. You can build each layer from a different index pattern to separate data sources. Organizing the map in layers makes it more straightforward to visualize, view, and analyze geographical data. The layering also helps fetch […]

Using Experian identity resolution with AWS Clean Rooms to achieve higher audience activation match rates

This is a guest post co-written with Tyler Middleton, Experian Senior Partner Marketing Manager, and Jay Rakhe, Experian Group Product Manager. As the data privacy landscape continues to evolve, companies are increasingly seeking ways to collect and manage data while protecting privacy and intellectual property. First party data is more important than ever for companies […]

Deploy Amazon OpenSearch Serverless with Terraform

This post demonstrates how to use Terraform to create, deploy, and clean up OpenSearch Serverless infrastructure.. Amazon OpenSearch Serverless provides the search and analytical functionality of OpenSearch without the manual overhead of configuring, managing, and scaling OpenSearch clusters. It automatically scales the resources based on your workload, and you only pay for the resources consumed. Managing OpenSearch Serverless is simple, but with infrastructure as code (IaC) software like Terraform, you can simplify your resource management even more.

Monitoring Amazon OpenSearch Serverless using AWS User Notifications

Amazon OpenSearch Serverless is a serverless deployment option for Amazon OpenSearch Service that makes it simple for you to run search and analytics workloads without having to think about infrastructure management. The compute capacity used for data ingestion, and search and query in OpenSearch Serverless is measured in OpenSearch Compute Units (OCUs). Customers can configure […]

Try semantic search with the Amazon OpenSearch Service vector engine

Amazon OpenSearch Service has long supported both lexical and vector search, since the introduction of its kNN plugin in 2020. With recent developments in generative AI, including AWS’s launch of Amazon Bedrock earlier in 2023, you can now use Amazon Bedrock-hosted models in conjunction with the vector database capabilities of OpenSearch Service, allowing you to implement semantic search, retrieval augmented generation (RAG), recommendation engines, and rich media search based on high-quality vector search. The recent launch of the vector engine for Amazon OpenSearch Serverless makes it even easier to deploy such solutions.

Amazon OpenSearch Service’s vector database capabilities explained

Using Amazon OpenSearch Service’s vector database capabilities, you can implement semantic search, Retrieval Augmented Generation (RAG) with LLMs, recommendation engines, and search in rich media. Learn how.

Accelerate onboarding and seamless integration with ThoughtSpot using Amazon Redshift partner integration

Amazon Redshift is a fast, petabyte-scale cloud data warehouse that makes it simple and cost-effective to analyze all of your data using standard SQL. Tens of thousands of customers today rely on Amazon Redshift to analyze exabytes of data and run complex analytical queries, making it the most widely used cloud data warehouse. You can […]

Alexa Smart Properties creates value for hospitality, senior living, and healthcare properties with Amazon QuickSight Embedded

This is a guest post by Preet Jassi from Alexa Smart Properties. Alexa Smart Properties (ASP) is powered by a set of technologies that property owners, property managers, and third-party solution providers can use to deploy and manage Alexa-enabled devices at scale. Alexa can simplify tasks like playing music, controlling lights, or communicating with on-site […]