AWS Big Data Blog
Category: Amazon OpenSearch Service
Migrate from Apache Solr to OpenSearch
OpenSearch is an open source, distributed search engine suitable for a wide array of use-cases such as ecommerce search, enterprise search (content management search, document search, knowledge management search, and so on), site search, application search, and semantic search. It’s also an analytics suite that you can use to perform interactive log analytics, real-time application […]
Building a scalable streaming data platform that enables real-time and batch analytics of electric vehicles on AWS
The automobile industry has undergone a remarkable transformation because of the increasing adoption of electric vehicles (EVs). EVs, known for their sustainability and eco-friendliness, are paving the way for a new era in transportation. As environmental concerns and the push for greener technologies have gained momentum, the adoption of EVs has surged, promising to reshape […]
How Zurich Insurance Group built a log management solution on AWS
This post is written in collaboration with Clarisa Tavolieri, Austin Rappeport and Samantha Gignac from Zurich Insurance Group. The growth in volume and number of logging sources has been increasing exponentially over the last few years, and will continue to increase in the coming years. As a result, customers across all industries are facing multiple […]
Protein similarity search using ProtT5-XL-UniRef50 and Amazon OpenSearch Service
A protein is a sequence of amino acids that, when chained together, creates a 3D structure. This 3D structure allows the protein to bind to other structures within the body and initiate changes. This binding is core to the working of many drugs. A common workflow within drug discovery is searching for similar proteins, because […]
Improve your Amazon OpenSearch Service performance with OpenSearch Optimized Instances
Amazon OpenSearch Service introduced the OpenSearch Optimized Instances (OR1), deliver price-performance improvement over existing instances. The newly introduced OR1 instances are ideally tailored for heavy indexing use cases like log analytics and observability workloads. OR1 instances use a local and a remote store. The local storage utilizes either Amazon Elastic Block Store (Amazon EBS) of […]
Introducing self-managed data sources for Amazon OpenSearch Ingestion
Enterprise customers increasingly adopt Amazon OpenSearch Ingestion (OSI) to bring data into Amazon OpenSearch Service for various use cases. These include petabyte-scale log analytics, real-time streaming, security analytics, and searching semi-structured key-value or document data. OSI makes it simple, with straightforward integrations, to ingest data from many AWS services, including Amazon DynamoDB, Amazon Simple Storage […]
Build a real-time streaming generative AI application using Amazon Bedrock, Amazon Managed Service for Apache Flink, and Amazon Kinesis Data Streams
Data streaming enables generative AI to take advantage of real-time data and provide businesses with rapid insights. This post looks at how to integrate generative AI capabilities when implementing a streaming architecture on AWS using managed services such as Managed Service for Apache Flink and Amazon Kinesis Data Streams for processing streaming data and Amazon Bedrock to utilize generative AI capabilities. We include a reference architecture and a step-by-step guide on infrastructure setup and sample code for implementing the solution with the AWS Cloud Development Kit (AWS CDK). You can find the code to try it out yourself on the GitHub repo.
Perform reindexing in Amazon OpenSearch Serverless using Amazon OpenSearch Ingestion
In this post, we outline the steps to copy data between two indexes in the same OpenSearch Serverless collection using the new OpenSearch source feature of OpenSearch Ingestion. This is particularly useful for reindexing operations where you want to change your data schema. OpenSearch Serverless and OpenSearch Ingestion are both serverless services that enable you to seamlessly handle your data workflows, providing optimal performance and scalability.
Build multimodal search with Amazon OpenSearch Service
Multimodal search enables both text and image search capabilities, transforming how users access data through search applications. Consider building an online fashion retail store: you can enhance the users’ search experience with a visually appealing application that customers can use to not only search using text but they can also upload an image depicting a […]
Ingest and analyze your data using Amazon OpenSearch Service with Amazon OpenSearch Ingestion
In today’s data-driven world, organizations are continually confronted with the task of managing extensive volumes of data securely and efficiently. Whether it’s customer information, sales records, or sensor data from Internet of Things (IoT) devices, the importance of handling and storing data at scale with ease of use is paramount. A common use case that […]