AWS Big Data Blog
Category: Advanced (300)
Use an event-driven architecture to build a data mesh on AWS
In this post, we take the data mesh design discussed in Design a data mesh architecture using AWS Lake Formation and AWS Glue, and demonstrate how to initialize data domain accounts to enable managed sharing; we also go through how we can use an event-driven approach to automate processes between the central governance account and […]
Field-level security in Amazon OpenSearch Service
Amazon OpenSearch Service is fully open-source search and analytics engine that securely unlocks real-time search, monitoring, and analysis of business and operational data for use cases like application monitoring, log analytics, observability, and website search. But what if you have personal identifiable information (PII) data in your log data? How do you control and audit […]
Microservice observability with Amazon OpenSearch Service part 1: Trace and log correlation
Modern enterprises are increasingly adopting microservice architectures and moving away from monolithic structures. Although microservices provide agility in development and scalability, and encourage use of polyglot systems, they also add complexity. Troubleshooting distributed services is hard because the application behavioral data is distributed across multiple machines. Therefore, in order to have deep insights to troubleshoot […]
Simplify data analysis and collaboration with SQL Notebooks in Amazon Redshift Query Editor V2.0
Amazon Redshift Query Editor V2.0 is a web-based analyst workbench that you can use to author and run queries on your Amazon Redshift data warehouse. You can visualize query results with charts, and explore, share, and collaborate on data with your teams in SQL through a common interface. With SQL Notebooks, Amazon Redshift Query Editor […]
Use MSK Connect for managed MirrorMaker 2 deployment with IAM authentication
March 2025: This post was reviewed and updated for accuracy. MSK Replicator now makes it easier to set up cross-Region and same-Region replication without running MirrorMaker 2. Read AWS News Blog to learn more. In this post, we show how to use MSK Connect for MirrorMaker 2 deployment with AWS Identity and Access Management (IAM) authentication. We create […]
Simplify semi-structured nested JSON data analysis with AWS Glue DataBrew and Amazon QuickSight
As the industry grows with more data volume, big data analytics is becoming a common requirement in data analytics and machine learning (ML) use cases. Data comes from many different sources in structured, semi-structured, and unstructured formats. For semi-structured data, one of the most common lightweight file formats is JSON. However, due to the complex […]
Automate Amazon Redshift Serverless data warehouse management using AWS CloudFormation and the AWS CLI
Amazon Redshift Serverless makes it simple to run and scale analytics without having to manage the instance type, instance size, lifecycle management, pausing, resuming, and so on. It automatically provisions and intelligently scales data warehouse compute capacity to deliver fast performance for even the most demanding and unpredictable workloads, and you pay only for what […]
Ingest VPC flow logs into Splunk using Amazon Kinesis Data Firehose
February 9, 2024: Amazon Kinesis Data Firehose has been renamed to Amazon Data Firehose. Read the AWS What’s New post to learn more. December 2023: This post was reviewed and updated to remove the dependency on the AWS Lambda function according to the latest version in Splunk AWS Add-on (7.3.0). In September 2017, during the […]
Introducing runtime roles for Amazon EMR steps: Use IAM roles and AWS Lake Formation for access control with Amazon EMR
You can use the Amazon EMR Steps API to submit Apache Hive, Apache Spark, and others types of applications to an EMR cluster. You can invoke the Steps API using Apache Airflow, AWS Steps Functions, the AWS Command Line Interface (AWS CLI), all the AWS SDKs, and the AWS Management Console. Jobs submitted with the […]
Get started with Apache Hudi using AWS Glue by implementing key design concepts – Part 1
Many organizations build data lakes on Amazon Simple Storage Service (Amazon S3) using a modern architecture for a scalable and cost-effective solution. Open-source storage formats like Parquet and Avro are commonly used, and data is stored in these formats as immutable files. As the data lake is expanded to additional use cases, there are still […]









