Category: Advanced (300)

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 […]

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 […]

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 […]

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 […]

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 […]

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 […]

AWS Glue now offers integration with Git, an open-source version control system widely used across the developer community. Thanks to this integration, you can incorporate your existing DevOps practices on AWS Glue jobs. AWS Glue is a serverless data integration service that helps you create jobs based on Apache Spark or Python to perform extract, […]

Today, many companies are building real-time applications to improve their customer experience and get immediate insights from their data before it loses its value. As the result, companies have been facing increasing demand to provide data streaming services such as Apache Kafka for developers. To meet this demand, companies typically start with a small- or […]

August 30, 2023: Amazon Kinesis Data Analytics has been renamed to Amazon Managed Service for Apache Flink. Read the announcement in the AWS News Blog and learn more. Stream data processing allows you to act on data in real time. Real-time data analytics can help you have on-time and optimized responses while improving overall customer […]

April 2025: After careful consideration, we have made the decision to close new customer access to AWS CodeCommit, effective July 25, 2024. AWS CodeCommit existing customers can continue to use the service as normal. AWS continues to invest in security, availability, and performance improvements for AWS CodeCommit, but we do not plan to introduce new […]