AWS Big Data Blog
Category: Expert (400)
Ingest streaming data to Apache Hudi tables using AWS Glue and Apache Hudi DeltaStreamer
In today’s world with technology modernization, the need for near-real-time streaming use cases has increased exponentially. Many customers are continuously consuming data from different sources, including databases, applications, IoT devices, and sensors. Organizations may need to ingest that streaming data into data lakes built on Amazon Simple Storage Service (Amazon S3). You may also need […]
Best practices to optimize cost and performance for AWS Glue streaming ETL jobs
AWS Glue streaming extract, transform, and load (ETL) jobs allow you to process and enrich vast amounts of incoming data from systems such as Amazon Kinesis Data Streams, Amazon Managed Streaming for Apache Kafka (Amazon MSK), or any other Apache Kafka cluster. It uses the Spark Structured Streaming framework to perform data processing in near-real […]
Dynamically scale up storage on Amazon EMR clusters
February 2025: The bootstrap action script in this blog post uses IMDS v1 for accessing EC2 instance metadata. The script does not support IMDS v2 and cannot be used in an AWS account which has IMDS v2 enforced across the account. Using the script in an IMDS v2 enabled account will cause issues and unexpected […]


