Remove Broadcasting Remove Cost-Benefit Remove Optimization
article thumbnail

Accelerate Amazon Redshift Data Lake queries with AWS Glue Data Catalog Column Statistics

AWS Big Data

Over the last year, Amazon Redshift added several performance optimizations for data lake queries across multiple areas of query engine such as rewrite, planning, scan execution and consuming AWS Glue Data Catalog column statistics. Some of the queries in our benchmark experienced up to 12x speed up.

Data Lake 102
article thumbnail

Amazon EMR 7.1 runtime for Apache Spark and Iceberg can run Spark workloads 2.7 times faster than Apache Spark 3.5.1 and Iceberg 1.5.2

AWS Big Data

In this post, we explore the performance benefits of using the Amazon EMR runtime for Apache Spark and Apache Iceberg compared to running the same workloads with open source Spark 3.5.1 Additionally, the cost efficiency improves by 2.2 times, with the total cost decreasing from $16.09 on Iceberg tables. In Run Apache Spark 3.5.1

Insiders

Sign Up for our Newsletter

This site is protected by reCAPTCHA and the Google Privacy Policy and Terms of Service apply.

article thumbnail

Filter more pay less with the latest Cloudera Data Warehouse runtime!

Cloudera

One of the most effective ways to improve performance and minimize cost in database systems today is by avoiding unnecessary work, such as data reads from the storage layer (e.g., MapJoins can directly benefit from the probedecode feature. Introduction. className: VectorMapJoinInnerBigOnlyLongOperator. Performance.

article thumbnail

New AI Advances Increase User Reach with Advanced Targeting

Smart Data Collective

A growing number of marketers are using AI to optimize and automate marketing campaigns in fantastic ways. Jason Hall, Founder and CEO of FiveChannels described some of the phenomenal benefits of leveraging AI in digital marketing in a post in Forbes. There are a number of benefits of using AI for improved targeting.

article thumbnail

Improve OpenSearch Service cluster resiliency and performance with dedicated coordinator nodes

AWS Big Data

When you send requests to your OpenSearch Service domain, the request is broadcast to the nodes with shards that will process that request. The term and multi-term aggregations also benefit from the addition of coordinator nodes. We recommend using CPU optimized instances of a size similar to that of the data nodes.

Metrics 108
article thumbnail

AI Advances Are Reshaping Video Streaming Protocols

Smart Data Collective

Some of the largest video streaming services, such as Netflix and Hulu use AI to provide the highest quality video streaming benefits to their customers. To optimize your viewing experience, online video transmission uses streaming-specific and HTTP-based protocols. Cost Depending on the protocol, you might incur licensing fees.

article thumbnail

Asset management vs. parts inventory management: What’s the difference?

IBM Big Data Hub

Here are some of the benefits of effective asset management software: Centralized asset information: Maintenance workers need to know where an asset is and how it’s performing at all times. In order to do this, many use a computerized maintenance management system (CMMS) as part of their overall EAM approach.