Smart Data Collective

JUNE 6, 2021

If your company deals with hundreds or thousands of customers, optimal productivity, budgeting and customer satisfaction should be at the top of your priority list. Achieving your company’s target goals can, however, be difficult if you’re unable to access all the relevant and useful data your business has. What is big data?

Big Data 137

Big Data Data Analytics Analytics Cost-Benefit 137

Smart Data Collective

DECEMBER 22, 2021

Big data technology is one of the most important forms of technology that new startups must use to gain a competitive edge. The success of your startup might depend on your ability to use big data to your full advantage. The right data strategy can help your startup become profitable.

Big Data 145

Big Data Data mining Data-driven Predictive Analytics 145

Smart Data Collective

MAY 18, 2022

Data analytics is an invaluable part of the modern product development process. Companies are using big data for a variety of purposes. Advances in data analytics have raised the bar with QA standards. Companies need to invest in higher quality data analytics solutions to make the most of their QA methodologies.

Testing 126

Testing Data Analytics Analytics Big Data 126

AWS Big Data

DECEMBER 27, 2024

Amazon EMR on EC2 , Amazon EMR Serverless , Amazon EMR on Amazon EKS , Amazon EMR on AWS Outposts and AWS Glue all use the optimized runtimes. This is a further 32% increase from the optimizations shipped in Amazon EMR 7.1 Benchmark tests for the EMR runtime for Spark and Iceberg were conducted on Amazon EMR 7.5 on EC2 clusters.

Cost-Benefit 104

Cost-Benefit Testing Metrics Optimization 104

Smart Data Collective

DECEMBER 9, 2021

Big data technology has transformed the web design and e-commerce professions in recent years. Big data has been especially valuable in the field of user experience optimization. Big data has been especially valuable in the field of user experience optimization. Big Data is Vital to UX Design.

Big Data 145

Big Data Visualization Data-driven Optimization 145

Smart Data Collective

FEBRUARY 9, 2022

Luckily, there are a few analytics optimization strategies you can use to make life easy on your end. Let’s dive right into how DirectX visualization can boost analytics and facilitate testing for you as an Algo-trader, quant fund manager, etc. So, how can DirectX visualization improve your analytics and testing as a trader?

Visualization 145

Visualization Optimization Analytics Testing 145

AWS Big Data

OCTOBER 9, 2024

We outline cost-optimization strategies and operational best practices achieved through a strong collaboration with their DevOps teams. We also discuss a data-driven approach using a hackathon focused on cost optimization along with Apache Spark and Apache HBase configuration optimization. x) release.

Optimization 127

Optimization Testing Data-driven Strategy 127

Smart Data Collective

JUNE 14, 2022

Big data technology is disrupting almost every industry in the modern economy. Global businesses are projected to spend over $103 billion on big data by 2027. While many industries benefit from the growing use of big data, online businesses are among those most affected. You can check them out below!

Big Data 122

Big Data Data mining Metrics Sales 122

Smart Data Collective

SEPTEMBER 16, 2022

Big data technology is shaping the future of healthcare. Global healthcare companies are projected to spend over $105 billion on big data by 2030. One of the biggest benefits of big data in healthcare has been in the field of virtual healthcare. This makes it easier to make more informed diagnoses.

Big Data 124

Big Data Cost-Benefit IoT Consulting 124

AWS Big Data

JANUARY 9, 2025

Iceberg offers distinct advantages through its metadata layer over Parquet, such as improved data management, performance optimization, and integration with various query engines. Having chosen Amazon S3 as our storage layer, a key decision is whether to access Parquet files directly or use an open table format like Iceberg.

Metadata 109

Metadata Snapshot Cost-Benefit Optimization 109

CIO Business Intelligence

JUNE 14, 2023

Data and big data analytics are the lifeblood of any successful business. Getting the technology right can be challenging but building the right team with the right skills to undertake data initiatives can be even harder — a challenge reflected in the rising demand for big data and analytics skills and certifications.

Big Data 126

Big Data Data Analytics Analytics Predictive Modeling 126

AWS Big Data

NOVEMBER 27, 2024

By using dbt Cloud for data transformation, data teams can focus on writing business rules to drive insights from their transaction data to respond effectively to critical, time sensitive events. The transactional data from this website is loaded into an Aurora MySQL 3.05.0 (or Choose Test Connection.

Data Warehouse 108

Data Warehouse Analytics Testing Sales 108

AWS Big Data

NOVEMBER 22, 2024

Now, with support for dbt Cloud, you can access a managed, cloud-based environment that automates and enhances your data transformation workflows. This upgrade allows you to build, test, and deploy data models in dbt with greater ease and efficiency, using all the features that dbt Cloud provides.

Data Lake 102

Data Lake Data Warehouse Cost-Benefit Data Transformation 102

AWS Big Data

DECEMBER 5, 2024

As the use of Hydro grows within REA, it’s crucial to perform capacity planning to meet user demands while maintaining optimal performance and cost-efficiency. To address this, we used the AWS performance testing framework for Apache Kafka to evaluate the theoretical performance limits.

Metrics 97

Metrics Dashboards Testing Optimization 97

AWS Big Data

NOVEMBER 8, 2024

However, it also offers additional optimizations that you can use to further improve this performance and achieve even faster query response times from your data warehouse. One such optimization for reducing query runtime is to precompute query results in the form of a materialized view.

Data Lake 104

Data Lake Data Warehouse Optimization Testing 104

AWS Big Data

NOVEMBER 22, 2024

Testing these upgrades involves running the application and addressing issues as they arise. Each test run may reveal new problems, resulting in multiple iterations of changes. About the Authors Noritaka Sekiyama is a Principal Big Data Architect on the AWS Glue team. Python 3.7) to Spark 3.3.0 to version 4.0.

Cost-Benefit 104

Cost-Benefit Data-driven Software Testing 104

AWS Big Data

NOVEMBER 17, 2023

Starting today, the Athena SQL engine uses a cost-based optimizer (CBO), a new feature that uses table and column statistics stored in the AWS Glue Data Catalog as part of the table’s metadata. Let’s discuss some of the cost-based optimization techniques that contributed to improved query performance.

Optimization 128

Optimization Statistics Metadata Data Lake 128

AWS Big Data

OCTOBER 3, 2023

In our previous post Improve operational efficiencies of Apache Iceberg tables built on Amazon S3 data lakes , we discussed how you can implement solutions to improve operational efficiencies of your Amazon Simple Storage Service (Amazon S3) data lake that is using the Apache Iceberg open table format and running on the Amazon EMR big data platform.

Optimization 125

Optimization Snapshot Data Lake Metadata 125

O'Reilly on Data

SEPTEMBER 19, 2023

Each time, the underlying implementation changed a bit while still staying true to the larger phenomenon of “Analyzing Data for Fun and Profit.” ” They weren’t quite sure what this “data” substance was, but they’d convinced themselves that they had tons of it that they could monetize.

Machine Learning 342

Machine Learning Testing Modeling Cost-Benefit 342

Smart Data Collective

NOVEMBER 29, 2022

Data analytics technology has had a profound effect on the nature of customer engagement. Analytics is especially important for companies trying to optimize their online presence. Website optimization is absolutely vital for any brand striving to do business online. Data Analytics is Vital for Providing a Great User Experience.

Optimization 124

Optimization Data Analytics Analytics Analytics Technologies 124

AWS Big Data

APRIL 28, 2023

One of the most common questions we get from customers is how to effectively monitor and optimize costs on AWS Glue for Spark. The diversity of features and pricing options for AWS Glue offers the flexibility to effectively manage the cost of your data workloads and still keep the performance and capacity as per your business needs.

Optimization 120

Optimization Metrics Interactive Data Integration 120

AWS Big Data

NOVEMBER 19, 2024

Customers maintain multiple MWAA environments to separate development stages, optimize resources, manage versions, enhance security, ensure redundancy, customize settings, improve scalability, and facilitate experimentation. micro, remember to monitor its performance using the recommended metrics to maintain optimal operation.

Metadata 109

Metadata Cost-Benefit Metrics Optimization 109

Smart Data Collective

JULY 9, 2023

There are many ways that data analytics can help e-commerce companies succeed. One benefit is that they can help with conversion rate optimization. Collecting Relevant Data for Conversion Rate Optimization Here is some vital data that e-commerce businesses need to collect to improve their conversion rates.

Optimization 97

Optimization Data Analytics Analytics Data-driven 97

AWS Big Data

JUNE 3, 2024

You can correlate the spikes in the WriteProvisionedThrougputExceeded metric to the IncomingBytes and IncomingRecords metrics to identify whether an application is getting throttled due to the size of data or the number of records written. Let’s look at a few tests we performed in a stream with two shards to illustrate various scenarios.

Optimization 125

Optimization Metrics Data Processing Testing 125

AWS Big Data

AUGUST 7, 2024

Amazon OpenSearch Service 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. In this post, we examine the OR1 instance type, an OpenSearch optimized instance introduced on November 29, 2023.

Optimization 113

Optimization Testing Management IT 113

IBM Big Data Hub

NOVEMBER 6, 2023

Security testing. Security testing requires developers to submit standard requests using an API client to assess the quality and correctness of system responses. Furthermore, AI-powered tools can automate API security testing protocols, identifying security gaps and risks more efficiently and effectively than manual testing.

Optimization 113

Optimization Testing Software Risk 113

AWS Big Data

JULY 11, 2024

Amazon OpenSearch Service introduced the OpenSearch Optimized Instances (OR1) , deliver price-performance improvement over existing instances. For more details about OR1 instances, refer to Amazon OpenSearch Service Under the Hood: OpenSearch Optimized Instances (OR1). OR1 instances use a local and a remote store.

Optimization 113

Optimization Metrics Data Processing Snapshot 113

Rocket-Powered Data Science

JUNE 17, 2022

Here is a list of my top moments, learnings, and musings from this year’s Splunk.conf : Observability for Unified Security with AI (Artificial Intelligence) and Machine Learning on the Splunk platform empowers enterprises to operationalize data for use-case-specific functionality across shared datasets. is here, now!

Machine Learning 238

Machine Learning Recreation/Entertainment Risk Business Objectives 238

Smart Data Collective

OCTOBER 15, 2021

We have talked about the benefits of using big data in web design. One of the most important benefits of data analytics is improving user experience. Jenny Booth highlighted this in her post Data-informed design: Getting started with UX analytics. Big Data is Crucial for Improving Online User Experience.

Data-driven 136

Data-driven Advertising Big Data Optimization 136

DataKitchen

NOVEMBER 18, 2021

For several years now, the elephant in the room has been that data and analytics projects are failing. Gartner estimated that 85% of big data projects fail. We surveyed 600 data engineers , including 100 managers, to understand how they are faring and feeling about the work that they are doing. They are process problems.

Testing 246

Testing Data Governance Measurement Software 246

AWS Big Data

OCTOBER 4, 2023

Amazon EMR with Spot Instances allows you to reduce costs for running your big data workloads on AWS. Spot Instances are best suited for running stateless and fault-tolerant big data applications such as Apache Spark with Amazon EMR, which are resilient against Spot node interruptions. inventory ,tpcds.sf100.item

Big Data 111

Big Data Optimization Data-driven Management 111

Smart Data Collective

JUNE 29, 2022

Big data technology is leading to a lot of changes in the field of marketing. A growing number of marketers are exploring the benefits of big data as they strive to improve their branding and outreach strategies. Email marketing is one of the disciplines that has been heavily touched by big data.

B2B 124

B2B Data-driven Marketing Strategy 124

AWS Big Data

SEPTEMBER 10, 2024

With the launch of Amazon Redshift Serverless and the various provisioned instance deployment options , customers are looking for tools that help them determine the most optimal data warehouse configuration to support their Amazon Redshift workloads. The following image shows the process flow.

Testing 109

Testing Snapshot Data Warehouse Metrics 109

Smart Data Collective

OCTOBER 21, 2021

Big data has touched almost every facet of our lives. It should be no surprise that the video gaming industry has been heavily influenced by developments in data technology. There are a number of potential opportunities to utilize big data in video games. Big data technology has helped immensely in recent years.

Big Data 142

Big Data Advertising Testing Cost-Benefit 142

AWS Big Data

SEPTEMBER 11, 2024

The release happens across four environments – Development, Testing, UAT and Production – deployed through DevOps discipline, thus enabling shorter turnaround time to ever-changing user requirements and upstream data source changes. In his spare time, he likes reading, exploring new places and watching movies.

Data Architecture 109

Data Architecture Optimization Data Warehouse Metadata 109

AWS Big Data

NOVEMBER 19, 2024

You can now test the newly created application by running the following command: npm run dev By default, the application is available on port 5173 on your local machine. All Data This tab contains a table that contains all the rows and columns in the table (the unfiltered data).

Data Processing 97

Data Processing Metadata Publishing Testing 97

AWS Big Data

DECEMBER 17, 2024

First query response times for dashboard queries have significantly improved by optimizing code execution and reducing compilation overhead. We have enhanced autonomics algorithms to generate and implement smarter and quicker optimal data layout recommendations for distribution and sort keys, further optimizing performance.

Data Lake 98

Data Lake Data Warehouse Data-driven Optimization 98