AWS Big Data

APRIL 25, 2024

However, as data volumes continue to grow, optimizing data layout and organization becomes crucial for efficient querying and analysis. AWS Glue allows you to define bucketing parameters, such as the number of buckets and the columns to bucket on, providing an optimized data layout for efficient querying with Athena.

Optimization 67

Optimization Data Lake Cost-Benefit Reporting 67

Cloudera

DECEMBER 20, 2022

With the right insights, energy production from renewable assets can be optimized and better predict the future of supply and demand. To cope with these changes in demand and avoid overloads distribution companies will have to invest in optimizing the grid, which may put pressure on profitability and cash flows. .

Optimization 80

Optimization Data Analytics Analytics Cost-Benefit 80

Rocket-Powered Data Science

JUNE 17, 2022

The dominant references everywhere to Observability was just the start of awesome brain food offered at Splunk’s.conf22 event. Reference ) The latest updates to the Splunk platform address the complexities of multi-cloud and hybrid environments, enabling cybersecurity and network big data functions (e.g., is here, now!

Machine Learning 238

Machine Learning Recreation/Entertainment Risk Business Objectives 238

AWS Big Data

MAY 23, 2024

Refer to Upgrading Applications and Flink Versions for more information about how to avoid any unexpected inconsistencies. The next recommended step is to test your application locally with the newly upgraded Apache Flink runtime. If you’re using Gradle, refer to How to use Gradle to configure your project.

Snapshot 88

Snapshot Management Testing Consulting 88

Jedox

JUNE 24, 2021

Marketing operations and sales operations, now often collectively referred to as revenue operations are now becoming the norm in organizations of all sizes. Maximizing business value through improved collaboration is key to long-term optimization of marketing and sales operations. Collaboration and integration are key.

Sales 95

Sales Marketing Optimization Metrics 95

AWS Big Data

SEPTEMBER 14, 2023

When an application operates with a parallelism higher than 1, multiple instances of each task—referred to as sub-tasks —enable parallel message consumption and processing. When testing the use of unaligned checkpoints, we recommend doing so with buffer debloating to prevent the state size from increasing. applications.

Snapshot 91

Snapshot Broadcasting Optimization Management 91

AWS Big Data

NOVEMBER 17, 2023

It also applies general software engineering principles like integrating with git repositories, setting up DRYer code, adding functional test cases, and including external libraries. In this post, we look into an optimal and cost-effective way of incorporating dbt within Amazon Redshift. For more information, refer SQL models.

Snapshot 94

Snapshot Data Processing Testing Data Warehouse 94

IBM Big Data Hub

JULY 10, 2023

Understanding vibrations Vibrations are multidimensional, so vibration testing requires an understanding of various parameters. Phase refers to the relative timing of the vibration waveform, typically measured in degrees. And since rotating and reciprocating components (e.g., motors, compressors, pumps, etc.)

Optimization 57

Optimization IT Measurement Cost-Benefit 57

AWS Big Data

MARCH 12, 2024

Our commitment to efficiency is unwavering, and we’ve undertaken an exciting initiative to optimize our batch processing jobs. In this journey, we have identified a structured approach that we refer to as the seven layers of improvement opportunities. This methodology has become our guide in the pursuit of efficiency.

Cost-Benefit 96

Cost-Benefit Optimization Big Data Metrics 96

CIO Business Intelligence

FEBRUARY 9, 2024

The two new features, namely a testing center and the provision of prompt engineering suggestions, are the fruit of significant investment in the company’s AI engineering team, said Claire Cheng, vice president of machine learning and AI engineering at Salesforce. Additionally, the tool can pick the best option from the different iterations.

Testing 131

Testing Enterprise Modeling Machine Learning 131

AWS Big Data

MARCH 22, 2024

When you use Trino on Amazon EMR or Athena, you get the latest open source community innovations along with proprietary, AWS developed optimizations. and Athena engine version 2, AWS has been developing query plan and engine behavior optimizations that improve query performance on Trino. Starting from Amazon EMR 6.8.0

Metadata 94

Metadata Statistics Broadcasting Optimization 94

CIO Business Intelligence

NOVEMBER 20, 2023

The inner loop comprises activities directly related to creating the software product: coding, building, and unit testing. The outer loop comprises activities related to putting the code into production: integration, testing, release, and deployment. This refers to assessing contributions to a team’s backlog.

Measurement 126

Measurement Metrics Software Testing 126

DataKitchen

SEPTEMBER 20, 2021

The best way to ensure error-free execution of data production is through automated testing and monitoring. The DataKitchen Platform enables data teams to integrate testing and observability into data pipeline orchestrations. Automated tests work 24×7 to ensure that the results of each processing stage are accurate and correct.

Testing 246

Testing Metrics Measurement Dashboards 246

AWS Big Data

MARCH 27, 2024

By testing the solution against key metrics, a POC provides insights that allow you to make an informed decision on the suitability of the technology for the intended use case. Complete the implementation tasks such as data ingestion and performance testing. Analyze the data and then optimize as necessary.

Testing 102

Testing Data Warehouse Metrics Cost-Benefit 102

CIO Business Intelligence

OCTOBER 13, 2023

They understand data modeling, including conceptualization and database optimization, and demonstrate a commitment to continuing education. According to Dataversity , good data architects have a solid understanding of the cloud, databases, and the applications and programs used by those databases.

Data Architecture 132

Data Architecture Data Warehouse Statistics Visualization 132

IBM Big Data Hub

NOVEMBER 24, 2023

While rebuild results in maximum benefit, there is a need for high degree of investment, whereas rehost is about moving applications and data as such to cloud without any optimization and this requires less investments while value is low. Subsequent phases are build and test and deploy to production.

Cost-Benefit 94

Cost-Benefit Testing Data-driven Enterprise 94

AWS Big Data

MAY 16, 2024

Refer to Creating an Apache Airflow web login token for more details. To learn more about the Airflow REST API and its various endpoints, refer to the Airflow documentation. Trigger auto scaling programmatically After you configure auto scaling, you might want to test how it behaves under simulated conditions.

Testing 93

Testing Interactive Metrics Management 93

AWS Big Data

MAY 18, 2023

at AWS re:Invent 2022, which includes many upgrades, such as the new optimized Apache Spark 3.3.0 For more details, refer to Spark Release 3.3.0 The upgrade also offers support for Bloom filters and skew optimization. For more information, refer to Spark Release 3.3.0. For more information, refer to ANSI Compliance.

Testing 80

Testing Data Lake Cost-Benefit Data Integration 80

IBM Big Data Hub

DECEMBER 18, 2023

RUM data is a critical component of optimizing the performance of online applications and services. There is really no substitute for real user experiences when it comes to optimizing real-world applications and services. Those test results are then sent to NS1 Connect for analysis. Discover what you can do with RUM data today.

IT 66

IT Metrics Optimization Testing 66

O'Reilly on Data

JUNE 15, 2023

The creators of generative AI systems and Large Language Models already have tools for monitoring, modifying, and optimizing them. And they are stress testing and “ red teaming ” them to uncover vulnerabilities. But exactly how this stress testing, post processing, and hardening works—or doesn’t—is mostly invisible to regulators.

Metrics 284

Metrics Reporting Measurement Finance 284

Cloudera

FEBRUARY 1, 2024

The other half of the equation requires your team’s emphasis to shift to sustained excellence in managing and optimizing your data ecosystem — better known as Day 2 operations. At Cloudera, our commitment to excellence extends beyond your deployment on Day 0 and Day 1, and into the critical phase of system maintenance and optimization.

Optimization 81

Optimization Measurement Testing Publishing 81

AWS Big Data

APRIL 25, 2024

Apache Airflow is an open source tool used to programmatically author, schedule, and monitor sequences of processes and tasks, referred to as workflows. Additionally, it enables cost optimization by aligning resources with specific use cases, making sure that expenses are well controlled. A VPC gateway endpointto Amazon S3.

Metadata 108

Metadata Data Processing Management Testing 108

AWS Big Data

NOVEMBER 27, 2023

You can read more about M7g features in New Graviton3-Based General Purpose (m7g) and Memory-Optimized (r7g) Amazon EC2 Instances. With compute making up a large portion of Kafka costs, customers wanted a way to optimize them further and see Graviton instances providing them the quickest path. Gbps up to 10 Gbps M7g.2xlarge

Cost-Benefit 101

Cost-Benefit Optimization Testing Management 101

IBM Big Data Hub

MAY 17, 2024

Optimized: Cloud environments are now working efficiently and every new use case follows the same foundation set forth by the organdization. Cloud security maturity model The optimization of security is paramount for any organization that moves to the cloud. Level 3 – Scale: Cloud-native strategy is now the preferred approach.

Modeling 93

Modeling Cost-Benefit Optimization Digital Transformation 93

AWS Big Data

AUGUST 21, 2023

In the Code section, choose Test. Keep the default values for the test event and run a quick test. For further details on domain storage and shard skew, refer to Node shard and storage skew. Refer to Demystifying Elasticsearch shard allocation for details related to shard size and shard count strategy.

Metrics 93

Metrics Testing Strategy Metadata 93

AWS Big Data

FEBRUARY 26, 2024

This allows for the uniform distribution of data across all partitions within your table, thereby enabling your applications to achieve optimal read and write throughput. The following screenshot shows an example of the table’s attributes and data provided for reference using the CQL editor. Choose the Test tab.

Dashboards 65

Dashboards Testing Metrics Optimization 65

AWS Big Data

APRIL 3, 2024

With its scalability, reliability, and ease of use, it’s a valuable solution for businesses seeking to optimize their data-driven decision-making processes and improve overall operational efficiency. You can easily create A/B testing with different templates for the same search.

Management 72

Management Testing Publishing Data-driven 72

datapine

OCTOBER 11, 2023

Being able to inform your strategies with actual facts instead of intuition will enable you to optimize your resources and ensure you are continuously improving. Therefore, it is essential to test different benchmarks and see what works best for your business. Achieving a perfect picking and packing cycle time is all about testing.

Metrics 217

Metrics KPI Management Cost-Benefit 217

AWS Big Data

JANUARY 30, 2023

The Amazon EMR runtime for Apache Spark is a performance-optimized runtime for Apache Spark that is 100% API compatible with open-source Apache Spark. In our performance benchmark tests, derived from TPC-DS performance tests at 3 TB scale, we found the EMR runtime for Apache Spark 3.3.0 With Amazon EMR release 6.9.0,

Testing 69

Testing Data Lake Big Data Optimization 69

AWS Big Data

APRIL 16, 2024

xlarge 8 vCPUs / 24 GB 4 vCPUs / 12 GB 40 tasks (default) Up to 2000 mw1.2xlarge 16 vCPUs / 48 GB 8 vCPUs / 24 GB 80 tasks (default) Up to 4000 With the introduction of these larger environments, your Amazon Aurora metadata database will now use larger, memory-optimized instances powered by AWS Graviton2.

Metadata 100

Metadata Metrics Testing Management 100

Cloudera

OCTOBER 15, 2021

Apache Ozone has added a new feature called File System Optimization (“FSO”) in HDDS-2939. Please refer to Apache Ozone documentation for more details regarding Apache Ozone’s atomicity guarantees. We enabled Apache Ozone’s FSO feature for the benchmarking tests. Performance comparison between Apache Ozone and S3 API*.

Testing 87

Testing Measurement Optimization Metadata 87

AWS Big Data

MARCH 12, 2024

In this post, we provide benchmark results of running increasingly complex data quality rulesets over a predefined test dataset. Dataset details The test dataset contains 104 columns and 1 million rows stored in Parquet format. For instructions, refer to Adding an AWS Glue Crawler. In the Create job section, choose Visual ETL.x

Data Quality 93

Data Quality Measurement Testing Visualization 93

O'Reilly on Data

JULY 28, 2020

Product Managers are responsible for the successful development, testing, release, and adoption of a product, and for leading the team that implements those milestones. If this sounds fanciful, it’s not hard to find AI systems that took inappropriate actions because they optimized a poorly thought-out metric.

Marketing 362

Marketing Experimentation Metrics Testing 362

DataKitchen

MARCH 16, 2023

Automated data test tools can help identify data entry errors or processing errors. Deployment methods include an automated process like ‘CI/CD’ or a more functional “Blue-Green” test approach. Automated techniques can track errors. But what are errors? Either way, part of your cycle time measurement is speed to deploy.

Metrics 130

Metrics Data Analytics Analytics Measurement 130

AWS Big Data

NOVEMBER 10, 2023

Your applications can seamlessly read from and write to your Amazon Redshift data warehouse while maintaining optimal performance and transactional consistency. Additionally, you’ll benefit from performance improvements through pushdown optimizations, further enhancing the efficiency of your operations.

Data Processing 96

Data Processing Data Lake Data Warehouse Optimization 96

AWS Big Data

MARCH 14, 2024

VMware Tanzu CloudHealth is the cloud cost management platform of choice for more than 20,000 organizations worldwide, who rely on it to optimize and govern their largest and most complex multi-cloud environments. For more information, refer to Data protection in Amazon Managed Streaming for Apache Kafka.

Management 112

Management Insurance Optimization Strategy 112

AWS Big Data

NOVEMBER 2, 2023

Solution overview GoDaddy’s intelligent compute platform envisions simplification of compute operations for all personas, without limiting power users, to ensure out-of-box cost and performance optimization for data and ML workloads. For specific pricing details and current information, refer to Amazon EMR pricing.

Cost-Benefit 92

Cost-Benefit Big Data Testing Optimization 92