DataKitchen

APRIL 13, 2021

Testing and Data Observability. It orchestrates complex pipelines, toolchains, and tests across teams, locations, and data centers. Prefect Technologies — Open-source data engineering platform that builds, tests, and runs data workflows. Testing and Data Observability. Production Monitoring and Development Testing.

Testing 300

Testing Machine Learning Consulting Data Quality 300

Analytics Vidhya

DECEMBER 11, 2023

In this guide, we’ll explore the vital role of algorithm efficiency and its measurement using notations. We will also learn ways to analyze and optimize algorithms using straightforward […] The post Mastering Algorithm Efficiency appeared first on Analytics Vidhya.

Measurement 306

Measurement Optimization Technology Analytics 306

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

CIO Business Intelligence

FEBRUARY 4, 2025

And we gave each silo its own system of record to optimize how each group works, but also complicates any future for connecting the enterprise. We optimized. And its testing us all over again. At its core, AI asks us to challenge everything we know about how we structure, operate, and measure business success.

Digital Transformation 144

Digital Transformation Optimization Sales Enterprise 144

O'Reilly on Data

OCTOBER 19, 2021

The applications must be integrated to the surrounding business systems so ideas can be tested and validated in the real world in a controlled manner. However, none of these layers help with modeling and optimization. We cannot expect data scientists to write modeling frameworks like PyTorch or optimizers like Adam from scratch!

IT 364

IT Testing Experimentation Software 364

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

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 94

Metrics Dashboards Testing Optimization 94

CIO Business Intelligence

DECEMBER 20, 2023

This has spurred interest around understanding and measuring developer productivity, says Keith Mann, senior director, analyst, at Gartner. Streamlining to optimize productivity Agile software development is essential to innovate and retain competitiveness. Instead, it might be this emphasis on streamlining processes that matters most.

Measurement 124

Measurement Software IT Metrics 124

O'Reilly on Data

JUNE 19, 2019

In a previous post , we noted some key attributes that distinguish a machine learning project: Unlike traditional software where the goal is to meet a functional specification, in ML the goal is to optimize a metric. A catalog or a database that lists models, including when they were tested, trained, and deployed.

Modeling 254

Modeling Machine Learning Testing Metrics 254

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. This sped up their need to optimize.

Optimization 128

Optimization Testing Data-driven Strategy 128

Occam's Razor

FEBRUARY 7, 2022

Since you're reading a blog on advanced analytics, I'm going to assume that you have been exposed to the magical and amazing awesomeness of experimentation and testing. Insights worth testing. The entire online experimentation canon is filled with landing page optimization type testing. Public relations.

Experimentation 103

Experimentation Testing Optimization Marketing 103

Smart Data Collective

JANUARY 19, 2023

Reasons for Cost Optimization Cost optimization is an important part of any organization’s DevOps strategy. By optimizing costs, organizations can maximize their profits and keep up with the ever-changing business landscape. But what are some of the reasons why DevOps teams should consider cost optimization?

Optimization 124

Optimization Cost-Benefit Software Measurement 124

datapine

MAY 2, 2023

You can use big data analytics in logistics, for instance, to optimize routing, improve factory processes, and create razor-sharp efficiency across the entire supply chain. According to studies, 92% of data leaders say their businesses saw measurable value from their data and analytics investments.

Big Data 275

Big Data Internet of Things Cost-Benefit Optimization 275

AWS Big Data

DECEMBER 7, 2023

In this post, we outline planning a POC to measure media effectiveness in a paid advertising campaign. We chose to start this series with media measurement because “Results & Measurement” was the top ranked use case for data collaboration by customers in a recent survey the AWS Clean Rooms team conducted.

Measurement 115

Measurement Advertising Testing Data-driven 115

Smart Data Collective

NOVEMBER 29, 2022

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. Website optimization has been a key part of a business’s strategy since the late 1990s. Optimize for mobile. Then you can think about the desktop.

Optimization 124

Optimization Data Analytics Analytics Analytics Technologies 124

O'Reilly on Data

SEPTEMBER 15, 2020

Technical sophistication: Sophistication measures a team’s ability to use advanced tools and techniques (e.g., Technical competence: Competence measures a team’s ability to successfully deliver on initiatives and projects. They’re not new to the field; they’ve solved problems, and have discovered what does and doesn’t work.

Advertising 362

Advertising Cost-Benefit ROI Machine Learning 362

Cloudera

MAY 9, 2022

During performance testing, evaluate and validate configuration parameters and any SQL modifications. It is advisable to make one change at a time during performance testing of the workload, and would be best to assess the impact of tuning changes in your development and QA environments before using them in production environments.

Optimization 118

Optimization Testing Cost-Benefit Measurement 118

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. Create a folder in the S3 bucket called isocodes and upload the isocodes.csv file. ruleset-5 5 dqjob:rs5 150.3

Data Quality 114

Data Quality Measurement Testing Visualization 114

AWS Big Data

OCTOBER 3, 2023

Systems of this nature generate a huge number of small objects and need attention to compact them to a more optimal size for faster reading, such as 128 MB, 256 MB, or 512 MB. As of this writing, only the optimize-data optimization is supported. For our testing, we generated about 58,176 small objects with total size of 2 GB.

Optimization 126

Optimization Snapshot Data Lake Metadata 126

Cloudera

NOVEMBER 13, 2020

Impala Optimizations for Small Queries. We’ll discuss the various phases Impala takes a query through and how small query optimizations are incorporated into the design of each phase. Query optimization in databases is a long standing area of research, with much emphasis on finding near optimal query plans.

Optimization 143

Optimization Metadata Statistics Cost-Benefit 143

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. The sample files are ‘|’ delimited text files.

Data Lake 105

Data Lake Data Warehouse Optimization Testing 105

CIO Business Intelligence

MARCH 25, 2025

What CIOs can do: Measure the amount of time database administrators spend on manual operating procedures and incident response to gauge data management debt. What CIOs can do: To make transitions to new AI capabilities less costly, invest in regression testing and change management practices around AI-enabled large-scale workflows.

Risk 123

Risk Cost-Benefit Data-driven Digital Transformation 123

DataKitchen

MAY 10, 2021

Some will argue that observability is nothing more than testing and monitoring applications using tests, metrics, logs, and other artifacts. Below we will explain how to virtually eliminate data errors using DataOps automation and the simple building blocks of data and analytics testing and monitoring. . Tie tests to alerts.

Testing 214

Testing Manufacturing Data Quality Statistics 214

datapine

OCTOBER 11, 2023

A Warehouse KPI is a measurement that helps warehousing managers to track the performance of their inventory management, order fulfillment, picking and packing, transportation, and overall operations. These powerful measurements will allow you to track all activities in real-time to ensure everything runs smoothly and safely.

Metrics 217

Metrics KPI Management Cost-Benefit 217

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. AI and API security Among existing API security measures, AI has emerged as a new — and potentially powerful — tool for fortifying APIs.

Optimization 113

Optimization Testing Software Risk 113

DataKitchen

NOVEMBER 18, 2021

The data analytics lifecycle is a factory, and like other factories, it can be optimized with techniques borrowed from methods like lean manufacturing. Write tests that catch data errors. To avoid errors and outages, fearful engineers give each analytics project a more extended development and test schedule.

Testing 246

Testing Data Governance Measurement Software 246

CIO Business Intelligence

NOVEMBER 13, 2024

The company has already rolled out a gen AI assistant and is also looking to use AI and LLMs to optimize every process. One is going through the big areas where we have operational services and look at every process to be optimized using artificial intelligence and large language models. We’re doing two things,” he says.

IT 141

IT Consulting ROI Cost-Benefit 141

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. In this post, we demonstrate a tactical approach to help you manage and reduce cost through monitoring and optimization techniques on top of your AWS Glue workloads. includes the new optimized Apache Spark 3.3.0

Optimization 121

Optimization Metrics Interactive Data Integration 121

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 114

Optimization Metrics Data Processing Snapshot 114

datapine

FEBRUARY 9, 2024

The process helps businesses and decision-makers measure the success of their strategies toward achieving company goals. Company A then creates ads, launches a blog, boosts its social media presence, and optimizes its website for enhanced search engine rankings. Your Chance: Want to test a KPI management software for free?

KPI 221

KPI Management Key Performance Indicator Measurement 221

CIO Business Intelligence

MARCH 4, 2025

Operational efficiency: Logistics firms employ AI route optimization, cutting fuel costs and improving delivery times. Robotics: Automation reimagining productivity and costs Alongside AI, advanced robotics is delivering measurable ROI across industries.

Technology 118

Technology ROI Cost-Benefit Manufacturing 118

CIO Business Intelligence

FEBRUARY 20, 2025

Most use master data to make daily processes more efficient and to optimize the use of existing resources. If a database already exists, the available data must be tested and corrected. Only by examining these elements in detail can companies ensure they are optimally prepared for future challenges.

Big Data 84

Big Data Measurement Visualization Machine Learning 84

Smart Data Collective

JULY 9, 2023

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. One report found that global e-commerce brands spent over $16.7 billion on analytics last year.

Optimization 97

Optimization Data Analytics Analytics Data-driven 97

CIO Business Intelligence

MARCH 4, 2025

In fact, successful recovery from cyberattacks and other disasters hinges on an approach that integrates business impact assessments (BIA), business continuity planning (BCP), and disaster recovery planning (DRP) including rigorous testing. Without these elements, your recovery efforts could crumble under pressure.

Testing 64

Testing Risk Consulting Risk Management 64

datapine

JULY 3, 2019

In a hyper-connected digital world driven by data, there has never been a better time for businesses to gather meaningful insights on their target prospects, in addition to measuring ongoing levels of commercial growth and performance. Social media KPIs are values that measure the performance of social media marketing (SMM) campaigns.

Metrics 219

Metrics KPI Strategy ROI 219

Jedox

JUNE 24, 2021

The description of the sales funnel is often used: individual stages of the sales process enable the measurement of key figures from the first contact to the conclusion with a signed contract or product purchased. Maximizing business value through improved collaboration is key to long-term optimization of marketing and sales operations.

Sales 95

Sales Marketing Optimization Metrics 95

O'Reilly on Data

MAY 14, 2020

In addition, the Research PM defines and measures the lifecycle of each research product that they support. Because they are building an AI product that will be consumed by the masses, it’s possible (perhaps even desirable) to optimize for rapid experimentation and iteration over accuracy—especially at the beginning of the product cycle.

Management 364

Management Experimentation B2B Machine Learning 364