article thumbnail

Can developer productivity be measured? Better than you think

CIO Business Intelligence

Measuring developer productivity has long been a Holy Grail of business. In addition, system, team, and individual productivity all need to be measured. The inner loop comprises activities directly related to creating the software product: coding, building, and unit testing. And like the Holy Grail, it has been elusive.

article thumbnail

Measure performance of AWS Glue Data Quality for ETL pipelines

AWS Big Data

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

Insiders

Sign Up for our Newsletter

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

article thumbnail

Start DataOps Today with ‘Lean DataOps’

DataKitchen

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
article thumbnail

You Can’t Regulate What You Don’t Understand

O'Reilly on Data

If we want prosocial outcomes, we need to design and report on the metrics that explicitly aim for those outcomes and measure the extent to which they have been achieved. And they are stress testing and “ red teaming ” them to uncover vulnerabilities. That is a crucial first step, and we should take it immediately.

Metrics 284
article thumbnail

Top 15 Warehouse KPIs & Metrics For Efficient Management 

datapine

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
article thumbnail

What Is ‘Equity As Code,’ And How Can It Eliminate AI Bias?

DataKitchen

Since the training data contained a majority of male developers, the AI model taught itself that men were preferable and downgraded references such as “women’s team captain” or mentions of an all-female educational institution in a resume. When you buy a car, you can be sure that the factory has tested every component and subsystem.

Testing 130
article thumbnail

HBase Performance testing using YCSB

Cloudera

When running any performance benchmarking tool on your cluster, a critical decision is always what data set size should be used for a performance test, and here we demonstrate why it is important to select a “good fit” data set size when running a HBase performance test on your cluster. Test Methodology.

Testing 58