AWS Big Data

MARCH 25, 2025

For an active-active setup, refer to Create an active-active setup using MSK Replicator. Some important MSK Replicator metrics to monitor are ReplicationLatency , MessageLag , and ReplicatorThroughput. To understand how many bytes are processed by MSK Replicator, you should monitor the metric ReplicatorBytesInPerSec.

Metrics

DataKitchen

JULY 8, 2025

Defining Test Coverage in Data Systems Test coverage in data systems refers to the extent to which automated quality checks cover data itself, data pipelines, transformations, and outputs. Every table should have tests, every column in every table should have tests, and every significant business metric should have tests.

Testing

AWS Big Data

DECEMBER 19, 2024

By analyzing key metrics such as query latency and storage efficiency, we demonstrate how the automatic compaction feature optimizes data lakes for better performance and cost savings. The following table shows some metrics of the Athena query performance. cd kafka_2.12-3.5.1/bin/./kafka-topics.sh

Data Lake

AWS Big Data

JULY 15, 2025

For more details, please refer to the Writing Distribution Modes section in the Apache Iceberg documentation. The following table shows metrics of the Athena query performance. Please refer to section “Query and Join data from these S3 Tables to build insights” for query details. cd kafka_2.12-3.5.1/bin/./kafka-topics.sh

Optimization

AWS Big Data

OCTOBER 23, 2024

For more information, refer to Amazon Redshift clusters. Amazon Redshift provides performance metrics and data so you can track the health and performance of your provisioned clusters, serverless workgroups, and databases. Run cell #3 from demo notebook to diagnose a query performance issue related to nested loop joins.

Data Warehouse

AWS Big Data

MAY 22, 2025

encounter_id : Unique number to refer to an encounter with a patient who has diabetes. In the Amazon Redshift Query Editor V2 , connect to serverless:rs-demo-wg , an Amazon Redshift Serverless instance created by the CloudFormation template. You can do this by connecting to serverless:rs-demo-wg as Federated user.

Analytics

AWS Big Data

AUGUST 14, 2025

The architecture comprises the following core components: Monitoring layer – The monitoring layer uses Amazon Managed Service for Prometheus and Amazon CloudWatch to capture real-time metrics from EMR clusters. For more information, refer to Connect to your workspace.) Verify CloudWatch metric retrieval.

Management

AWS Big Data

JULY 17, 2025

In the gif shown below, you can see a demo of setting up this integration using the visual editor of OpenSearch Ingestion. For a comprehensive overview of configuration settings for the pipeline, refer to the OpenSearch Data Prepper documentation. For instructions, refer to Configure the pipeline role.

Snapshot

Jet Global

MARCH 28, 2025

The whole idea of this stage is to provide a leadership team and management with insights into key metrics that can impact the organizations performance. JustPerform provides reliable insights on the key metrics, based on the business reference models built on industry best practices.

Enterprise

Jet Global

JULY 11, 2025

A patchwork approach to EPM refers to a system where finance teams rely on disparate solutions and processes, often built over time to solve specific, isolated challenges. It breaks down data silos, giving everyone access to the same performance metrics and preventing isolated work. Patchwork vs. Collaborative EPM?

Finance

O'Reilly on Data

MARCH 31, 2020

There may even be someone on your team who built a personalized video recommender before and can help scope and estimate the project requirements using that past experience as a point of reference. An AI pilot project, even one that sounds simple, probably won’t be something you can demo quickly. AI doesn’t fit that model.

Management

Jet Global

JANUARY 11, 2021

A real estate Key Performance Indicator (KPI) or metric is a quantifiable measure used to assess the performance of a business in the real estate industry. These performance metrics can be used to analyze several different business segments from individual realtor performance to investment property potential. Is it worth your time?

Metrics

AWS Big Data

JANUARY 2, 2024

It also emits Amazon CloudWatch metrics to help you better monitor and troubleshoot the streaming process. We also avoid the implementation details and packaging process of our test data generation application, referred to as the producer. For more information about Amazon ECS, refer to the Amazon ECS Developer Guide.

Testing

DataRobot

AUGUST 25, 2021

A family of bias and fairness metrics in modeling describes the ways in which a model can perform differently for distinct groups in your data. The predictive parity bias metric looks at the raw accuracy score between groups: the percentage of the time the outcome is predicted correctly. Request a Demo. AI you can trust.

Metrics

datapine

FEBRUARY 9, 2024

An even more interesting fact: The blogs we read regularly are not only influenced by KPI management but also concerning content, style, and flow; they’re often molded by the suggestions of these goal-driven metrics. For example, customer satisfaction metrics are used to drive a better customer experience.

KPI

AWS Big Data

NOVEMBER 29, 2023

The gold model joins the technical logs with billing data and organizes the metrics per business unit. To learn more, refer to About dbt models. To learn more, refer to Materializations and Incremental models. The team uses dbt-glue to build a transformed gold model optimized for business intelligence (BI). and Viewpoint.

Data Lake

Rocket-Powered Data Science

JULY 19, 2023

If my explanation above is the correct interpretation of the high percentage, and if the statement refers to successfully deployed applications (i.e., A similarly high percentage of tabular data usage among data scientists was mentioned here.

Data-driven

AWS Big Data

JULY 17, 2023

Refer to Setting up roles and users in Amazon OpenSearch Ingestion to get more details on roles and permissions required to use OpenSearch Ingestion. In the demo, you use the AWS Cloud9 EC2 instance profile’s credentials to sign requests sent to OpenSearch Ingestion. For this post, select Public access under Network.

Management

AWS Big Data

JUNE 19, 2023

For more information, refer to the IAM access control for Amazon MSK. print-consumer-quota-metrics – Flag indicating whether client metrics should be printed on the terminal by ConsumerApp-1. –cw-dimension-name cw-namespace – Namespace where ConsumerApp-1 will publish CloudWatch metrics in order to monitor throttling.

Metrics

AWS Big Data

SEPTEMBER 13, 2023

AWS has invested in native service integration with Apache Hudi and published technical contents to enable you to use Apache Hudi with AWS Glue (for example, refer to Introducing native support for Apache Hudi, Delta Lake, and Apache Iceberg on AWS Glue for Apache Spark, Part 1: Getting Started ).

Data Lake

AWS Big Data

APRIL 10, 2024

For complete getting started guides, refer to Working with Aurora zero-ETL integrations with Amazon Redshift and Working with zero-ETL integrations. Refer to Connect to an Aurora PostgreSQL DB cluster for the options to connect to the PostgreSQL cluster. For Integration identifier , enter a name, for example zero-etl-demo.

Data Warehouse

Cloudera

JANUARY 17, 2024

Many organizations have invested in central monitoring and observability tools such as Prometheus and Grafana and are looking for ways to integrate key data flow metrics into their existing architecture. In this blog we will dive into how CDF-PC’s support for NiFi reporting tasks can be used to monitor key metrics in Prometheus and Grafana.

Metrics

AWS Big Data

MARCH 21, 2024

Refer to Zero-ETL integration costs (Preview) for further details. The company’s business analysts want to generate metrics to identify ticket movement over time, success rates for sellers, and the best-selling events, venues, and seasons. They would like to get these metrics in near real time using a zero-ETL integration.

Data Warehouse

Cloudera

NOVEMBER 17, 2021

In recognition of the diverse workload that data scientists face, Cloudera’s library of Applied ML Prototypes (AMPs) provide Data Scientists with pre-built reference examples and end-to-end solutions, using some of the most cutting edge ML methods, for a variety of common data science projects.

Machine Learning

AWS Big Data

AUGUST 21, 2024

For more information, refer to Amazon Redshift adds new AI capabilities, including Amazon Q, to boost efficiency and productivity. Refer to Managing IAM roles created for a cluster using the console for instructions. Monitor the ComputeCapacity metric under AWS/Redshift-Serverless and Workgroup in Amazon CloudWatch.

Optimization

AWS Big Data

JULY 27, 2023

As shown in the following reference architecture, DynamoDB table data changes are streamed into Amazon Redshift through Kinesis Data Streams and Amazon Redshift streaming ingestion for near-real-time analytics dashboard visualization using Amazon QuickSight. For instructions, refer to Create a sample Amazon Redshift cluster.

Data Warehouse

Jet Global

AUGUST 25, 2020

Rather, it represents the management framework put in place by corporate leadership to monitor and respond to important metrics. Once isolated within the finance department, CPM is now broadly employed in the form of reporting departmental metrics measured against targets. Monitoring key metrics. Request Now.

Software

AWS Big Data

JANUARY 9, 2024

It similarly codes the query as a vector and then uses a distance metric to find nearby vectors in the multi-dimensional space to find matches. To learn more about semantic search and cross-modal search and experiment with a demo of the Compare Search Results tool, refer to Try semantic search with the Amazon OpenSearch Service vector engine.

Visualization

AWS Big Data

JUNE 28, 2023

For more details, refer to the What’s New Post. The company’s business analysts want to generate metrics to identify ticket movement over time, success rates for sellers, and the best-selling events, venues, and seasons. They would like to get these metrics in near-real time using a zero-ETL integration.

Data Warehouse

CIO Business Intelligence

APRIL 18, 2022

The challenge with this approach is that companies end up in what we refer to as the ‘digital trap. They also advise communicating the dashboard’s value consistently since that will drive effective dashboard use, both to increase adoption and to improve company performance on key dashboard metrics, the brief says.

Digital Transformation

Jet Global

NOVEMBER 22, 2021

According to Gartner , CPM is “an umbrella term that describes the methodologies, metrics, processes and systems used to monitor and manage the business performance of an enterprise.”. As always, it’s a good idea to ask for references and customer success stories. Contact us today to arrange a free, no-obligation demo.

Software

FineReport

FEBRUARY 12, 2020

One of the report tasks is to “paint a picture” of a business topic with multiple associated metrics with a hierarchy. e.g., If you focus on user growth, you can sort through the user categories, the key metrics of each AARRR phases, the results of products or operational activities related to user growth, ROIs, and so on.

Reporting

AWS Big Data

JUNE 20, 2023

You can analyze all your AWS service logs while storing only the ones you need, generate metrics from aggregated logs to uncover, and send alerts about trends in your AWS services. For Delivery stream name , enter PUT-DATADOG-DEMO. An API key is required by the Datadog Agent to submit metrics and events to Datadog.

Dashboards

AWS Big Data

SEPTEMBER 28, 2023

The workflow consists of the following steps: The demo application generates credit card transactions, which are sent to Amazon MSK using the Avro format. For installation instructions, refer to Install the AWS CDK. Monitor the connector MSK Connect emits metrics to CloudWatch for monitoring by default.

Data-driven

FineReport

APRIL 9, 2021

Download and open FineReport to try the demo and templates directly. The underlying idea is to find the differences between goals and actual results by comparing corresponding metrics. There is no need to list too many financial indicators, and such information can be used as reference materials and stored in your computer.

Reporting

Occam's Razor

OCTOBER 4, 2010

We read books / blogs on Metrics & KPIs and we think we know what to do for an ecommerce site or a blog or support site etc and we start reporting what the blog / book recommended. If you are unique, why should you crack open a standard analytics tool with its standard reports and metrics and get going? on our website?

Reporting

AWS Big Data

FEBRUARY 6, 2023

For more details on how to configure and schedule the log collector, refer to the yarn-log-collector GitHub repo. For more information on how to use the YARN log organizer, refer to the yarn-log-organizer GitHub repo. Let’s look at some key metrics. The following table lists examples of proposed EMR clusters.

Dashboards