AWS Big Data

NOVEMBER 3, 2023

In this post, we explore how to combine AWS Glue usage information and metrics with centralized reporting and visualization using QuickSight. You have metrics available per job run within the AWS Glue console, but they don’t cover all available AWS Glue job metrics, and the visuals aren’t as interactive compared to the QuickSight dashboard.

Metrics 101

Metrics Dashboards Metadata Visualization 101

AWS Big Data

NOVEMBER 22, 2024

How RFS works OpenSearch and Elasticsearch snapshots are a directory tree that contains both data and metadata. Metadata files exist in the snapshot to provide details about the snapshot as a whole, the source cluster’s global metadata and settings, each index in the snapshot, and each shard in the snapshot.

Snapshot 82

Snapshot Metadata Recreation/Entertainment Data Processing 82

AWS Big Data

NOVEMBER 20, 2024

We’re excited to announce a new feature in Amazon DataZone that offers enhanced metadata governance for your subscription approval process. With this update, domain owners can define and enforce metadata requirements for data consumers when they request access to data assets. Key benefits The feature benefits multiple stakeholders.

Metadata 76

Metadata Data Governance Metrics Marketing 76

O'Reilly on Data

MARCH 31, 2020

You might have millions of short videos , with user ratings and limited metadata about the creators or content. Job postings have a much shorter relevant lifetime than movies, so content-based features and metadata about the company, skills, and education requirements will be more important in this case.

Management 363

Management Machine Learning Experimentation Metrics 363

Octopai

JANUARY 31, 2022

If you’re a mystery lover, I’m sure you’ve read that classic tale: Sherlock Holmes and the Case of the Deceptive Data, and you know how a metadata catalog was a key plot element. Maybe they have different definitions of conversions, which would certainly lead to metrics that don’t match up. Enter the metadata catalog.

Metadata 97

Metadata IT Unstructured Data IoT 97

AWS Big Data

MARCH 29, 2024

In Part 2 of this series, we discussed how to enable AWS Glue job observability metrics and integrate them with Grafana for real-time monitoring. In this post, we explore how to connect QuickSight to Amazon CloudWatch metrics and build graphs to uncover trends in AWS Glue job observability metrics.

Metrics 119

Metrics Visualization Dashboards Interactive 119

AWS Big Data

JANUARY 15, 2025

From here, the metadata is published to Amazon DataZone by using AWS Glue Data Catalog. The data in the central data warehouse in Amazon Redshift is then processed for analytical needs and the metadata is shared to the consumers through Amazon DataZone. This process is shown in the following figure.

IoT 101

IoT Machine Learning Metadata Data-driven 101

AWS Big Data

DECEMBER 4, 2024

The Institutional Data & AI platform adopts a federated approach to data while centralizing the metadata to facilitate simpler discovery and sharing of data products. A data portal for consumers to discover data products and access associated metadata. Subscription workflows that simplify access management to the data products.

Metadata 94

Metadata Data Governance Data Quality Data-driven 94

AWS Big Data

AUGUST 21, 2023

In this post, we explore how to deploy Amazon CloudWatch metrics using an AWS CloudFormation template to monitor an OpenSearch Service domain’s storage and shard skew. This allows write access to CloudWatch metrics and access to the CloudWatch log group and OpenSearch APIs. An OpenSearch Service domain. Choose Next.

Metrics 96

Metrics Testing Strategy Metadata 96

AWS Big Data

DECEMBER 5, 2024

Solution overview The MSK clusters in Hydro are configured with a PER_TOPIC_PER_BROKER level of monitoring, which provides metrics at the broker and topic levels. These metrics help us determine the attributes of the cluster usage effectively. We then match these attributes to the relevant MSK metrics available.

Metrics 79

Metrics Dashboards Testing Optimization 79

CIO Business Intelligence

APRIL 8, 2025

As data-centric AI, automated metadata management and privacy-aware data sharing mature, the opportunity to embed data quality into the enterprises core has never been more significant. Data fabric Metadata-rich integration layer across distributed systems. Implementation complexity, relies on robust metadata management.

Data Quality 102

Data Quality Data-driven Key Performance Indicator Metadata 102

Rocket-Powered Data Science

SEPTEMBER 20, 2021

They realized that the search results would probably not provide an answer to my question, but the results would simply list websites that included my words on the page or in the metadata tags: “Texas”, “Cows”, “How”, etc. The BI team may be focused on KPIs, forecasts, trends, and decision-support insights.

Data Science 286

Data Science Forecasting Business Intelligence Sales 286

AWS Big Data

NOVEMBER 6, 2024

reduces the Amazon DynamoDB cost associated with KCL by optimizing read operations on the DynamoDB table storing metadata. KCL uses DynamoDB to store metadata such as shard-worker mapping and checkpoints. Other benefits in KCL 3.0 In addition to the stream processing cost savings, KCL 3.0 Key checklists when you choose to use KCL 3.0

Cost-Benefit 109

Cost-Benefit Metadata Optimization Publishing 109

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. Metadata and artifacts needed for a full audit trail.

Modeling 249

Modeling Machine Learning Testing Metrics 249

Octopai

APRIL 8, 2019

Metadata is at the heart of every report, dashboard, data warehouse, visualization, and anything else the BI team produces. Without an understanding of the organization’s metadata, the BI team can’t match the data from multiple sources to produce a single view of the business. Money Loser #1: Manual Data Discovery.

Metadata 65

Metadata Dashboards Data Warehouse Visualization 65

AWS Big Data

JUNE 17, 2024

Backup and restore architecture The backup and restore strategy involves periodically backing up Amazon MWAA metadata to Amazon Simple Storage Service (Amazon S3) buckets in the primary Region. The pipeline includes a DAG deployed to the DAGs S3 bucket, which performs backup of your Airflow metadata. The steps are as follows: [1.a]

Strategy 104

Strategy Metadata Recreation/Entertainment Metrics 104

O'Reilly on Data

APRIL 2, 2019

Recall the following key attributes of 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. Metadata and artifacts needed for audits: as an example, the output from the components of MLflow will be very pertinent for audits.

Machine Learning 269

Machine Learning Modeling Data Science Software 269

AWS Big Data

APRIL 16, 2024

Running Apache Airflow at scale puts proportionally greater load on the Airflow metadata database, sometimes leading to CPU and memory issues on the underlying Amazon Relational Database Service (Amazon RDS) cluster. A resource-starved metadata database may lead to dropped connections from your workers, failing tasks prematurely.

Metadata 111

Metadata Metrics Testing Management 111

Ontotext

FEBRUARY 16, 2023

You’ll also be able to establish an inter-annotator agreement (IAA) metric. In order to empower enterprises to turn their static documents into actionable data, we’ve developed Ontotext Metadata Studio – an all-in-one environment facilitating the creation, evaluation and improvement of the quality of text analytics services.

Metadata 59

Metadata Measurement Metrics Modeling 59

AWS Big Data

FEBRUARY 13, 2025

However, you can use Amazon MSK Replicator to copy all data and metadata from your existing MSK cluster to a new cluster comprising of Express brokers. MSK Replicator also replicates Kafka metadata , including topic configurations, access control lists (ACLs), and consumer group offsets. The MessageLag metric should come down to 0.

Metrics 65

Metrics Metadata Strategy Management 65

AWS Big Data

OCTOBER 11, 2023

Near-real-time streaming analytics captures the value of operational data and metrics to provide new insights to create business opportunities. These metrics help agents improve their call handle time and also reallocate agents across organizations to handle pending calls in the queue.

Management 118

Management Metadata Analytics Dashboards 118

AWS Big Data

JANUARY 16, 2024

Within Airflow, the metadata database is a core component storing configuration variables, roles, permissions, and DAG run histories. A healthy metadata database is therefore critical for your Airflow environment. The third component is for creating and storing backups of all configurations and metadata that is required to restore.

Strategy 110

Strategy Metadata Metrics Dashboards 110

DataRobot Blog

SEPTEMBER 1, 2022

This also shows how the models compare on standard performance metrics and informative visualizations like Dual Lift. With DataRobot AI Cloud, you can see predicted values and accuracy for various metrics for the Champion as well as any Challenger models.]. Model Observability with Custom Metrics.

Metrics 145

Metrics Statistics Modeling Data Science 145

AWS Big Data

SEPTEMBER 12, 2024

Along with the Glue Data Catalog’s automated compaction feature, these storage optimizations can help you reduce metadata overhead, control storage costs, and improve query performance. The Glue Data Catalog monitors tables daily, removes snapshots from table metadata, and removes the data files and orphan files that are no longer needed.

Optimization 115

Optimization Snapshot Metadata Metrics 115

Alation

OCTOBER 18, 2022

Alation is pleased to be named a dbt Metrics Partner and to announce the start of a partnership with dbt, which will bring dbt data into the Alation data catalog. Yet every dbt transformation contains vital metadata that is not captured – until now. Yet every dbt transformation contains vital metadata that is not captured – until now.

Metadata 52

Metadata Metrics Recreation/Entertainment Data Quality 52

IBM Big Data Hub

JULY 28, 2022

Metadata enrichment is about scaling the onboarding of new data into a governed data landscape by taking data and applying the appropriate business terms, data classes and quality assessments so it can be discovered, governed and utilized effectively. With public API you can now manage metadata enrichment from external tools and workflows.

Metadata 56

Metadata Machine Learning Data Quality Statistics 56

Alation

AUGUST 18, 2022

It’s important to realize that we need visibility into lineage and relationships between all data and data-related assets, including business terms, metric definitions, policies, quality rules, access controls, algorithms, etc. Active metadata will play a critical role in automating such updates as they arise. Why Focus on Lineage?

Metadata 69

Metadata Visualization Statistics Data Architecture 69

DataKitchen

OCTOBER 11, 2021

Monitoring Job Metadata. Figure 7 shows how the DataKitchen DataOps Platform helps to keep track of all the instances of a job being submitted and its metadata. Figure 7: the DataKitchen DataOps Platform keeps track of all the instances of a job being submitted and its metadata.

Testing 152

Testing Metadata Dashboards Statistics 152

AWS Big Data

SEPTEMBER 7, 2023

The AWS Glue Data Catalog is a metastore of the location, schema, and runtime metrics of your data. AWS Glue Data Catalog stores information as metadata tables, where each table specifies a single data store. Running the crawler on a schedule updates AWS Glue Data Catalog with new partitions and metadata. Save and run the job.

Metadata 112

Metadata Dashboards Metrics Visualization 112

CIO Business Intelligence

NOVEMBER 27, 2024

New sensors are likely to be more precise and more accurate, customer support requests will be about newer versions of your products, or you’ll get more metadata about new prospects from their online footprint. Missing trends Cleaning old and new data in the same way can lead to other problems.

Enterprise 141

Enterprise Data Quality Structured Data Modeling 141

DataKitchen

JUNE 24, 2021

One of the keys for our success was really focusing that effort on what our key business initiatives were and what sorts of metrics mattered most to our customers. Chapin also mentioned that measuring cycle time and benchmarking metrics upfront was absolutely critical. “It GE formed its Digital League to create a data culture.

Metrics 211

Metrics ROI Measurement Cost-Benefit 211

AWS Big Data

APRIL 2, 2024

Without the right metadata and documentation, data consumers overlook valuable datasets relevant to their use case or spend more time going back and forth with data producers to understand the data and its relevance for their use case—or worse, misuse the data for a purpose it was not intended for.

Metadata 102

Metadata Metrics Data-driven Contextual Data 102

DataKitchen

SEPTEMBER 21, 2023

Moreover, advanced metrics like Percentage Regional Sales Growth can provide nuanced insights into business performance. Vendor-specific offerings may provide some degree of data process error monitoring in Data in Place, focusing on data orchestration tools and logs, metrics, and status reports.

Testing 169

Testing Data Quality Predictive Modeling Metrics 169

AWS Big Data

MARCH 4, 2024

Apache Iceberg manages these schema changes in a backward-compatible way through its innovative metadata table evolution architecture. With Lake Formation, you can manage fine-grained access control for your data lake data on Amazon S3 and its metadata in the Data Catalog. Iceberg maintains the table state in metadata files.

Snapshot 124

Snapshot Data Lake Metadata Recreation/Entertainment 124

CDW Research Hub

OCTOBER 16, 2019

The importance of metadata. Metadata is best defined as data that characterizes data. Metadata provides the who, what, where, when, why and how of that information. When companies have a properly engineered process to create, store and manage metadata, it benefits all focus areas of the business. ORDER BY SCHEDULED_TIME.

Metadata 40

Metadata Cost-Benefit Metrics Marketing 40

AWS Big Data

FEBRUARY 26, 2025

S3 Tables integration with the AWS Glue Data Catalog is in preview, allowing you to stream, query, and visualize dataincluding Amazon S3 Metadata tablesusing AWS analytics services such as Amazon Data Firehose , Amazon Athena , Amazon Redshift, Amazon EMR, and Amazon QuickSight. connection testing, metadata retrieval, and data preview.

Analytics 59

Analytics Data Lake Metadata Data Warehouse 59

CIO Business Intelligence

APRIL 30, 2024

This feature provides users the ability to explore metrics with natural language. Tableau Pulse will then send insights for that metric directly to the executive’s preferred communications platform: Slack, email, mobile device, etc. Metrics Bootstrapping. Metric Goals.

Analytics 96

Analytics Metrics Visualization Dashboards 96