AWS Big Data

APRIL 9, 2025

Whether youre a data analyst seeking a specific metric or a data steward validating metadata compliance, this update delivers a more precise, governed, and intuitive search experience. This reduces time-to-insight and makes sure the right metric is used in reporting.

Metadata 111

Metadata Metrics Data-driven Cost-Benefit 111

AWS Big Data

NOVEMBER 7, 2024

For more details, refer to the BladeBridge Analyzer Demo. Refer to this BladeBridge documentation to get more details on SQL and expression conversion. If you encounter any challenges or have additional requirements, refer to the BladeBridge community support portal or reach out to the BladeBridge team for further assistance.

Data Warehouse 105

Data Warehouse Reporting Big Data Data Lake 105

IBM Big Data Hub

MARCH 14, 2024

One key advantage of opting for managed Kafka services is the delegation of responsibility for broker and operational metrics, allowing users to focus solely on metrics specific to applications. With Kafka, monitoring typically involves various metrics that are related to topics, partitions, brokers and consumer groups.

Metrics 83

Metrics Measurement Optimization Management 83

AWS Big Data

NOVEMBER 27, 2024

dbt helps manage data transformation by enabling teams to deploy analytics code following software engineering best practices such as modularity, continuous integration and continuous deployment (CI/CD), and embedded documentation. To add documentation: Run dbt docs generate to generate the documentation for your project.

Data Warehouse 110

Data Warehouse Analytics Testing Sales 110

AWS Big Data

JANUARY 6, 2025

In your Google Cloud project, youve enabled the following APIs: Google Analytics API Google Analytics Admin API Google Analytics Data API Google Sheets API Google Drive API For more information, refer to Amazon AppFlow support for Google Sheets. Refer to the Amazon Redshift Database Developer Guide for more details.

Analytics 98

Analytics Data Warehouse Big Data Metrics 98

CIO Business Intelligence

NOVEMBER 19, 2024

Now that we have covered AI agents, we can see that agentic AI refers to the concept of AI systems being capable of independent action and goal achievement, while AI agents are the individual components within this system that perform each specific task. Do you know what the user agent does in this scenario?

Testing 135

Testing Cost-Benefit Interactive ROI 135

AWS Big Data

FEBRUARY 21, 2025

Search applications include ecommerce websites, document repository search, customer support call centers, customer relationship management, matchmaking for gaming, and application search. Before FMs, search engines used a word-frequency scoring system called term frequency/inverse document frequency (TF/IDF).

Dashboards 81

Dashboards Modeling Measurement Interactive 81

Jet Global

MAY 15, 2020

A financial Key Performance Indicator (KPI) or metric is a quantifiable measure that a company uses to gauge its financial performance over time. These three statements are data rich and full of financial metrics. The Fundamental Finance KPIs and Metrics – Cash Flow. What is a Financial KPI? Current Ratio. View Guide Now.

Metrics 98

Metrics Finance Reporting KPI 98

AWS Big Data

OCTOBER 30, 2024

The S3 object path can reference a set of folders that have the same key prefix. It shows the aggregate metrics of the files that have been processed by a auto-copy job. In this example, we have multiple files that are being loaded on a daily basis containing the sales transactions across all the stores in the US.

Data Warehouse 111

Data Warehouse Sales Data Lake Recreation/Entertainment 111

AWS Big Data

JULY 11, 2024

For more details about OR1 instances, refer to Amazon OpenSearch Service Under the Hood: OpenSearch Optimized Instances (OR1). With the OpenSearch Benchmark tool, we conduct experiments to assess various performance metrics, such as indexing throughput, search latency, and overall cluster efficiency.

Optimization 115

Optimization Metrics Data Processing Snapshot 115

datapine

JANUARY 18, 2023

A report is a document that presents relevant business information in an organized and understandable format. This insightful report displays relevant metrics such as the top-performing agents, net promoter score, and first contact resolution rate, among others. This reporting type refers to the direction in which a report travels.

Reporting 201

Reporting Metrics Dashboards Visualization 201

AWS Big Data

MARCH 10, 2025

You can use the query from the Amazon Redshift documentation and add the same start and end times. Our elapsed time analysis demonstrates how each configuration achieved its performance objectives, as shown by the average consumption metrics for each endpoint, as shown in the following screenshot.

Optimization 86

Optimization Data Warehouse Data-driven Testing 86

AWS Big Data

NOVEMBER 29, 2023

dbt lets data engineers quickly and collaboratively deploy analytics code following software engineering best practices like modularity, portability, continuous integration and continuous delivery (CI/CD), and documentation. The gold model joins the technical logs with billing data and organizes the metrics per business unit.

Data Lake 122

Data Lake Management Metrics Data Warehouse 122

AWS Big Data

MARCH 13, 2024

RAG is a machine learning (ML) architecture that uses external documents (like Wikipedia) to augment its knowledge and achieve state-of-the-art results on knowledge-intensive tasks. Each service implements k-nearest neighbor (k-NN) or approximate nearest neighbor (ANN) algorithms and distance metrics to calculate similarity.

Data Processing 132

Data Processing Dashboards Machine Learning Metrics 132

AWS Big Data

MAY 16, 2024

For other ingestion methods, see documentation. sts_role_arn – Provide the ARN for the IAM role that has permissions for the Amazon Document DB cluster, S3 bucket, and OpenSearch Service domain. For more information, refer to Securing Amazon OpenSearch Ingestion pipelines within a VPC. Create the OpenSearch Ingestion pipeline.

Data Processing 126

Data Processing Data Warehouse Management Metrics 126

AWS Big Data

MARCH 25, 2024

Another example is an AI-driven observability and monitoring solution where FMs monitor real-time internal metrics of a system and produces alerts. When the model finds an anomaly or abnormal metric value, it should immediately produce an alert and notify the operator. For more information, refer to Dynamic Tables.

Data Lake 121

Data Lake Unstructured Data Management Snapshot 121

AWS Big Data

SEPTEMBER 5, 2024

It comes in two modes: document-only and bi-encoder. For more details about these two terms, see Improving document retrieval with sparse semantic encoders. Simply put, in document-only mode, term expansion is performed only during document ingestion. We care more about the recall metric.

Metrics 111

Metrics Testing Experimentation Modeling 111

CIO Business Intelligence

MAY 1, 2024

Adoption of Copilot so far tends to be in what he refers to as pockets, which matches how McKinsey reports that most gen AI deployments are happening in specific departments: marketing and sales, service and support, and product development. It took them six months to do this work previously and now it takes them a week,” he says.

Cost-Benefit 143

Cost-Benefit Metrics Insurance Measurement 143

AWS Big Data

NOVEMBER 20, 2024

For instructions on how to set this up, refer to Amazon DataZone data products. Data producers can review the metadata, including document links and account IDs, to determine if the request meets compliance and workflow requirements before granting access, as shown in the following screenshot.

Metadata 96

Metadata Data Governance Metrics Marketing 96

AWS Big Data

JANUARY 9, 2024

Lexical search In lexical search, the search engine compares the words in the search query to the words in the documents, matching word for word. 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.

Visualization 119

Visualization Cost-Benefit Modeling Machine Learning 119

datapine

SEPTEMBER 16, 2022

Now that you’re sold on the power of data analytics in addition to data-driven BI, it’s time to take your journey a step further by exploring how to effectively communicate vital metrics and insights in a concise, inspiring, and accessible format through the power of visualization. back on every dollar spent.

Visualization 304

Visualization Dashboards Data-driven Statistics 304

datapine

DECEMBER 11, 2019

SaaS is less robust and less secure than on-premises applications: Despite some SaaS-based teething problems or technical issues reported by the likes of Google, these occurrences are incredibly rare with software as a service applications – and there hasn’t been one major compromise of a SaaS operation documented to date.

Software 314

Software Cost-Benefit Data-driven Data Processing 314

AWS Big Data

NOVEMBER 6, 2023

Refer to the Configuration reference in the User Guide for detailed configuration values. To learn more about Setup and Teardown tasks, refer to the Apache Airflow documentation. The Cluster Activity page gathers useful data to monitor your cluster’s live and historical metrics. Set up a new Apache Airflow v2.7.2

Metrics 122

Metrics Metadata Snapshot Management 122

datapine

MAY 11, 2022

Data visualization methods refer to the creation of graphical representations of information. While pie charts have received a bad rep in recent years, we feel that they form a useful visualization tool that serves up important metrics in an easy-to-follow format. c) Pie charts. d) Gauge charts. d) Area chart. click to enlarge**.

Visualization 252

Visualization Dashboards Key Performance Indicator Sales 252

AWS Big Data

MAY 4, 2023

The data, fetched from the Kubernetes Metric Server, feeds into statistical models that VPA constructs in order to build recommendations. For a deep-dive into the functionality, refer to the VPA Github repo. Real-time metric data is fetched from the Kubernetes Metric Server.

Metrics 98

Metrics Dashboards Optimization Statistics 98

AWS Big Data

MARCH 2, 2023

Refer to plugin changelog for released features and versions. For more information about role-based access, refer to Role-based access control (RBAC). Therefore, local Grafana could be an option if you need earlier access for the latest features.

Visualization 98

Visualization Dashboards Data Warehouse Metrics 98

Smart Data Collective

JUNE 6, 2021

In the simplest of terms, the latter refers to a system that examines large bodies of data with the goal of uncovering trends, patterns, correlations and other helpful information. The collection and use of relevant metrics can, therefore, potentially boost your chances of engaging new prospects while keeping existing customers satisfied.

Big Data 137

Big Data Data Analytics Analytics Cost-Benefit 137

O'Reilly on Data

JANUARY 17, 2023

” I, thankfully, learned this early in my career, at a time when I could still refer to myself as a software developer. In the past they understood the APIs of TensorFlow and Torch to build models by hand; today they are fluent in the autoML vendor’s APIs to train models, and they understand how to review the metrics.

Machine Learning 363

Machine Learning Predictive Modeling Software Modeling 363

AWS Big Data

APRIL 2, 2024

Data consumers need detailed descriptions of the business context of a data asset and documentation about its recommended use cases to quickly identify the relevant data for their intended use case. This reduces the need for time-consuming manual documentation, making data more easily discoverable and comprehensible.

Metadata 111

Metadata Metrics Data-driven Contextual Data 111

Juice Analytics

JULY 21, 2021

Add a sheet to document your changes. This is also a good place to keep lookup tables, references, and links to sources. Solution : Either use a nested IF() function and reference a lookup table or use the SWITCH() function. The same metric is broken out into separate columns. Here’s an example : 2. Spreadsheet example.

Slice and Dice 143

Slice and Dice Measurement Metrics Sales 143

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 105

Data Warehouse Analytics Metrics Dashboards 105

DataKitchen

JUNE 21, 2024

We’ve got siloed expertise that would make medieval castle builders proud, documentation so sparse it could win a minimalist art competition, and a reliance on “data heroes” that would make Marvel envious. Use quantitative metrics where possible and gather qualitative feedback from data users.

Data Quality 130

Data Quality Measurement Metrics Data Collection 130

AWS Big Data

MARCH 7, 2024

We refer to this concept as outside-in data movement. For more details on data tiers within OpenSearch Service, refer to Choose the right storage tier for your needs in Amazon OpenSearch Service. For a list of supported metrics, refer to Monitoring pipeline metrics. Let’s look at an example use case. Example Corp.

Data Lake 131

Data Lake Analytics Dashboards Metrics 131

AWS Big Data

MAY 2, 2023

If your updates to a dataset triggers multiple subsequent DAGs, then you can use the Airflow metric max_active_tasks_per_dag to control the parallelism of the consumer DAG and reduce the chance of overloading the system. For detailed release documentation with sample code, visit the Apache Airflow v2.4.0 Release Notes. Release Notes.

Testing 130

Testing Experimentation Management Metadata 130

AWS Big Data

FEBRUARY 29, 2024

First, many LLM use cases rely on enterprise knowledge that needs to be drawn from unstructured data such as documents, transcripts, and images, in addition to structured data from data warehouses. For detailed implementation guidance, refer to Unstructured data management and governance using AWS AI/ML and analytics services.

Data Governance 124

Data Governance Unstructured Data Metadata Data Lake 124

datapine

FEBRUARY 9, 2023

White label reporting refers to the tools and features used by businesses and agencies to generate customizable interactive reports and dashboards that match their branding. In this regard, implementing white label reporting practices and tools can help boost this mentality while giving a professional look to all relevant company documents.

Dashboards 186

Dashboards Reporting Sales Software 186

AWS Big Data

JULY 27, 2023

We also walk through using PartiQL in Amazon Redshift to unnest nested JSON documents and build fact and dimension tables that are used in your data warehouse refresh. Use a combination of a PartiQL statement and dot notation to unnest the JSON document into data columns of a staging table in Amazon Redshift. Open your table.

Data Warehouse 98

Data Warehouse Analytics Metadata Dashboards 98