AWS Big Data

DECEMBER 20, 2024

Data preparation The two datasets are hosted as two Data Catalog tables, venue and event , in a project in Amazon SageMaker Unified Studio (preview), as shown in the following screenshots. To learn more, refer to Amazon Q data integration in AWS Glue. Next, the merged data is filtered to include only a specific geographic region.

Data Integration 105

Data Integration Visualization Data Processing Data Lake 105

CIO Business Intelligence

MARCH 19, 2025

Meanwhile, in December, OpenAIs new O3 model, an agentic model not yet available to the public, scored 72% on the same test. Mitre has also tested dozens of commercial AI models in a secure Mitre-managed cloud environment with AWS Bedrock. The data is kept in a private cloud for security, and the LLM is internally hosted as well.

Software 143

Software Risk Enterprise Cost-Benefit 143

AWS Big Data

DECEMBER 16, 2024

For each service, you need to learn the supported authorization and authentication methods, data access APIs, and framework to onboard and test data sources. The SageMaker Lakehouse data connection testing capability boosts your confidence in established connections. To learn more, refer to Amazon SageMaker Unified Studio.

Visualization 89

Visualization Data Processing Testing Publishing 89

AWS Big Data

OCTOBER 11, 2024

Refer to this developer guide to understand more about index snapshots Understanding manual snapshots Manual snapshots are point-in-time backups of your OpenSearch Service domain that are initiated by the user. Testing and development – You can use snapshots to create copies of your data for testing or development purposes.

Snapshot 110

Snapshot Dashboards Management Testing 110

AWS Big Data

SEPTEMBER 10, 2024

Redshift Test Drive is a tool hosted on the GitHub repository that let customers evaluate which data warehouse configurations options are best suited for their workload. Generating and accessing Test Drive metrics The results of Amazon Redshift Test Drive can be accessed using an external schema for analysis of a replay.

Testing 111

Testing Snapshot Data Warehouse Metrics 111

AWS Big Data

JULY 27, 2023

In this post, we answer that question by using Redshift Test Drive , an open-source tool that lets you evaluate which different data warehouse configurations options are best suited for your workload. Redshift Test Drive uses this process of workload replication for two main functionalities: comparing configurations and comparing replays.

Testing 89

Testing Data Warehouse Data Processing Snapshot 89

AWS Big Data

NOVEMBER 17, 2023

It also applies general software engineering principles like integrating with git repositories, setting up DRYer code, adding functional test cases, and including external libraries. For more information, refer SQL models. When you run dbt test , dbt will tell you if each test in your project passes or fails.

Snapshot 111

Snapshot Data Processing Testing Data Warehouse 111

O'Reilly on Data

JUNE 18, 2024

In conversation with reporter Cade Metz, who broke the story, on the New York Times podcast The Daily , host Michael Barbaro called copyright violation “ AI’s Original Sin.” When readers see an AI Answer that references sources they trust, they take it as a trusted answer and may well take it at face value and move on.

Advertising 363

Advertising Modeling Publishing Data Processing 363

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. If you’re a professional data scientist, you already have the knowledge and skills to test these models. Is autoML the bait for long-term model hosting? Get your results in a few hours.

Machine Learning 363

Machine Learning Predictive Modeling Software Modeling 363

O'Reilly on Data

FEBRUARY 4, 2025

Google, Facebook, Amazon, or a host of more recent Silicon Valley startupsemploy tens of thousands of workers. They can scaffold entire features in minutes, complete with tests and documentation. There are now hundreds of thousands of programmers doing this kind of supervisory work. People even took pride in their calligraphy.

IT 364

IT Software Technology Interactive 364

AWS Big Data

FEBRUARY 7, 2025

You can use the flexible connector framework and search flow pipelines in OpenSearch to connect to models hosted by DeepSeek, Cohere, and OpenAI, as well as models hosted on Amazon Bedrock and SageMaker. Python The code has been tested with Python version 3.13. Execute that command before running the next script.

Data Processing 69

Data Processing Dashboards Modeling Statistics 69

AWS Big Data

APRIL 25, 2024

Apache Airflow is an open source tool used to programmatically author, schedule, and monitor sequences of processes and tasks, referred to as workflows. In the second account, Amazon MWAA is hosted in one VPC and Redshift Serverless in a different VPC, which are connected through VPC peering. A VPC gateway endpointto Amazon S3.

Metadata 131

Metadata Data Processing Management Testing 131

AWS Big Data

DECEMBER 10, 2024

To learn more about this process, refer to Enabling SAML 2.0 Select the Consumption hosting plan and then choose Select. On the Code + Test page, replace the sample code with the following code, which retrieves the users group membership, and choose Save. Test the SSO setup You can now test the SSO setup.

Sales 105

Sales Metadata Enterprise Testing 105

AWS Big Data

AUGUST 31, 2023

Refer to Getting started with Amazon OpenSearch Service to create a provisioned OpenSearch Service domain. arn: " arn:aws:kafka:us-west-2:XXXXXXXXXXXX:cluster/msk-prov-1/id " sink: - opensearch: # Provide an AWS OpenSearch Service domain endpoint # hosts: [ " [link] " ] aws: # Provide a Role ARN with access to the domain.

Testing 119

Testing Data Processing Dashboards Management 119

datapine

MAY 9, 2019

Business intelligence concepts refer to the usage of digital computing technologies in the form of data warehouses, analytics and visualization with the aim of identifying and analyzing essential business-based data to generate new, actionable corporate insights. Introduction To Business Intelligence Concepts. 2) The data warehouse.

Business Intelligence 270

Business Intelligence Dashboards Data Warehouse Visualization 270

AWS Big Data

FEBRUARY 7, 2024

Refer to How can I access OpenSearch Dashboards from outside of a VPC using Amazon Cognito authentication for a detailed evaluation of the available options and the corresponding pros and cons. For more information, refer to the AWS CDK v2 Developer Guide. For instructions, refer to Creating a public hosted zone.

Dashboards 109

Dashboards Data Processing Metadata Consulting 109

CIO Business Intelligence

JANUARY 7, 2025

This includes the creation of landing zones, defining the VPN, gateway connections, network policies, storage policies, hosting key services within a private subnet and setting up the right IAM policies (resource policies, setting up the organization, deletion policies). The choice of strategy depends on the state of the workload.

Optimization 98

Optimization Strategy Cost-Benefit Enterprise 98

AWS Big Data

JUNE 3, 2024

Let’s look at a few tests we performed in a stream with two shards to illustrate various scenarios. In the first test, we ran a producer to write batches of 30 records, each being 100 KB, using the PutRecords API. For our test scenario, we can only see each key being used one time because we used a new UUID for each record.

Optimization 126

Optimization Metrics Data Processing Testing 126

AWS Big Data

AUGUST 19, 2024

For instructions to create an OpenSearch Service domain, refer to Getting started with Amazon OpenSearch Service. f%2Cvalue%3A900000)%2Ctime%3A(from%3Anow-24h%2Cto%3Anow))" height="800" width="100%"> Host the HTML code The next step is to host the index.html file. The domain creation takes around 15–20 minutes.

Dashboards 115

Dashboards Data Processing Visualization Snapshot 115

AWS Big Data

MARCH 13, 2024

For more information on the choice of index algorithm, refer to Choose the k-NN algorithm for your billion-scale use case with OpenSearch. Ray cluster for ingestion and creating vector embeddings In our testing, we found that the GPUs make the biggest impact to performance when creating the embeddings. zst`; do zstd -d $F; done rm *.zst

Data Processing 132

Data Processing Dashboards Machine Learning Metrics 132

datapine

SEPTEMBER 29, 2022

Data quality refers to the assessment of the information you have, relative to its purpose and its ability to serve that purpose. While the digital age has been successful in prompting innovation far and wide, it has also facilitated what is referred to as the “data crisis” – low-quality data.

Data Quality 241

Data Quality Metrics Data-driven Management 241

AWS Big Data

FEBRUARY 20, 2024

For more details, refer to Tutorial: Configure a cross-realm trust with an Active Directory domain. In this post, we dive deep into the Amazon EMR LDAP authentication, showing how the authentication flow works, how to retrieve and test the needed LDAP configurations, and how to confirm an EMR cluster is properly LDAP integrated.

Testing 116

Testing Data Processing Interactive Management 116

AWS Big Data

JANUARY 2, 2024

We also avoid the implementation details and packaging process of our test data generation application, referred to as the producer. After the image is built, it should be pushed to a container registry like Amazon ECR so that you can reference it in the next section. southeast-2.amazonaws.com/producer:latest", southeast-2.amazonaws.com/kinesis-agent:latest",

Testing 119

Testing Data Processing Metrics Publishing 119

AWS Big Data

DECEMBER 19, 2024

To learn more about working with events using EventBridge, refer to Events via Amazon EventBridge default bus. We refer to this role as the instance-role throughout the post. We refer to this role as the environment-role throughout the post. Delete the S3 bucket that hosted the unstructured asset. Delete the IAM roles.

Publishing 94

Publishing Unstructured Data Metadata Data-driven 94

AWS Big Data

APRIL 7, 2023

The inbound resolver endpoint performs DNS resolution by forwarding the query to the private hosted zone that was created along with the MSK Serverless cluster. Refer to Network-to-Amazon VPC connectivity options for more information. Test the DNS resolution DNS (Domain Name System) uses TCP/UDP port 53. southeast-2.amazonaws.com.

Data Processing 98

Data Processing Testing Management Cost-Benefit 98

AWS Big Data

MAY 2, 2023

The workflow steps are as follows: The producer DAG makes an API call to a publicly hosted API to retrieve data. Test the feature To test this feature, run the producer DAG. How dynamic task mapping works Let’s see an example using the reference code available in the Airflow documentation. using the vectorcall protocol.

Testing 129

Testing Experimentation Management Metadata 129

AWS Big Data

JUNE 24, 2024

For the client to resolve DNS queries for the custom domain, an Amazon Route 53 private hosted zone is used to host the DNS records, and is associated with the client’s VPC to enable DNS resolution from the Route 53 VPC resolver. The Route 53 private hosted zone is not a required part of the solution. example.com DNS.3

Advertising 115

Advertising Data Processing Metadata Management 115

AWS Big Data

MARCH 6, 2025

Refer to IAM Identity Center identity source tutorials for the IdP setup. Generate the client secret and set sign-in redirect URL and sign-out URL to [link] (we will host the Streamlit application locally on port 8501). For more details, refer to Creating a workgroup with a namespace. IAM Identity Center enabled. and v3.12.2.

Visualization 62

Visualization Sales Data Warehouse Management 62

AWS Big Data

JUNE 10, 2024

For detailed information on managing your Apache Hive metastore using Lake Formation permissions, refer to Query your Apache Hive metastore with AWS Lake Formation permissions. Test access to the producer cataloged Amazon S3 data using EMR Serverless in the consumer account. Test access using Athena queries in the consumer account.

Data Lake 113

Data Lake Metadata Data Warehouse Data Processing 113

AWS Big Data

JANUARY 31, 2023

If you’re new to OpenSearch Serverless, refer to Log analytics the easy way with Amazon OpenSearch Serverless for details on how to set up your collection. For other distros, refer to the artifacts.) For other distros, refer to the artifacts.) Create an OpenSearch Serverless collection. cd logstash-8.4.0/ cd logstash-8.4.0/

Data Processing 98

Data Processing Optimization Software Analytics 98

Smart Data Collective

SEPTEMBER 13, 2022

” Software as a service (SaaS) is a software licensing and delivery paradigm in which software is licensed on a subscription basis and is hosted centrally. It gives the customer entire shopping cart software and hosting infrastructure, allowing enterprises to launch an online shop in a snap. 5) Make a final analysis.

Cost-Benefit 126

Cost-Benefit Data Processing Software Data-driven 126

AWS Big Data

JULY 11, 2024

For more details about OR1 instances, refer to Amazon OpenSearch Service Under the Hood: OpenSearch Optimized Instances (OR1). You can install OpenSearch Benchmark directly on a host running Linux or macOS , or you can run OpenSearch Benchmark in a Docker container on any compatible host.

Optimization 115

Optimization Metrics Data Processing Snapshot 115

AWS Big Data

OCTOBER 20, 2023

The connectors were only able to reference hostnames in the connector configuration or plugin that are publicly resolvable and couldn’t resolve private hostnames defined in either a private hosted zone or use DNS servers in another customer network. For instructions, refer to create key-pair here.

Data Processing 114

Data Processing Snapshot Data Warehouse Management 114

AWS Big Data

JUNE 27, 2024

Test out the disaster recovery plan by simulating a failover event in a non-production environment. For additional details, refer to Automated snapshots. For additional details, refer to Manual snapshots. To learn more about setting up AWS Backup for Amazon Redshift, refer to Amazon Redshift backups.

Snapshot 92

Snapshot Data Warehouse Data Processing Strategy 92

AWS Big Data

MAY 7, 2024

This post explains how you can extend the governance capabilities of Amazon DataZone to data assets hosted in relational databases based on MySQL, PostgreSQL, Oracle or SQL Server engines. If you’d like to learn more about other workflows in this solution, please refer to the implementation guide.

Metadata 104

Metadata Data Lake Data Processing Data-driven 104

AWS Big Data

MAY 16, 2024

Refer to Creating an Apache Airflow web login token for more details. Args: region (str): AWS region where the MWAA environment is hosted. Args: region (str): AWS region where the MWAA environment is hosted. To learn more about the Airflow REST API and its various endpoints, refer to the Airflow documentation.

Testing 119

Testing Metrics Interactive Management 119

AWS Big Data

MAY 4, 2023

Amazon’s Open Data Sponsorship Program allows organizations to host free of charge on AWS. For more information, refer to Guidance for Distributed Computing with Cross Regional Dask on AWS and the GitHub repo for open-source code. These datasets are distributed across the world and hosted for public use.

Data Processing 121

Data Processing Metadata Informatics Interactive 121