datapine

JUNE 23, 2020

By including this cohesive mix of visual information, every CFO, regardless of sector, can gain a clear snapshot of the company’s fiscal performance within the first quarter of the year. Once you have set your aims, goals, and outcomes, you will be able to select CFO dashboard KPIs that will help you optimize your efforts.

Dashboards 298

Dashboards Reporting KPI Metrics 298

Cloudera

NOVEMBER 13, 2020

Impala Optimizations for Small Queries. We’ll discuss the various phases Impala takes a query through and how small query optimizations are incorporated into the design of each phase. For a more in-depth description of these phases please refer to Impala: A Modern, Open-Source SQL Engine for Hadoop. Query Planner Design.

Optimization 143

Optimization Metadata Statistics Cost-Benefit 143

AWS Big Data

JULY 11, 2024

Amazon OpenSearch Service introduced the OpenSearch Optimized Instances (OR1) , deliver price-performance improvement over existing instances. For more details about OR1 instances, refer to Amazon OpenSearch Service Under the Hood: OpenSearch Optimized Instances (OR1). OR1 instances use a local and a remote store.

Optimization 101

Optimization Metrics Data Processing Snapshot 101

AWS Big Data

SEPTEMBER 14, 2023

We’ve already discussed how checkpoints, when triggered by the job manager, signal all source operators to snapshot their state, which is then broadcasted as a special record called a checkpoint barrier. When barriers from all upstream partitions have arrived, the sub-task takes a snapshot of its state.

Snapshot 98

Snapshot Broadcasting Optimization Management 98

O'Reilly on Data

OCTOBER 19, 2021

but to reference concrete tooling used today in order to ground what could otherwise be a somewhat abstract exercise. To manage the dynamism, we can resort to taking snapshots that represent immutable points in time: of models, of data, of code, and of internal state. However, none of these layers help with modeling and optimization.

IT 364

IT Testing Experimentation Software 364

AWS Big Data

JANUARY 24, 2024

These formats enable ACID (atomicity, consistency, isolation, durability) transactions, upserts, and deletes, and advanced features such as time travel and snapshots that were previously only available in data warehouses. For more information, refer to Amazon S3: Allows read and write access to objects in an S3 Bucket.

Snapshot 114

Snapshot Data Lake Metadata Optimization 114

AWS Big Data

NOVEMBER 17, 2023

In this post, we look into an optimal and cost-effective way of incorporating dbt within Amazon Redshift. In an optimal environment, we store the credentials in AWS Secrets Manager and retrieve them. For more information, refer SQL models. For more information, refer to Redshift set up.

Snapshot 103

Snapshot Data Processing Testing Data Warehouse 103

AWS Big Data

MAY 23, 2024

Refer to Upgrading Applications and Flink Versions for more information about how to avoid any unexpected inconsistencies. Refer to General best practices and recommendations for more details on how to test the upgrade process itself. If you’re using Gradle, refer to How to use Gradle to configure your project.

Snapshot 97

Snapshot Management Testing Consulting 97

Cloudera

FEBRUARY 14, 2024

This blog discusses a few problems that you might encounter with Iceberg tables and offers strategies on how to optimize them in each of those scenarios. Problem with too many snapshots Everytime a write operation occurs on an Iceberg table, a new snapshot is created. See Write properties.

Optimization 59

Optimization Strategy Snapshot Metadata 59

AWS Big Data

MAY 24, 2023

When you build your transactional data lake using Apache Iceberg to solve your functional use cases, you need to focus on operational use cases for your S3 data lake to optimize the production environment. For more information, refer to Retry Amazon S3 requests with EMRFS. This property is set to true by default.

Data Lake 91

Data Lake Snapshot Metadata Optimization 91

AWS Big Data

MARCH 11, 2024

This means that cost-optimization exercises can happen at any time—they no longer need to happen in the planning phase. These scalable properties of Apache Flink can be key to optimizing your cost in the cloud. The third cost component is durable application backups, or snapshots. per GB per month.

Management 110

Management Snapshot Metrics Cost-Benefit 110

AWS Big Data

MAY 15, 2024

You can use this solution regularly as part of your cost-optimization efforts to safely remove unused EIPs to reduce your costs. To gather EIP usage reporting, this solution compares snapshots of the current EIPs, focusing on their most recent attachment within a customizable 3-month period.

Snapshot 103

Snapshot Data Lake Optimization Reporting 103

AWS Big Data

AUGUST 23, 2023

OpenSearch Serverless optimizes resource use depending on the type you set. Refer to Introducing the vector engine for Amazon OpenSearch Serverless, now in preview for more information about the new vector search option with OpenSearch Serverless. When you create a serverless collection, you set a collection type.

Snapshot 97

Snapshot Dashboards Visualization Metrics 97

AWS Big Data

JULY 3, 2023

This helps traders determine the potential profitability of a strategy and identify any risks associated with it, enabling them to optimize it for better performance. To avoid look-ahead bias in backtesting, it’s essential to create snapshots of the data at different points in time. Load the dataset into Amazon S3.

Snapshot 94

Snapshot Data Lake Testing Strategy 94

AWS Big Data

SEPTEMBER 10, 2024

With the launch of Amazon Redshift Serverless and the various provisioned instance deployment options , customers are looking for tools that help them determine the most optimal data warehouse configuration to support their Amazon Redshift workloads. Launch the producer warehouse by restoring the snapshot to a 32 RPU serverless namespace.

Testing 107

Testing Snapshot Data Warehouse Metrics 107

The Unofficial Google Data Science Blog

JULY 17, 2018

Example: Recrawl Logic within Google search Google search works because our software has previously crawled many billions of web pages, that is, scraped and snapshotted each one. These snapshots comprise what we refer to as our search index. This results in a poor user experience.

Data Science 87

Data Science Snapshot Data Processing Optimization 87

AWS Big Data

MARCH 2, 2023

Whenever there is an update to the Iceberg table, a new snapshot of the table is created, and the metadata pointer points to the current table metadata file. At the top of the hierarchy is the metadata file, which stores information about the table’s schema, partition information, and snapshots.

Data Lake 127

Data Lake Data Processing Metadata Snapshot 127

AWS Big Data

JUNE 9, 2023

Despite these capabilities, data lakes are not databases, and object storage does not provide support for ACID processing semantics, which you may require to effectively optimize and manage your data at scale across hundreds or thousands of users using a multitude of different technologies.

Data Lake 125

Data Lake Metadata Statistics Optimization 125

AWS Big Data

APRIL 27, 2023

Athena also supports the ability to create views and perform VACUUM (snapshot expiration) on Apache Iceberg tables to optimize storage and performance. This was a challenge because data lakes are based on files and have been optimized for appending data. However, this requires knowledge of a table’s current snapshots.

Data Lake 80

Data Lake Snapshot Optimization Data Transformation 80

datapine

APRIL 12, 2023

To put our definition into a real-world perspective, here’s a hypothetical incremental sales example we’ve created for reference: A green clothing retailer typically sells $14,000 worth of ethical sweaters per month without investing in advertising.

Sales 176

Sales KPI Metrics Cost-Benefit 176

AWS Big Data

NOVEMBER 16, 2023

Data Vault overview For a brief review of the core Data Vault premise and concepts, refer to the first post in this series. For more information, refer to Amazon Redshift database encryption. String-optimized compression The Data Vault 2.0 If you use AWS KMS, you can either use an AWS managed key or customer managed key.

Enterprise 96

Enterprise Data Warehouse Snapshot Cost-Benefit 96

AWS Big Data

JANUARY 8, 2024

Refer to Amazon Kinesis Data Streams integrations for additional details. Stream Processing – An application created with Amazon Managed Service for Apache Flink can read the records from the data stream to detect and clean any errors in the time series data and enrich the data with specific metadata to optimize operational analytics.

Analytics 123

Analytics IoT Data-driven Snapshot 123

Cloudera

NOVEMBER 12, 2021

We had to identify the “optimal path” for customers without any information from the customer. We also couldn’t reference the underlying infrastructure as it would break our abstraction as an “autonomous database.”. Create a snapshot . Export the snapshot to the destination in the Cloud. Enable replication.

Software 98

Software Enterprise Snapshot IT 98

IBM Big Data Hub

APRIL 8, 2024

Answer : Along with standard RDS features, Amazon RDS for Db2 supports key Db2 features, such as row and column organized tables for mixed and analytic workloads, the Adaptive Workload Optimizer to for better resource management, and rules-based access controls for advanced data protection. Backup and restore 11.

Snapshot 68

Snapshot Data Warehouse Data Processing Management 68

datapine

NOVEMBER 13, 2019

A procurement report allows an organization to demonstrate how its procurement activities deliver value for money, contribute to the realization of its broader goals and objectives, and provide a panoramic snapshot of the effectiveness of its procurement strategy. Manage your spend data. click to enlarge**.

Reporting 158

Reporting KPI Cost-Benefit Dashboards 158

AWS Big Data

DECEMBER 4, 2024

Use case Consider a large company that relies heavily on data-driven insights to optimize its customer support processes. Step 3: Verify the initial SEED load The SEED load refers to the initial loading of the tables that you want to ingest into an Amazon SageMaker Lakehouse using zero-ETL integration.

Data Integration 97

Data Integration Data Lake Statistics Data-driven 97

AWS Big Data

NOVEMBER 10, 2023

Your applications can seamlessly read from and write to your Amazon Redshift data warehouse while maintaining optimal performance and transactional consistency. Additionally, you’ll benefit from performance improvements through pushdown optimizations, further enhancing the efficiency of your operations.

Data Processing 104

Data Processing Data Lake Data Warehouse Optimization 104

AWS Big Data

FEBRUARY 1, 2023

Architecturally, we chose a serverless model, and the data lake architecture action line refers to all the architectural gaps and challenging features we determined were part of the improvements. For more details, refer to Connection Types and Options for ETL in AWS Glue. We also used AWS Lambda for data processing.

Optimization 52

Optimization Forecasting Data Lake Metadata 52

CIO Business Intelligence

AUGUST 17, 2022

To help make it quick and easy for IT leaders to get a reliable snapshot of the enterprise storage trends, we put together this “trends update” for the second half of 2022. To download a PDF of these market trends for your quick and easy reference, click here. Data Management

Enterprise 111

Enterprise Cost-Benefit Snapshot Data-driven 111

AWS Big Data

FEBRUARY 13, 2023

To assess the nodes and find an optimal RA3 cluster configuration, we collaborated with AllCloud , the AWS premier consulting partner. To do this, we required the following: A reference cluster snapshot – This ensures that we can replay any tests starting from the same state. Take snapshot from 6 x RA3.4xlarge.

Snapshot 72

Snapshot Data Warehouse Analytics Testing 72

Smart Data Collective

NOVEMBER 4, 2021

Cybersecurity refers to a company’s ability to protect its systems, network, and data from cybercrimes. Systematic pentesting might help identify some gaps in your cyber resilience program but ultimately, it’s just a snapshot of what is happening. Cybersecurity vs cyber resilience: how they differ. You should rely on it completely.

Strategy 132

Strategy Snapshot Risk IoT 132

DataKitchen

MAY 10, 2021

These labor-intensive evaluations of data quality can only be performed periodically, so at best they provide a snapshot of quality at a particular time. Tacking testing and monitoring on as an afterthought is not an optimal way to reduce errors. In governance, people sometimes perform manual data quality assessments.

Testing 214

Testing Manufacturing Data Quality Statistics 214

AWS Big Data

NOVEMBER 6, 2023

You can see the time each task spends idling while waiting for the Redshift cluster to be created, snapshotted, and paused. 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.

Metrics 116

Metrics Metadata Snapshot Management 116

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. For instructions, refer to here.

Data Processing 100

Data Processing Snapshot Data Warehouse Management 100

AWS Big Data

APRIL 10, 2024

Customers across industries are becoming more data driven and looking to increase revenue, reduce cost, and optimize their business operations by implementing near real time analytics on transactional data, thereby enhancing agility. In the Instance configuration section , select Memory optimized classes.

Data Warehouse 106

Data Warehouse Analytics Metrics Snapshot 106

AWS Big Data

SEPTEMBER 13, 2024

For comprehensive instructions, refer to Running Spark jobs with the Spark operator. For official guidance, refer to Create a VPC. Refer to create-db-subnet-group for more details. Refer to create-db-subnet-group for more details. Refer to create-db-cluster for more details. SubnetId" | jq -c '.') mysql_aurora.3.06.1

Management 104

Management Snapshot Cost-Benefit Testing 104

AWS Big Data

JULY 8, 2024

Refer to Using Apache Flink connectors to stay updated on any future changes regarding connector versions and compatibility. This flexibility optimizes job performance by reducing checkpoint frequency during backlog phases, enhancing overall throughput. It’s recommended to use connectors for the runtime version you are using.

Management 104

Management Dashboards Snapshot Consulting 104