AWS Big Data

NOVEMBER 22, 2023

Hudi provides tables , transactions , efficient upserts and deletes , advanced indexes , streaming ingestion services , data clustering and compaction optimizations, and concurrency control , all while keeping your data in open source file formats. This effectively provides change streams to enable incremental data pipelines.

Data Lake 93

Data Lake Snapshot Metadata Optimization 93

AWS Big Data

JULY 20, 2023

Determining optimal table partitioning Determining optimal partitioning for each table is very important in order to optimize query performance and minimize the impact on teams querying the tables when partitioning changes. The following diagram illustrates the solution architecture. Orca addressed this in several ways.

Data Lake 88

Data Lake Analytics Snapshot Optimization 88

Cloudera

MARCH 23, 2022

Figure 1: Apache Iceberg fits the next generation data architecture by abstracting storage layer from analytics layer while introducing net new capabilities like time-travel and partition evolution. #1: Apache Iceberg enables seamless integration between different streaming and processing engines while maintaining data integrity between them.

Metadata 92

Metadata Data Architecture Machine Learning Cost-Benefit 92

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. DataOps automation that focuses on lowering the rate of errors ensures continuous testing and improvement in data integrity. Testing/Monitoring is not a bag on the side.

Testing 214

Testing Manufacturing Data Quality Statistics 214

Cloudera

SEPTEMBER 12, 2022

A data fabric answers perhaps the biggest question of all: what data do we have to work with? Managing and making individual data sources available through traditional enterprise data integration, and when end users request them, simply does not scale — especially in light of a growing number of sources and volume.

Unstructured Data 75

Unstructured Data Data Architecture Data Lake Snapshot 75

AWS Big Data

MARCH 3, 2023

Additionally, the scale is significant because the multi-tenant data sources provide a continuous stream of testing activity, and our users require quick data refreshes as well as historical context for up to a decade due to compliance and regulatory demands. Finally, data integrity is of paramount importance.

Software 52

Software Data Lake Testing Cost-Benefit 52

FineReport

JUNE 26, 2023

Managers can obtain an up-to-date snapshot of the project’s scope, time, cost, and quality parameters. They aid in resource tracking and allocation for optimal utilization. This report plays a crucial role in ensuring product quality, optimizing production strategies, and meeting customer expectations.

Reporting 52

Reporting Key Performance Indicator Sales Visualization 52

AWS Big Data

JUNE 12, 2023

Acting as a bridge between producer and consumer apps, it enforces the schema, reduces the data footprint in transit, and safeguards against malformed data. AWS Glue is an ideal solution for running stream consumer applications, discovering, extracting, transforming, loading, and integrating data from multiple sources.

Management 79

Management Metadata Testing Internet of Things 79

AWS Big Data

JUNE 10, 2024

Cloudinary is a cloud-based media management platform that provides a comprehensive set of tools and services for managing, optimizing, and delivering images, videos, and other media assets on websites and mobile applications.

Data Lake 93

Data Lake Metadata Snapshot Analytics 93

AWS Big Data

MAY 30, 2023

For Task logs , enable Turn on CloudWatch logs and Turn on batch-optimized apply. Before joining AWS, Manish’s experience includes helping customers implement data warehouse, BI, data integration, and data lake projects. For Stop task after full load completes , choose Don’t stop. options(**additional_options).mode("append").save(s3_output_folder)

Data Lake 81

Data Lake Data Analytics Analytics Data Processing 81

AWS Big Data

MAY 19, 2023

Analytics professionals are tasked with deriving value from data stored in these distributed systems to create better, secure, and cost-optimized experiences for their customers. In these scenarios, customers looking for a serverless data integration offering use AWS Glue as a core component for processing and cataloging data.

Machine Learning 82

Machine Learning Metrics Big Data Management 82

erwin

MAY 17, 2021

Finding, identifying and harvesting data assets, the performance of systems where data is stored, documenting end-to-end data lineage, and visibility into mechanisms to protect data round out the top five bottlenecks to achieving optimal data value. Other Key Findings.

Data Governance 99

Data Governance Data Quality Snapshot Reporting 99

AWS Big Data

NOVEMBER 29, 2023

The dbt-glue adapter democratized access for dbt users to data lakes, and enabled many users to effortlessly run their transformation workloads on the cloud with the serverless data integration capability of AWS Glue. The team uses dbt-glue to build a transformed gold model optimized for business intelligence (BI).

Data Lake 103

Data Lake Management Metrics Data Warehouse 103

erwin

JUNE 17, 2021

Finding, identifying and harvesting data assets, the performance of systems where data is stored, documenting end-to-end data lineage, and visibility into mechanisms to protect data round out the top five obstacles to achieving optimal data value. Other Key Findings.

Data Governance 59

Data Governance Data Quality Snapshot Reporting 59

Jet Global

NOVEMBER 7, 2023

Advantages : Replication reduces the load on source systems because data extraction occurs at predefined intervals, reducing the real-time impact on production systems. It provides consistency in data for reporting purposes, as you are working with snapshots of the data at a particular point in time.

Enterprise 52

Enterprise Data Warehouse Operational Reporting Reporting 52