AWS Big Data

NOVEMBER 10, 2023

cache() As a result, the loan application record (from the S3 data lake) is enriched with the ClientCreateDate column (from Amazon Redshift). This is particularly valuable for Type 2 slowly changing dimension (SCD) and timespan accumulating snapshot facts. options(**read_config).option("query", select(*initial_select_cols).withColumn("LogDate",

Data Processing 95

Data Processing Data Lake Data Warehouse Optimization 95

AWS Big Data

APRIL 10, 2024

CREATE DATABASE aurora_pg_zetl FROM INTEGRATION ' ' DATABASE zeroetl_db; The integration is now complete, and an entire snapshot of the source will reflect as is in the destination. You must also include a reference to the named database within the cluster that you specified when you created the integration.

Data Warehouse 95

Data Warehouse Analytics Metrics Snapshot 95

AWS Big Data

JANUARY 10, 2024

If SnapshotsEnabled is set to true in ApplicationSnapshotConfiguration, Amazon Managed Service for Apache Flink will automatically pause the application, take a snapshot, and then restore the application with the updated configuration whenever it is updated or scaled. The following diagram illustrates the state machine workflow.

Metrics 101

Metrics Management Snapshot IT 101

IBM Big Data Hub

APRIL 11, 2023

Here is a snapshot of some current results: We continued making progress towards our goal of net-zero operational greenhouse gas (GHG) emissions by 2030, underscored by energy conservation; use of renewable energy; and GHG emissions reduction. Also through year-end 2021, we reduced operational GHG emissions by 61.6%

Snapshot 60

Snapshot Reporting Business Objectives Software 60

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. and the Amazon Linux 2023 (AL2023) base image, offering enhanced security, modern tooling, and support for the latest Python libraries and features. Set up a new Apache Airflow v2.7.2

Metrics 106

Metrics Metadata Snapshot Management 106

AWS Big Data

MARCH 20, 2023

These data lake frameworks help you store data more efficiently and enable applications to access your data faster. In this tutorial, we assume that the files are updated with new records every day, and want to store only the latest record per the primary key ( ID and ELEMENT ) to make the latest snapshot data queryable.

Visualization 82

Visualization Data Lake Snapshot Big Data 82

Cloudera

FEBRUARY 8, 2024

It brings the reliability and simplicity of SQL tables to big data while enabling engines like Hive, Impala, Spark, Trino, Flink, and Presto to work with the same tables at the same time. Subsequently, these snapshot IDs are used to determine the delta changes that should be applied to the materialized view rows.

Snapshot 88

Snapshot Metadata Cost-Benefit Data Warehouse 88

AWS Big Data

MAY 24, 2023

Some of the important non-functional use cases for an S3 data lake that organizations are focusing on include storage cost optimizations, capabilities for disaster recovery and business continuity, cross-account and multi-Region access to the data lake, and handling increased Amazon S3 request rates.

Data Lake 86

Data Lake Snapshot Metadata Optimization 86

IBM Big Data Hub

APRIL 15, 2024

In 2023, the FBI received a record number of 880,418 complaints with potential losses exceeding USD 12.5 When a cyberattack strikes, the ransomware code gathers information about target networks and key resources such as databases, critical files, snapshots and backups. Today, cybercrime is good business.

Snapshot 101

Snapshot Machine Learning Interactive Statistics 101

AWS Big Data

MARCH 28, 2023

This post is designed to be implemented for a real customer use case, where you get full snapshot data on a daily basis. employee" where delete_flag=true and date_format(CAST(end_date AS date),'%Y/%m') ='2023/03' Note: Update the correct database name from the CloudFormation output before running the above query.

Data Lake 73

Data Lake Testing Snapshot Sales 73

AWS Big Data

OCTOBER 19, 2023

As of this writing, Iceberg gets incremental data only from the append operation; other operations such as replace , overwrite , and delete aren’t supported by incremental read. For merging the records into Amazon Redshift, you can use the MERGE SQL command , which was released in April 2023. csv to s3://noaa-ghcn-pds/csv/by_year/2023.csv.

Data Lake 115

Data Lake Data Warehouse Visualization Snapshot 115

CIO Business Intelligence

JANUARY 20, 2023

BI aims to deliver straightforward snapshots of the current state of affairs to business managers. As of January 2023, the median business intelligence salary is around $72,000, though depending on your employer that could range from $53,000 to $97,000. This gets to the heart of the question of who business intelligence is for.

Business Intelligence 144

Business Intelligence Dashboards Data mining OLAP 144

AWS Big Data

JULY 27, 2023

Take a snapshot of the source Redshift data warehouse. Prerequisites The following prerequisites should be addressed before we run the ConfigCompare utility: Enable audit logging and user-activity logging in your source cluster. Export your source parameter group and WLM configurations to Amazon S3.

Testing 67

Testing Data Warehouse Data Processing Snapshot 67

AWS Big Data

NOVEMBER 1, 2023

November 2023: This post was reviewed and updated with the general availability of Multi-AZ deployments for provisioned RA3 clusters. Amazon Redshift is a fully managed, petabyte scale cloud data warehouse that enables you to analyze large datasets using standard SQL. Originally published on December 9th, 2022.

Data Warehouse 97

Data Warehouse Snapshot Testing Management 97

AWS Big Data

MARCH 21, 2024

Amazon Relational Database Service (Amazon RDS) for MySQL zero-ETL integration with Amazon Redshift was announced in preview at AWS re:Invent 2023 for Amazon RDS for MySQL version 8.0.28 Analyze the near real time transactional data Now we can run analytics on TICKIT’s operational data.

Data Warehouse 90

Data Warehouse Metrics Statistics Optimization 90

AWS Big Data

AUGUST 16, 2023

Time travel Time travel queries in Athena query Amazon S3 for historical data from a consistent snapshot as of a specified date and time. Version travel queries in Athena query Amazon S3 for historical data as of a specified snapshot ID. In our query, it corresponds to the time 2023-04-18 21:34:13.970.

Data Lake 73

Data Lake Metadata Testing Snapshot 73

IBM Big Data Hub

SEPTEMBER 25, 2023

The technical value of Presto at Uber Analyzing complex data types with Presto As a digital native company, Uber continues to expand its use cases for Presto. For traditional analytics, they are bringing data discipline to their use of Presto. They ingest data in snapshots from operational systems.

OLAP 90

OLAP Data Lake Data-driven Snapshot 90