AWS Big Data

DECEMBER 12, 2024

import json import boto3 import os def lambda_handler(event, context): # Set up S3 client s3 = boto3.client('s3') get_object(Bucket=input_bucket, Key=input_key) file_content = response['Body'].read().decode('utf-8') has('lineage_node', 'node_name', '{node}').fold().coalesce(unfold(), coalesce(unfold(), addV('lineage_node').property('node_name',

Snapshot 79

Snapshot Recreation/Entertainment Experimentation Data Lake 79

AWS Big Data

NOVEMBER 26, 2024

For a table that will be converted, it invokes the converter Lambda function through an event. Querying all snapshots, we can see that we created three snapshots with overwrites after the initial one. This decouples the scanning and conversion parts and makes our solution more resilient to potential failures.

Metadata 95

Metadata Data Lake Snapshot Data Warehouse 95

AWS Big Data

APRIL 17, 2024

This makes sure that in the event of a cluster-manager quorum loss, which is a common failure mode in non-dedicated cluster-manager setups, OpenSearch can reliably recover the last acknowledged metadata. In the event of an infrastructure failure, an OpenSearch domain can end up losing one or more nodes.

Optimization 125

Optimization Snapshot Metadata Cost-Benefit 125

AWS Big Data

OCTOBER 3, 2023

This Iceberg event-based table management feature lets you monitor table activities during writes to make better decisions about how to manage each table differently based on events. To use the feature, you can use the iceberg-aws-event-based-table-management source code and provide the built JAR in the engine’s class-path.

Optimization 122

Optimization Snapshot Data Lake Metadata 122

AWS Big Data

JULY 29, 2024

History and versioning : Iceberg’s versioning feature captures every change in table metadata as immutable snapshots, facilitating data integrity, historical views, and rollbacks. Snapshot management allows concurrent data operations without interference, maintaining data consistency across transactions.

Metadata 119

Metadata Snapshot Data Lake Metrics 119

CIO Business Intelligence

APRIL 9, 2025

An area where most organizations struggle today is their ability to restore operations after a cyber event. 1 Sophos State of Ransomware 2024 2 Forrester Opportunity Snapshot: Organizations Are Missing Critical Ransomware Recovery Capabilities, July 2024 About the author: Belu de Arbelaiz is the Sr.

IT 64

IT Snapshot Digital Transformation Measurement 64

CIO Business Intelligence

MARCH 28, 2024

The new capabilities, which include incremental feature additions to its Text Enhance offering and two new connectors for its analytics warehouse and point of sale (POS) offerings, were announced on Thursday at the company’s SuiteConnect event in New York. The company has not said when the updates to Text Enhance will become available.

Snapshot 105

Snapshot Sales Finance Enterprise 105

AWS Big Data

DECEMBER 4, 2024

Amazon EventBridge , a serverless event bus service, triggers a downstream process that allows you to build event-driven architecture as soon as your new data arrives in your target. Check CloudWatch log events for the SEED Load. Check CloudWatch log events for the CDC load. Open the AWS Glue console.

Data Integration 98

Data Integration Data Lake Statistics Data-driven 98

AWS Big Data

MAY 23, 2024

Apache Flink is an open source distributed processing engine, offering powerful programming interfaces for both stream and batch processing, with first-class support for stateful processing and event time semantics. Some things to keep in mind: Stateful downgrades are not compatible and will not be accepted due to snapshot incompatibility.

Snapshot 98

Snapshot Management Testing Consulting 98

AWS Big Data

JUNE 27, 2024

The objective of a disaster recovery plan is to reduce disruption by enabling quick recovery in the event of a disaster that leads to system failure. With built-in features such as automated snapshots and cross-Region replication, you can enhance your disaster resilience with Amazon Redshift.

Snapshot 81

Snapshot Data Warehouse Data Processing Strategy 81

AWS Big Data

JUNE 10, 2024

Data-driven decisions lead to more effective responses to unexpected events, increase innovation and allow organizations to create better experiences for their customers. Short overview of Cloudinary’s infrastructure Cloudinary infrastructure handles over 20 billion requests daily with every request generating event logs.

Data Lake 122

Data Lake Metadata Snapshot Analytics 122

AWS Big Data

AUGUST 23, 2023

SS4O is inspired by both OpenTelemetry and the Elastic Common Schema (ECS) and uses Amazon Elastic Container Service ( Amazon ECS ) event logs and OpenTelemetry (OTel) metadata. Before that, you needed to navigate to the Observability plugin to create event analytics visualizations using Piped Processing Language (PPL).

Snapshot 97

Snapshot Dashboards Visualization Metrics 97

AWS Big Data

JULY 3, 2023

Iceberg tags – The Iceberg branching and tagging feature allows users to tag specific snapshots of their data tables with meaningful labels using SQL syntax or the Iceberg library, which correspond to specific events notable to internal investment teams. Tag this data to preserve a snapshot of it. Configure a Spark session.

Snapshot 95

Snapshot Data Lake Testing Strategy 95

AWS Big Data

MAY 15, 2024

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. AWS CloudTrail Lake supports the collection of events from multiple AWS regions and AWS accounts. It then determines the frequency of EIP attachments to resources.

Snapshot 104

Snapshot Optimization Data Lake Reporting 104

Cloudera

MARCH 6, 2024

As we enter into a new month, the Cloudera team is getting ready to head off to the Gartner Data & Analytics Summit in Orlando, Florida for one of the most important events of the year for Chief Data Analytics Officers (CDAOs) and the field of data and analytics.

Data Analytics 109

Data Analytics Analytics Snapshot Data Processing 109

AWS Big Data

JANUARY 8, 2024

In this post, we will review the common architectural patterns of two use cases: Time Series Data Analysis and Event Driven Microservices. The streaming records are read in the order they are produced, allowing for real-time analytics, building event-driven applications or streaming ETL (extract, transform, and load).

Analytics 124

Analytics IoT Data-driven Snapshot 124

AWS Big Data

JANUARY 24, 2024

As data lakes have grown in size and matured in usage, a significant amount of effort can be spent keeping the data consistent with business events. It will never remove files that are still required by a non-expired snapshot.

Snapshot 115

Snapshot Data Lake Metadata Optimization 115

AWS Big Data

FEBRUARY 12, 2024

In this use case, Gupshup is heavily relying on Amazon Redshift as their data warehouse to process billions of streaming events every month, performing intricate data-pipeline-like operations on such data and incrementally maintaining a hierarchy of aggregations on top of raw data.

Analytics 114

Analytics Data Warehouse Snapshot Cost-Benefit 114

AWS Big Data

AUGUST 14, 2024

It also offers first-class support for stateful processing and event time semantics. As of this writing, the Managed Service for Apache Flink application still shows a RUNNING status when such errors occur, despite the fact that the underlying Flink application cannot process the incoming events and recover from the errors.

Management 91

Management Snapshot Testing Dashboards 91

Sisense

JANUARY 6, 2020

Daily snapshot of opportunities that’s derived from a table of opportunities’ histories. This is built out of the daily snapshot of opportunities and describes the end state of a pipeline set to close in a given month. It takes the daily snapshot and turns it into a pipeline movement chart. How many times has the amount changed?

Sales 91

Sales Forecasting Snapshot Management 91

AWS Big Data

APRIL 3, 2024

Snowflake integrates with AWS Glue Data Catalog to retrieve the snapshot location. In the event of a query, Snowflake uses the snapshot location from AWS Glue Data Catalog to read Iceberg table data in Amazon S3. Snowflake can query across Iceberg and Snowflake table formats.

Data Lake 106

Data Lake Snapshot Metadata Data Architecture 106

Jet Global

NOVEMBER 16, 2020

As Kathryn Abate, Presales Director EMEA of Longview Products at insightsoftware, explained, by plotting the two extremes of an event, it’s possible to find a midpoint that gives you three views of a situation, including the most pragmatic position between those two outcomes.

Forecasting 98

Forecasting Snapshot Finance Recreation/Entertainment 98

AWS Big Data

DECEMBER 13, 2023

Apache Kafka is an open-source distributed event streaming platform used by thousands of companies for high-performance data pipelines, streaming analytics, data integration, and mission-critical applications. Debezium MySQL source Kafka Connector reads these change events and emits them to the Kafka topics in Amazon MSK.

Data Warehouse 111

Data Warehouse Snapshot Data Processing Internet of Things 111

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. We use a single table in that database that contains sporting events information and ingest it into an S3 data lake on a continuous basis (initial load and ongoing changes).

Data Lake 81

Data Lake Snapshot Optimization Data Transformation 81

AWS Big Data

MAY 10, 2023

Additionally, shard redistribution during failure events causes increased resource utilization, leading to increased latencies and overloaded nodes, further impacting availability and effectively defeating the purpose of fault-tolerant, multi-AZ clusters. This event is referred to as a zonal failover.

Snapshot 108

Snapshot Testing Metadata Management 108

AWS Big Data

MARCH 18, 2024

Apache Flink is an open source distributed processing engine, offering powerful programming interfaces for both stream and batch processing, with first-class support for stateful processing and event time semantics. Handling data skew Apache Flink uses watermarks to support event-time semantics.

Management 114

Management Snapshot Broadcasting Optimization 114

Cloudera

SEPTEMBER 1, 2020

See the snapshot below. HDFS also provides snapshotting, inter-cluster replication, and disaster recovery. . It is also possible to use CDP Data Hub Data Flow for real-time events or log data coming in that you want to make searchable via Solr. data best served through Apache Solr). What does DDE entail? More specifically: HDFS.

Snapshot 71

Snapshot Unstructured Data Dashboards Interactive 71

Cloudera

MARCH 15, 2023

Introduction Many modern application designs are event-driven. An event-driven architecture enables minimal coupling, which makes it an optimal choice for modern, large-scale distributed systems. Send an event to notify other services about the new order. These services might be responsible for checking the inventory (eg.

Data-driven 91

Data-driven Snapshot Publishing Metadata 91

AWS Big Data

MARCH 25, 2024

For example, in a chatbot, data events could pertain to an inventory of flights and hotels or price changes that are constantly ingested to a streaming storage engine. Furthermore, data events are filtered, enriched, and transformed to a consumable format using a stream processor.

Data Lake 105

Data Lake Unstructured Data Management Snapshot 105

Cloudera

JULY 14, 2023

In all the use cases we are trying to migrate a table named “events.” They also provide a “ snapshot” procedure that creates an Iceberg table with a different name with the same underlying data. You could first create a snapshot table, run sanity checks on the snapshot table, and ensure that everything is in order.

Snapshot 70

Snapshot Data Warehouse Metadata Testing 70

CIO Business Intelligence

OCTOBER 18, 2022

According to these numbers, C-suites now equate ransomware to a disaster event. Compare it to traditional backup and snapshots, which entail scheduling, agents, and impacts to your production environment. They also recognize that these attacks and outages are no longer a question of if, but of when, how often, and at what cost?

Snapshot 98

Snapshot Advertising Measurement Enterprise 98

AWS Big Data

OCTOBER 11, 2023

This may require frequent truncation in certain tables to retain only the latest stream of events. Frequent materialized view refreshes on top of constantly changing base tables due to streamed data can lead to snapshot isolation errors. Agent states are reported in agent-state events.

Management 118

Management Metadata Analytics Dashboards 118

CIO Business Intelligence

FEBRUARY 20, 2024

it’s critical to remember that it is only a snapshot at that moment of evaluation. Scalability in the event of widespread emergency Many enterprise IT executives see the cloud as delivering near-infinite scalability — something that is not mathematically true. That’s where the contract comes into play. Levine says.

Risk 131

Risk Enterprise Strategy Snapshot 131

AWS Big Data

NOVEMBER 16, 2023

When a usage limit threshold is reached, events are also logged to a system table. Automated backup Amazon Redshift automatically takes incremental snapshots that track changes to the data warehouse since the previous automated snapshot. Manual snapshots can be kept indefinitely at standard Amazon S3 rates.

Enterprise 97

Enterprise Data Warehouse Snapshot Cost-Benefit 97

AWS Big Data

JUNE 5, 2023

In the event of an upgrade failure, Amazon MWAA is designed to roll back to the previous stable version using the associated metadata database snapshot. During an upgrade, Amazon MWAA first creates a snapshot of the existing environment’s metadata database, which then serves as the basis for a new database.

Snapshot 84

Snapshot Metadata Testing Data-driven 84

Smart Data Collective

NOVEMBER 4, 2021

While cyber resilience is a company’s ability to deliver their services, operations, and despite possible cyber events, and their capability to maintain work with the system or data being compromised. Systematic pentesting might help identify some gaps in your cyber resilience program but ultimately, it’s just a snapshot of what is happening.

Strategy 132

Strategy Snapshot Risk IoT 132

Cloudera

NOVEMBER 15, 2022

Additionally, region split/merge operations and snapshot restore/clone operations create links or references to store files, which in the context of store file tracking require the same handling as store files. Snapshot cloning. New store files are also created by compactions and bulk loading. StoreFile Tracking operational utils.

Snapshot 76

Snapshot Cost-Benefit Reporting Visualization 76