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Amazon OpenSearch Service H1 2023 in review

AWS Big Data

Snapshot management By default, OpenSearch Service takes hourly snapshots of your data with a retention time of 14 days. The automatic snapshots are incremental in nature and help you recover from data loss or cluster failure. Snapshot management is available under the index management plugin in OpenSearch Dashboards.

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Here’s Why Data Conferences Are Important: What You Need To Know

Smart Data Collective

In fact, you’ll probably have to do some prior planning and even make some concessions as you prioritize keynote presentations, break out sessions, demos, and workshops. Data conferences can be downright thrilling when you consider they’re just as much a glimpse into the future as they are a snapshot of the present.

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Proposals for model vulnerability and security

O'Reilly on Data

Model monitoring and management explicitly for security : Serious practitioners understand most models are trained on static snapshots of reality represented by training data and that their prediction accuracy degrades in real time as present realities drift away from the past information captured in the training data. “A ACM (2018).

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Perform upserts in a data lake using Amazon Athena and Apache Iceberg

AWS Big Data

Athena also supports the ability to create views and perform VACUUM (snapshot expiration) on Apache Iceberg tables to optimize storage and performance. Specifically, to extract changed data including inserts, updates, and deletes from the database, you can configure AWS DMS with two replication tasks, as described in the following workshop.

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Orca Security’s journey to a petabyte-scale data lake with Apache Iceberg and AWS Analytics

AWS Big Data

Expiring old snapshots – This operation provides a way to remove outdated snapshots and their associated data files, enabling Orca to maintain low storage costs. Furthermore, Apache Iceberg’s time travel feature provides the ability to review a table’s history and roll back to a previous snapshot.

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Utilize The Effectiveness Of Professional Executive Dashboards & Reports

datapine

Evidence: While this may seem like an abstract concept, when it comes to data analytics, the more panoramic a snapshot you can access, the better. The intuitive and customizable nature of an executive dashboard offers the unique (and powerful) benefit of speeding up existing processes while enhancing the strategy and decision-making process.

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Getting Started With Cloudera Open Data Lakehouse on Private Cloud

Cloudera

Time Travel: Reproduce a query as of a given time or snapshot ID, which can be used for historical audits, validating ML models, and rollback of erroneous operations, as an example. Table Rollback : Allow users to quickly correct problems by resetting tables to a good state. and follow our Getting Started blog series.