This commit adds a page with an overview of Vector Search under the Features section. It includes a link to the VS documentation in ScyllaDB Cloud, as the feature is only available in ScyllaDB Cloud. The purpose of the page is to raise awareness of the feature. Fixes https://scylladb.atlassian.net/browse/VECTOR-215 Closes scylladb/scylladb#27787
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Features
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========================
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This document highlights ScyllaDB's key data modeling features.
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.. toctree::
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:maxdepth: 1
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:hidden:
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Lightweight Transactions </features/lwt/>
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Global Secondary Indexes </features/secondary-indexes/>
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Local Secondary Indexes </features/local-secondary-indexes/>
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Materialized Views </features/materialized-views/>
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Counters </features/counters/>
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Change Data Capture </features/cdc/index>
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Workload Attributes </features/workload-attributes>
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Workload Prioritization </features/workload-prioritization>
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Backup and Restore </features/backup-and-restore>
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Incremental Repair </features/incremental-repair/>
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Vector Search </features/vector-search/>
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.. panel-box::
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:title: ScyllaDB Features
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:id: "getting-started"
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:class: my-panel
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* Secondary Indexes and Materialized Views provide efficient search mechanisms
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on non-partition keys by creating an index.
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* :doc:`Global Secondary Indexes </features/secondary-indexes/>`
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* :doc:`Local Secondary Indexes </features/local-secondary-indexes/>`
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* :doc:`Materialized Views </features/materialized-views/>`
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* :doc:`Lightweight Transactions </features/lwt/>` provide conditional updates
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through linearizability.
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* :doc:`Counters </features/counters/>` are columns that only allow their values
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to be incremented, decremented, read, or deleted.
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* :doc:`Change Data Capture </features/cdc/index>` allows you to query the current
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state and the history of all changes made to tables in the database.
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* :doc:`Workload Attributes </features/workload-attributes>` assigned to your workloads
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specify how ScyllaDB will handle requests depending on the workload.
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* :doc:`Backup and Restore </features/backup-and-restore>` allows you to create
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backups of your data and restore it when needed.
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* :doc:`Incremental Repair </features/incremental-repair/>` provides a much more
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efficient and lightweight approach to maintaining data consistency by
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repairing only the data that has changed since the last repair.
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* :doc:`Vector Search in ScyllaDB </features/vector-search/>` enables
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similarity-based queries on vector embeddings.
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