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docs/start/query/ad-hoc.md

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Support highly dynamic ad-hoc querying even on large-scale, real-time datasets.
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:::{rubric} Introduction
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:::
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- Avoid maintaining rigid ETL pipelines or OLAP cubes
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::::
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:::{rubric} Related Features
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:::
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- {ref}`object`
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- {ref}`fts`
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- {ref}`timeseries`
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:::{rubric} Reference Documentation
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:::
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- {ref}`CrateDB SQL Reference <crate-reference:sql>`
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- {ref}`CrateDB Console <crate-crash:index>`
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- {ref}`crate-reference:data-types-objects`
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- {ref}`crate-reference:fulltext-indices`
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:::{rubric} Learn more
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:::
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- [Exploratory Time Series Data Analysis]
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- [Academy: Time Series Query Optimization]
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- [CrateDB Scalability Benchmark: Query Throughput]
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## Common Query Patterns
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| Full-text & filter | Combine keyword search with structured queries | {ref}`fts` <br> {ref}`crate-reference:fulltext-indices` |
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## Further reading
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::::{grid-item-card} {material-outlined}`article;1.5em` Documentation
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- {ref}`SQL reference <crate-reference:sql>`
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- {ref}`crate-reference:data-types-objects`
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- {ref}`crate-reference:fulltext-indices`
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::::
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::::{grid-item-card} {material-outlined}`link;1.5em` Related
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:columns: 3
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- {ref}`object`
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- {ref}`fts`
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- {ref}`timeseries`
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- {ref}`CrateDB Console <crate-crash:index>`
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::::
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::::{grid-item-card} {material-outlined}`read_more;1.5em` Read more
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:columns: 6
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- [Exploratory Time Series Data Analysis]
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- [Academy: Time Series Query Optimization]
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- [CrateDB Scalability Benchmark: Query Throughput]
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::::
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[Academy: Time Series Query Optimization]: https://cratedb.com/academy/time-series/time-series-data-manipulation-and-visualization/time-series-query-optimization
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[CrateDB Scalability Benchmark: Query Throughput]: https://cratedb.com/blog/cratedb-scalability-benchmark-query-throughput
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[Exploratory Time Series Data Analysis]: https://cratedb.com/data-model/time-series/exploratory-data-analysis

docs/start/query/aggregations.md

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High-performance aggregations on massive volumes of data using SQL.
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:::{rubric} Introduction
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| Aggregations on any data type | Structured, JSON, full-text, geospatial, or vector |
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| Smart indexing | Built-in indexing and configuration options that can boost performance |
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- {ref}`grafana`
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- {ref}`metabase`
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- {ref}`superset`
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- {ref}`analytics`
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- [Hands-on: Aggregating and Grouping Data]
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- [Real-Time Analytics Primer]
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## Supported Aggregation Functions
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documentation at {ref}`bi` and {ref}`visualization`.
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[Hands-on: Aggregating and Grouping Data]: https://cratedb.com/academy/fundamentals/working-with-data-in-cratedb/hands-on-aggregating-and-grouping-data
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[Real-Time Analytics Primer]: https://cratedb.com/real-time-analytics/definition
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## Further reading
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::::{grid-item-card} {material-outlined}`integration_instructions;1.5em` Integrations
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- {ref}`grafana`
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- Learn: [Real-time analytics primer]
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- Learn: [Hands-on: Aggregating and grouping data]
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- Solution: {ref}`analytics`
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[Hands-on: Aggregating and grouping data]: https://cratedb.com/academy/fundamentals/working-with-data-in-cratedb/hands-on-aggregating-and-grouping-data
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[Real-time analytics primer]: https://cratedb.com/real-time-analytics/definition

docs/start/query/ai-integration.md

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# AI integration
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| Monitoring | Track model performance, drift, or input quality |
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| Data Collection | Capture telemetry, events, logs, and raw user data |
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## Further reading
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- [Blog: Vector support and KNN search]
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- {ref}`Synopsis: Text-to-SQL <llamaindex-synopsis>`
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- {ref}`Tutorial: Text-to-SQL using Azure <llamaindex-usage-azure>`
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[Blog: Vector support and KNN search]: https://cratedb.com/blog/unlocking-the-power-of-vector-support-and-knn-search-in-cratedb
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[Examples: ML]: https://github.com/crate/cratedb-examples/tree/main/topic/machine-learning

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