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---
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navigation_title: "Advanced topics"
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applies_to:
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stack: ga
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serverless: ga
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products:
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- id: elasticsearch
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---
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# Advanced topics for working with time series data streams
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This section contains information about advanced concepts and operations for [time series data streams](/manage-data/data-store/data-streams/time-series-data-stream-tsds.md):
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- [](/manage-data/data-store/data-streams/time-bound-tsds.md)
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- [](/manage-data/data-store/data-streams/reindex-tsds.md)
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- [](/manage-data/data-store/data-streams/tsds-ingest-otlp.md)

manage-data/data-store/data-streams/downsampling-time-series-data-stream.md

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- id: elasticsearch
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---
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% TODO flesh out after the rest of the section has been restructured
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# Downsampling a time series data stream [downsampling]
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manage-data/data-store/data-streams/query-downsampled-data.md

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applies_to:
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stack: ga
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serverless: ga
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navigation_title: "Query downsampled data"
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navigation_title: "Querying"
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- id: elasticsearch
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---
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When offsetting is applied, responses include the field `downsampled_results_offset: true`.
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For more details, refer to [Date histogram aggregation: Time zone](elasticsearch://reference/aggregations/search-aggregations-bucket-datehistogram-aggregation.md#datehistogram-aggregation-time-zone).
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For more details, refer to [Date histogram aggregation: Time zone](elasticsearch://reference/aggregations/search-aggregations-bucket-datehistogram-aggregation.md#datehistogram-aggregation-time-zone).
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## {{esql}} `TS` command
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```{applies_to}
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stack: planned
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serverless: preview
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```
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You can use the {{esql}} [`TS` command](elasticsearch://reference/query-languages/esql/commands/ts.md) to query time series data streams. The `TS` command is optimized for time series data. It also enables the use of aggregation functions that efficiently process metrics per time series, before aggregating results.

manage-data/data-store/data-streams/quickstart-tsds.md

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:::{tip}
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If you get an error about timestamp values, check the error response for the valid timestamp range. For more details, refer to [](/manage-data/data-store/data-streams/time-series-data-stream-tsds.md#tsds-accepted-time-range).
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If you get an error about timestamp values, check the error response for the valid timestamp range. For more details, refer to [Accepted time range for adding data](/manage-data/data-store/data-streams/time-bound-tsds.md#tsds-accepted-time-range).
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:::
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* [](/manage-data/data-store/data-streams/time-series-data-stream-tsds.md)
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* [](/manage-data/data-store/data-streams/set-up-tsds.md)
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If you're working with OpenTelemetry (OTLP) data, refer to the OTLP documentation:
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* [](/manage-data/data-store/data-streams/tsds-ingest-otlp.md)
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* [](/solutions/observability/get-started/opentelemetry/quickstart/index.md)
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For more information about the APIs used in this quickstart, review the {{es}} API reference documentation:
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* [Bulk API](https://www.elastic.co/docs/api/doc/elasticsearch/operation/operation-bulk)
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* [Index template API](https://www.elastic.co/docs/api/doc/elasticsearch/operation/operation-indices-put-index-template)
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* [Search API](https://www.elastic.co/docs/api/doc/elasticsearch/operation/operation-search)
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* [Search API](https://www.elastic.co/docs/api/doc/elasticsearch/operation/operation-search)

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