---
title: Quickstart: Time series data stream basics
description: Use this quickstart to set up a time series data stream (TSDS), ingest a few documents, and run a basic query. These high-level steps help you see how...
url: https://www.elastic.co/docs/manage-data/data-store/data-streams/quickstart-tsds
products:
  - Elasticsearch
applies_to:
  - Elastic Cloud Serverless: Generally available
  - Elastic Stack: Generally available
---

# Quickstart: Time series data stream basics
Use this quickstart to set up a time series data stream (TSDS), ingest a few documents, and run a basic query. These high-level steps help you see how a TSDS works, so you can decide whether it's right for your data.
A _time series_ is a sequence of data points collected at regular time intervals. For example, you might track CPU usage or stock price over time. This quickstart uses simplified weather sensor readings to show how a TSDS helps you analyze metrics data over time.

## Prerequisites

- Access to [Dev Tools Console](https://www.elastic.co/docs/explore-analyze/query-filter/tools/console) in Kibana, or another way to make Elasticsearch API requests
- Cluster and index permissions:
  - [Cluster privilege](https://www.elastic.co/docs/reference/elasticsearch/security-privileges#privileges-list-cluster):  `manage_index_templates`
- [Index privileges](https://www.elastic.co/docs/reference/elasticsearch/security-privileges#privileges-list-indices): `create_doc` and `create_index`
- Familiarity with [time series data stream concepts](https://www.elastic.co/docs/manage-data/data-store/data-streams/time-series-data-stream-tsds) and [Elasticsearch index and search basics](https://www.elastic.co/docs/solutions/search/get-started)

You can follow this guide using any Elasticsearch deployment.
To see all deployment options, refer to [Deploy > Choosing your deployment type](/docs/deploy-manage/deploy#choosing-your-deployment-type).
To get started quickly, spin up a cluster [locally in Docker](https://www.elastic.co/docs/deploy-manage/deploy/self-managed/local-development-installation-quickstart).

## Create and query a TSDS

<stepper>
  <step title="Create an index template">
    To create a data stream, you need an index template to base it on. The template defines the data stream structure and settings. (For this quickstart, you don't need to understand template details.)A TSDS uses _dimension_ fields and _metric_ fields. [Dimensions](/docs/manage-data/data-store/data-streams/time-series-data-stream-tsds#time-series-dimension) are used to uniquely identify the time series and are typically based on a descriptive property like `location`.  [Metrics](/docs/manage-data/data-store/data-streams/time-series-data-stream-tsds#time-series-metric) are measurements that change over time.Use an [`_index_template` request](https://www.elastic.co/docs/api/doc/elasticsearch/operation/operation-indices-put-index-template) to create a template with two identifying dimension fields and two metric fields for weather measurements:
    ```json

    {
      "index_patterns": ["quickstart-*"],
      "data_stream": { },   # Indicates this is a data stream, not a regular index.
      "priority": 100, 
      "template": {
        "settings": {
          "index.mode": "time_series"   # The required index mode for TSDS.
        },
        "mappings": {
          "properties": {
            "sensor_id": {
              "type": "keyword",
              "time_series_dimension": true   # Defines a dimension field.
            },
            "location": {
              "type": "keyword",
              "time_series_dimension": true   # Another dimension field.
            },
            "temperature": {
              "type": "half_float",
              "time_series_metric": "gauge"   # A supported field type for metrics.
             },
            "humidity": {
              "type": "half_float",
              "time_series_metric": "gauge"   # A second measurement.
            },
            "@timestamp": {
              "type": "date"
            }
          }
        }
      }
    }
    ```
    This example defines a `@timestamp` field for illustration purposes. In most cases, you can use the default `@timestamp` field (which has a default type of `date`) instead of defining a timestamp in the mapping.You should get a response of `"acknowledged": true` that confirms the template was created.
  </step>

  <step title="Create a data stream and add sample data">
    In this step, create a new data stream called `quickstart-weather` based on the index template defined in Step 1. You can create the data stream and add documents in a single API call.Use a [`_bulk` API](https://www.elastic.co/docs/api/doc/elasticsearch/operation/operation-bulk) request to add multiple documents at once. Make sure to adjust the timestamps to within a few minutes of the current time.
    ```json

    { "create":{ } }
    { "@timestamp": "2025-09-08T21:25:00.000Z", "sensor_id": "STATION-0001", "location": "base", "temperature": 26.7, "humidity": 49.9 }
    { "create":{ } }
    { "@timestamp": "2025-09-08T21:26:00.000Z", "sensor_id": "STATION-0002", "location": "base", "temperature": 27.2, "humidity": 50.1 }
    { "create":{ } }
    { "@timestamp": "2025-09-08T21:35:00.000Z", "sensor_id": "STATION-0003", "location": "base", "temperature": 28.1, "humidity": 48.7 }
    { "create":{ } }
    { "@timestamp": "2025-09-08T21:27:00.000Z", "sensor_id": "STATION-0004", "location": "satellite", "temperature": 32.4, "humidity": 88.9 }
    { "create":{ } }
    { "@timestamp": "2025-09-08T21:36:00.000Z", "sensor_id": "STATION-0005", "location": "satellite", "temperature": 32.3, "humidity": 87.5 }
    ```
    The response shows five sample weather data documents.
    <dropdown title="Example response">
      ```json
      {
        "errors": false,
        "took": 0,
        "items": [
          {
            "create": {
              "_index": ".ds-quickstart-weather-2025.09.08-000001",
              "_id": "cFJZQJlNh-Xl8V_rAAABmSs3x-A",
              "_version": 1,
              "result": "created",
              "_shards": {
                "total": 2,
                "successful": 2,
                "failed": 0
              },
              "_seq_no": 0,
              "_primary_term": 1,
              "status": 201
            }
          },
          {
            "create": {
              "_index": ".ds-quickstart-weather-2025.09.08-000001",
              "_id": "c-wsTT0T4CtI3hOuAAABmSs4skA",
              "_version": 1,
              "result": "created",
              "_shards": {
                "total": 2,
                "successful": 2,
                "failed": 0
              },
              "_seq_no": 1,
              "_primary_term": 1,
              "status": 201
            }
          },
          {
            "create": {
              "_index": ".ds-quickstart-weather-2025.09.08-000001",
              "_id": "Hdee5vMpBvZymWvHAAABmStA76A",
              "_version": 1,
              "result": "created",
              "_shards": {
                "total": 2,
                "successful": 2,
                "failed": 0
              },
              "_seq_no": 2,
              "_primary_term": 1,
              "status": 201
            }
          },
          {
            "create": {
              "_index": ".ds-quickstart-weather-2025.09.08-000001",
              "_id": "e3Z2UirUQldsjLr2AAABmSs5nKA",
              "_version": 1,
              "result": "created",
              "_shards": {
                "total": 2,
                "successful": 2,
                "failed": 0
              },
              "_seq_no": 3,
              "_primary_term": 1,
              "status": 201
            }
          },
          {
            "create": {
              "_index": ".ds-quickstart-weather-2025.09.08-000001",
              "_id": "N3-RYtQAp6JEsLRNAAABmStB2gA",
              "_version": 1,
              "result": "created",
              "_shards": {
                "total": 2,
                "successful": 2,
                "failed": 0
              },
              "_seq_no": 4,
              "_primary_term": 1,
              "status": 201
            }
          }
        ]
      }
      ```
    </dropdown>

    <tip>
      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](/docs/manage-data/data-store/data-streams/time-bound-tsds#tsds-accepted-time-range).
    </tip>
  </step>

  <step title="Run a query">
    Now that your data stream has some documents, you can use the ES|QL [`_query` endpoint](https://www.elastic.co/docs/api/doc/elasticsearch/operation/operation-esql-query) to query the data. This sample aggregation shows the maximum of average temperature per sensor for each location, in hourly buckets.
    ```json

    {
      query: "TS quickstart-weather | STATS max(avg_over_time(temperature) BY location, TBUCKET(1h)"
    }
    ```

    <dropdown title="Example response">
      ```json
      MAX(AVG_OVER_TIME(temperature))|   location   |      TBUCKET(1h)       
      -------------------------------+--------------+------------------------
      27.333333333333332             |base          |2025-09-08T21:00:00.000Z
      32.359375                      |satellite     |2025-09-08T21:00:00.000Z
      ```
    </dropdown>

    <tip>
      You can also try this aggregation in a [data view](https://www.elastic.co/docs/explore-analyze/find-and-organize/data-views) in Kibana.
    </tip>
  </step>
</stepper>


## Next steps

This quickstart introduced the basics of time series data streams. To learn more, explore these topics:
- [Time series data streams](https://www.elastic.co/docs/manage-data/data-store/data-streams/time-series-data-stream-tsds)
- [Set up a time series data stream](https://www.elastic.co/docs/manage-data/data-store/data-streams/set-up-tsds)

If you're working with OpenTelemetry (OTLP) or Prometheus data, refer to:
- [Ingest metrics into a TSDS using the OTLP/HTTP endpoint](https://www.elastic.co/docs/manage-data/data-store/data-streams/tsds-ingest-otlp)
- [Prometheus remote write endpoint](https://www.elastic.co/docs/manage-data/data-store/data-streams/tsds-ingest-prometheus-remote-write)
- [OpenTelemetry quickstarts](https://www.elastic.co/docs/solutions/observability/get-started/opentelemetry/quickstart)

For more information about the APIs used in this quickstart, review the Elasticsearch API reference documentation:
- [Bulk API](https://www.elastic.co/docs/api/doc/elasticsearch/operation/operation-bulk)
- [Index template API](https://www.elastic.co/docs/api/doc/elasticsearch/operation/operation-indices-put-index-template)
- [Search API](https://www.elastic.co/docs/api/doc/elasticsearch/operation/operation-search)