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Use a data stream

Elastic Stack Serverless

After you set up a data stream, you can do the following:

To add an individual document, use the index API. Ingest pipelines are supported.

 POST /my-data-stream/_doc/ {
  "@timestamp": "2099-03-08T11:06:07.000Z",
  "user": {
    "id": "8a4f500d"
  },
  "message": "Login successful"
}

You cannot add new documents to a data stream using the index API’s PUT /<target>/_doc/<_id> request format. To specify a document ID, use the PUT /<target>/_create/<_id> format instead. Only an op_type of create is supported.

To add multiple documents with a single request, use the bulk API. Only create actions are supported.

 PUT /my-data-stream/_bulk?refresh {"create":{ }}
{ "@timestamp": "2099-03-08T11:04:05.000Z", "user": { "id": "vlb44hny" }, "message": "Login attempt failed" }
{"create":{ }}
{ "@timestamp": "2099-03-08T11:06:07.000Z", "user": { "id": "8a4f500d" }, "message": "Login successful" }
{"create":{ }}
{ "@timestamp": "2099-03-09T11:07:08.000Z", "user": { "id": "l7gk7f82" }, "message": "Logout successful" }

The following search APIs support data streams:

Use the data stream stats API to get statistics for one or more data streams:

 GET /_data_stream/my-data-stream/_stats?human=true 

Use the rollover API to manually roll over a data stream. You have two options when manually rolling over:

  1. To immediately trigger a rollover:

     POST /my-data-stream/_rollover/ 
  2. Or to postpone the rollover until the next indexing event occurs:

     POST /my-data-stream/_rollover?lazy 

    Use the second to avoid having empty backing indices in data streams that do not get updated often.

You cannot search a closed backing index, even by searching its data stream. You also cannot update or delete documents in a closed index.

To re-open a closed backing index, submit an open index API request directly to the index:

 POST /.ds-my-data-stream-2099.03.07-000001/_open/ 

To re-open all closed backing indices for a data stream, submit an open index API request to the stream:

 POST /my-data-stream/_open/ 

Use the reindex API to copy documents from an existing index, alias, or data stream to a data stream. Because data streams are append-only, a reindex into a data stream must use an op_type of create. A reindex cannot update existing documents in a data stream.

 POST /_reindex {
  "source": {
    "index": "archive"
  },
  "dest": {
    "index": "my-data-stream",
    "op_type": "create"
  }
}

Use the update by query API to update documents in a data stream that match a provided query:

 POST /my-data-stream/_update_by_query {
  "query": {
    "match": {
      "user.id": "l7gk7f82"
    }
  },
  "script": {
    "source": "ctx._source.user.id = params.new_id",
    "params": {
      "new_id": "XgdX0NoX"
    }
  }
}

Use the delete by query API to delete documents in a data stream that match a provided query:

 POST /my-data-stream/_delete_by_query {
  "query": {
    "match": {
      "user.id": "vlb44hny"
    }
  }
}

If needed, you can update or delete documents in a data stream by sending requests to the backing index containing the document. You’ll need:

To get this information, use a search request:

 GET /my-data-stream/_search {
  "seq_no_primary_term": true,
  "query": {
    "match": {
      "user.id": "yWIumJd7"
    }
  }
}

Response:

{
  "took": 20,
  "timed_out": false,
  "_shards": {
    "total": 3,
    "successful": 3,
    "skipped": 0,
    "failed": 0
  },
  "hits": {
    "total": {
      "value": 1,
      "relation": "eq"
    },
    "max_score": 0.2876821,
    "hits": [
      {
        "_index": ".ds-my-data-stream-2099.03.08-000003",      1
        "_id": "bfspvnIBr7VVZlfp2lqX",              2
        "_seq_no": 0,                               3
        "_primary_term": 1,                         4
        "_score": 0.2876821,
        "_source": {
          "@timestamp": "2099-03-08T11:06:07.000Z",
          "user": {
            "id": "yWIumJd7"
          },
          "message": "Login successful"
        }
      }
    ]
  }
}
  1. Backing index containing the matching document
  2. Document ID for the document
  3. Current sequence number for the document
  4. Primary term for the document

To update the document, use an index API request with valid if_seq_no and if_primary_term arguments:

 PUT /.ds-my-data-stream-2099-03-08-000003/_doc/bfspvnIBr7VVZlfp2lqX?if_seq_no=0&if_primary_term=1 {
  "@timestamp": "2099-03-08T11:06:07.000Z",
  "user": {
    "id": "8a4f500d"
  },
  "message": "Login successful"
}

To delete the document, use the delete API:

 DELETE /.ds-my-data-stream-2099.03.08-000003/_doc/bfspvnIBr7VVZlfp2lqX 

To delete or update multiple documents with a single request, use the bulk API's delete, index, and update actions. For index actions, include valid if_seq_no and if_primary_term arguments.

 PUT /_bulk?refresh { "index": { "_index": ".ds-my-data-stream-2099.03.08-000003", "_id": "bfspvnIBr7VVZlfp2lqX", "if_seq_no": 0, "if_primary_term": 1 } }
{ "@timestamp": "2099-03-08T11:06:07.000Z", "user": { "id": "8a4f500d" }, "message": "Login successful" }