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[docs] Add new topic about data deduplication (#15171)
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[id="{beatname_lc}-deduplication"] | ||
== Data deduplication | ||
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The {beats} framework guarantees at-least-once delivery to ensure that no data | ||
is lost when events are sent to outputs that support acknowledgement, such as | ||
{es}, {ls}, Kafka, and Redis. This is great if everything goes as planned. But | ||
if {beatname_uc} shuts down during processing, or the connection is lost before | ||
events are acknowledged, you can end up with duplicate data. | ||
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[float] | ||
=== What causes duplicates in {es}? | ||
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When an output is blocked, the retry mechanism in {beatname_uc} attempts to | ||
resend events until they are acknowledged by the output. If the output receives | ||
the events, but is unable to acknowledge them, the data might be sent to the | ||
output multiple times. Because document IDs are typically set by {es} _after_ it | ||
receives the data from {beats}, the duplicate events are indexed as new | ||
documents. | ||
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[float] | ||
=== How can I avoid duplicates? | ||
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Rather than allowing {es} to set the document ID, set the ID in {beats}. The ID | ||
is stored in the {beats} `@metadata._id` field and used to set the document ID | ||
during indexing. That way, if {beats} sends the same event to {es} more than | ||
once, {es} overwrites the existing document rather than creating a new one. | ||
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The `@metadata._id` field is passed along with the event so that you can use | ||
it to set the document ID after the event has been published by {beatname_uc} | ||
but before it's received by {es}. For example, see <<ls-doc-id>>. | ||
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There are several ways to set the document ID in {beats}: | ||
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* *`add_id` processor* | ||
+ | ||
Use the <<add-id,`add_id`>> processor when your data has no natural key field, | ||
and you can’t derive a unique key from existing fields. | ||
+ | ||
This example generates a unique ID for each event and adds it to the | ||
`@metadata._id` field: | ||
+ | ||
[source,yaml] | ||
---- | ||
processors: | ||
- add_id: ~ | ||
---- | ||
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* *`fingerprint` processor* | ||
+ | ||
Use the <<fingerprint,`fingerprint`>> processor to derive a unique key from | ||
one or more existing fields. | ||
+ | ||
This example uses the values of `field1` and `field2` to derive a unique key | ||
that it adds to the `@metadata._id` field: | ||
+ | ||
[source,yaml] | ||
---- | ||
processors: | ||
- fingerprint: | ||
fields: ["field1", "field2"] | ||
target_field: "@metadata._id" | ||
---- | ||
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* *`decode_json_fields` processor* | ||
+ | ||
Use the `document_id` setting in the <<decode-json-fields,`decode_json_fields`>> | ||
processor when you're decoding a JSON string that contains a natural key field. | ||
+ | ||
For this example, assume that the `message` field contains the JSON string | ||
`{"myid": "100", "text": "Some text"}`. This example takes the value of `myid` | ||
from the JSON string and stores it in the `@metadata._id` field: | ||
+ | ||
[source,yaml] | ||
---- | ||
processors: | ||
- decode_json_fields: | ||
document_id: "myid" | ||
fields: ["message"] | ||
max_depth: 1 | ||
target: "" | ||
---- | ||
+ | ||
The resulting document ID is `100`. | ||
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* *JSON input settings* | ||
+ | ||
Use the `json.document_id` input setting if you’re ingesting JSON-formatted | ||
data, and the data has a natural key field. | ||
+ | ||
This example takes the value of `key1` from the JSON document and stores it in | ||
the `@metadata._id` field: | ||
+ | ||
[source,yaml] | ||
---- | ||
filebeat.inputs: | ||
- type: log | ||
paths: | ||
- /path/to/json.log | ||
json.document_id: "key1" | ||
---- | ||
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[float] | ||
[[ls-doc-id]] | ||
=== {ls} pipeline example | ||
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For this example, assume that you've used one of the approaches described | ||
earlier to store the document ID in the {beats} `@metadata._id` field. To | ||
preserve the ID when you send {beats} data through {ls} en route to {es}, | ||
set the `document_id` field in the {ls} pipeline: | ||
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[source,json] | ||
---- | ||
input { | ||
beats { | ||
port => 5044 | ||
} | ||
}} | ||
output { | ||
if [@metadata][_id] { | ||
elasticsearch { | ||
hosts => ["http://localhost:9200"] | ||
document_id => "%{[@metadata][_id]}" <1> | ||
index => "%{[@metadata][beat]}-%{[@metadata][version]}" | ||
} | ||
} else { | ||
elasticsearch { | ||
hosts => ["http://localhost:9200"] | ||
index => "%{[@metadata][beat]}-%{[@metadata][version]}" | ||
} | ||
} | ||
} | ||
---- | ||
<1> Sets the `document_id` field in the | ||
{logstash-ref}/plugins-outputs-elasticsearch.html[{es} output] to the value | ||
stored in `@metadata._id`. | ||
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When {es} indexes the document, it sets the document ID to the specified value, | ||
preserving the ID passed from {beats}. |