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layout | title |
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doc_page | Scan query |
Scan query
The Scan query returns raw Druid rows in streaming mode. The biggest difference between the Select query and the Scan query is that the Scan query does not retain all the returned rows in memory before they are returned to the client (except when time-ordering is used). The Select query will retain the rows in memory, causing memory pressure if too many rows are returned. The Scan query can return all the rows without issuing another pagination query.
In addition to straightforward usage where a Scan query is issued to the Broker, the Scan query can also be issued directly to Historical processes or streaming ingestion tasks. This can be useful if you want to retrieve large amounts of data in parallel.
An example Scan query object is shown below:
{
"queryType": "scan",
"dataSource": "wikipedia",
"resultFormat": "list",
"columns":[],
"intervals": [
"2013-01-01/2013-01-02"
],
"batchSize":20480,
"limit":3
}
The following are the main parameters for Scan queries:
property | description | required? |
---|---|---|
queryType | This String should always be "scan"; this is the first thing Druid looks at to figure out how to interpret the query | yes |
dataSource | A String or Object defining the data source to query, very similar to a table in a relational database. See DataSource for more information. | yes |
intervals | A JSON Object representing ISO-8601 Intervals. This defines the time ranges to run the query over. | yes |
resultFormat | How the results are represented: list, compactedList or valueVector. Currently only list and compactedList are supported. Default is list |
no |
filter | See Filters | no |
columns | A String array of dimensions and metrics to scan. If left empty, all dimensions and metrics are returned. | no |
batchSize | How many rows buffered before return to client. Default is 20480 |
no |
limit | How many rows to return. If not specified, all rows will be returned. | no |
timeOrder | The ordering of returned rows based on timestamp. "ascending", "descending", and "none" (default) are supported. Currently, "ascending" and "descending" are only supported for queries where the limit is less than druid.query.scan.maxRowsTimeOrderedInMemory . Scan queries that are either legacy mode or have a limit greater than druid.query.scan.maxRowsTimeOrderedInMemory will not be time-ordered and default to a timeOrder of "none". |
none |
legacy | Return results consistent with the legacy "scan-query" contrib extension. Defaults to the value set by druid.query.scan.legacy , which in turn defaults to false. See Legacy mode for details. |
no |
context | An additional JSON Object which can be used to specify certain flags. | no |
Example results
The format of the result when resultFormat equals list
:
[{
"segmentId" : "wikipedia_editstream_2012-12-29T00:00:00.000Z_2013-01-10T08:00:00.000Z_2013-01-10T08:13:47.830Z_v9",
"columns" : [
"timestamp",
"robot",
"namespace",
"anonymous",
"unpatrolled",
"page",
"language",
"newpage",
"user",
"count",
"added",
"delta",
"variation",
"deleted"
],
"events" : [ {
"timestamp" : "2013-01-01T00:00:00.000Z",
"robot" : "1",
"namespace" : "article",
"anonymous" : "0",
"unpatrolled" : "0",
"page" : "11._korpus_(NOVJ)",
"language" : "sl",
"newpage" : "0",
"user" : "EmausBot",
"count" : 1.0,
"added" : 39.0,
"delta" : 39.0,
"variation" : 39.0,
"deleted" : 0.0
}, {
"timestamp" : "2013-01-01T00:00:00.000Z",
"robot" : "0",
"namespace" : "article",
"anonymous" : "0",
"unpatrolled" : "0",
"page" : "112_U.S._580",
"language" : "en",
"newpage" : "1",
"user" : "MZMcBride",
"count" : 1.0,
"added" : 70.0,
"delta" : 70.0,
"variation" : 70.0,
"deleted" : 0.0
}, {
"timestamp" : "2013-01-01T00:00:00.000Z",
"robot" : "0",
"namespace" : "article",
"anonymous" : "0",
"unpatrolled" : "0",
"page" : "113_U.S._243",
"language" : "en",
"newpage" : "1",
"user" : "MZMcBride",
"count" : 1.0,
"added" : 77.0,
"delta" : 77.0,
"variation" : 77.0,
"deleted" : 0.0
} ]
} ]
The format of the result when resultFormat equals compactedList
:
[{
"segmentId" : "wikipedia_editstream_2012-12-29T00:00:00.000Z_2013-01-10T08:00:00.000Z_2013-01-10T08:13:47.830Z_v9",
"columns" : [
"timestamp", "robot", "namespace", "anonymous", "unpatrolled", "page", "language", "newpage", "user", "count", "added", "delta", "variation", "deleted"
],
"events" : [
["2013-01-01T00:00:00.000Z", "1", "article", "0", "0", "11._korpus_(NOVJ)", "sl", "0", "EmausBot", 1.0, 39.0, 39.0, 39.0, 0.0],
["2013-01-01T00:00:00.000Z", "0", "article", "0", "0", "112_U.S._580", "en", "1", "MZMcBride", 1.0, 70.0, 70.0, 70.0, 0.0],
["2013-01-01T00:00:00.000Z", "0", "article", "0", "0", "113_U.S._243", "en", "1", "MZMcBride", 1.0, 77.0, 77.0, 77.0, 0.0]
]
} ]
Time Ordering
The Scan query currently supports ordering based on timestamp for non-legacy queries where the limit is less than
druid.query.scan.maxRowsTimeOrderedInMemory
rows. The default value of druid.query.scan.maxRowsTimeOrderedInMemory
is 100000 rows. The reasoning behind this limit is that the current implementation of time ordering sorts all returned
records in memory. Attempting to load too many rows into memory runs the risk of Broker nodes running out of memory.
The limit can be configured based on server memory and number of dimensions being queried.
Legacy mode
The Scan query supports a legacy mode designed for protocol compatibility with the former scan-query contrib extension. In legacy mode you can expect the following behavior changes:
- The __time column is returned as "timestamp" rather than "__time". This will take precedence over any other column you may have that is named "timestamp".
- The __time column is included in the list of columns even if you do not specifically ask for it.
- Timestamps are returned as ISO8601 time strings rather than integers (milliseconds since 1970-01-01 00:00:00 UTC).
Legacy mode can be triggered either by passing "legacy" : true
in your query JSON, or by setting
druid.query.scan.legacy = true
on your Druid nodes. If you were previously using the scan-query contrib extension,
the best way to migrate is to activate legacy mode during a rolling upgrade, then switch it off after the upgrade
is complete.
Configuration Properties
property | description | values | default |
---|---|---|---|
druid.query.scan.maxRowsTimeOrderedInMemory | An integer in the range [0, 2147483647] | 100000 | |
druid.query.scan.legacy | Whether legacy mode should be turned on for Scan queries | true or false | false |