16 KiB
id | title | sidebar_label |
---|---|---|
native-batch-firehose | Native batch ingestion with firehose | Firehose (deprecated) |
Firehoses are deprecated in 0.17.0. It's highly recommended to use the Native batch ingestion input sources instead.
There are several firehoses readily available in Druid, some are meant for examples, others can be used directly in a production environment.
StaticS3Firehose
You need to include the
druid-s3-extensions
as an extension to use the StaticS3Firehose.
This firehose ingests events from a predefined list of S3 objects.
This firehose is splittable and can be used by the Parallel task.
Since each split represents an object in this firehose, each worker task of index_parallel
will read an object.
Sample spec:
"firehose" : {
"type" : "static-s3",
"uris": ["s3://foo/bar/file.gz", "s3://bar/foo/file2.gz"]
}
This firehose provides caching and prefetching features. In the Simple task, a firehose can be read twice if intervals or shardSpecs are not specified, and, in this case, caching can be useful. Prefetching is preferred when direct scan of objects is slow. Note that prefetching or caching isn't that useful in the Parallel task.
property | description | default | required? |
---|---|---|---|
type | This should be static-s3 . |
None | yes |
uris | JSON array of URIs where s3 files to be ingested are located. | None | uris or prefixes must be set |
prefixes | JSON array of URI prefixes for the locations of s3 files to be ingested. | None | uris or prefixes must be set |
maxCacheCapacityBytes | Maximum size of the cache space in bytes. 0 means disabling cache. Cached files are not removed until the ingestion task completes. | 1073741824 | no |
maxFetchCapacityBytes | Maximum size of the fetch space in bytes. 0 means disabling prefetch. Prefetched files are removed immediately once they are read. | 1073741824 | no |
prefetchTriggerBytes | Threshold to trigger prefetching s3 objects. | maxFetchCapacityBytes / 2 | no |
fetchTimeout | Timeout for fetching an s3 object. | 60000 | no |
maxFetchRetry | Maximum retry for fetching an s3 object. | 3 | no |
StaticGoogleBlobStoreFirehose
You need to include the
druid-google-extensions
as an extension to use the StaticGoogleBlobStoreFirehose.
This firehose ingests events, similar to the StaticS3Firehose, but from an Google Cloud Store.
As with the S3 blobstore, it is assumed to be gzipped if the extension ends in .gz
This firehose is splittable and can be used by the Parallel task.
Since each split represents an object in this firehose, each worker task of index_parallel
will read an object.
Sample spec:
"firehose" : {
"type" : "static-google-blobstore",
"blobs": [
{
"bucket": "foo",
"path": "/path/to/your/file.json"
},
{
"bucket": "bar",
"path": "/another/path.json"
}
]
}
This firehose provides caching and prefetching features. In the Simple task, a firehose can be read twice if intervals or shardSpecs are not specified, and, in this case, caching can be useful. Prefetching is preferred when direct scan of objects is slow. Note that prefetching or caching isn't that useful in the Parallel task.
property | description | default | required? |
---|---|---|---|
type | This should be static-google-blobstore . |
None | yes |
blobs | JSON array of Google Blobs. | None | yes |
maxCacheCapacityBytes | Maximum size of the cache space in bytes. 0 means disabling cache. Cached files are not removed until the ingestion task completes. | 1073741824 | no |
maxFetchCapacityBytes | Maximum size of the fetch space in bytes. 0 means disabling prefetch. Prefetched files are removed immediately once they are read. | 1073741824 | no |
prefetchTriggerBytes | Threshold to trigger prefetching Google Blobs. | maxFetchCapacityBytes / 2 | no |
fetchTimeout | Timeout for fetching a Google Blob. | 60000 | no |
maxFetchRetry | Maximum retry for fetching a Google Blob. | 3 | no |
Google Blobs:
property | description | default | required? |
---|---|---|---|
bucket | Name of the Google Cloud bucket | None | yes |
path | The path where data is located. | None | yes |
HDFSFirehose
You need to include the
druid-hdfs-storage
as an extension to use the HDFSFirehose.
This firehose ingests events from a predefined list of files from the HDFS storage.
This firehose is splittable and can be used by the Parallel task.
Since each split represents an HDFS file, each worker task of index_parallel
will read files.
Sample spec:
"firehose" : {
"type" : "hdfs",
"paths": "/foo/bar,/foo/baz"
}
This firehose provides caching and prefetching features. During native batch indexing, a firehose can be read twice if
intervals
are not specified, and, in this case, caching can be useful. Prefetching is preferred when direct scanning
of files is slow.
Note that prefetching or caching isn't that useful in the Parallel task.
Property | Description | Default |
---|---|---|
type | This should be hdfs . |
none (required) |
paths | HDFS paths. Can be either a JSON array or comma-separated string of paths. Wildcards like * are supported in these paths. |
none (required) |
maxCacheCapacityBytes | Maximum size of the cache space in bytes. 0 means disabling cache. Cached files are not removed until the ingestion task completes. | 1073741824 |
maxFetchCapacityBytes | Maximum size of the fetch space in bytes. 0 means disabling prefetch. Prefetched files are removed immediately once they are read. | 1073741824 |
prefetchTriggerBytes | Threshold to trigger prefetching files. | maxFetchCapacityBytes / 2 |
fetchTimeout | Timeout for fetching each file. | 60000 |
maxFetchRetry | Maximum number of retries for fetching each file. | 3 |
You can also ingest from other storage using the HDFS firehose if the HDFS client supports that storage.
However, if you want to ingest from cloud storage, consider using the service-specific input source for your data storage.
If you want to use a non-hdfs protocol with the HDFS firehose, you need to include the protocol you want
in druid.ingestion.hdfs.allowedProtocols
. See HDFS firehose security configuration for more details.
LocalFirehose
This Firehose can be used to read the data from files on local disk, and is mainly intended for proof-of-concept testing, and works with string
typed parsers.
This Firehose is splittable and can be used by native parallel index tasks.
Since each split represents a file in this Firehose, each worker task of index_parallel
will read a file.
A sample local Firehose spec is shown below:
{
"type": "local",
"filter" : "*.csv",
"baseDir": "/data/directory"
}
property | description | required? |
---|---|---|
type | This should be "local". | yes |
filter | A wildcard filter for files. See here for more information. | yes |
baseDir | directory to search recursively for files to be ingested. | yes |
HttpFirehose
This Firehose can be used to read the data from remote sites via HTTP, and works with string
typed parsers.
This Firehose is splittable and can be used by native parallel index tasks.
Since each split represents a file in this Firehose, each worker task of index_parallel
will read a file.
A sample HTTP Firehose spec is shown below:
{
"type": "http",
"uris": ["http://example.com/uri1", "http://example2.com/uri2"]
}
You can only use protocols listed in the druid.ingestion.http.allowedProtocols
property as HTTP firehose input sources.
The http
and https
protocols are allowed by default. See HTTP firehose security configuration for more details.
The below configurations can be optionally used if the URIs specified in the spec require a Basic Authentication Header. Omitting these fields from your spec will result in HTTP requests with no Basic Authentication Header.
property | description | default |
---|---|---|
httpAuthenticationUsername | Username to use for authentication with specified URIs | None |
httpAuthenticationPassword | PasswordProvider to use with specified URIs | None |
Example with authentication fields using the DefaultPassword provider (this requires the password to be in the ingestion spec):
{
"type": "http",
"uris": ["http://example.com/uri1", "http://example2.com/uri2"],
"httpAuthenticationUsername": "username",
"httpAuthenticationPassword": "password123"
}
You can also use the other existing Druid PasswordProviders. Here is an example using the EnvironmentVariablePasswordProvider:
{
"type": "http",
"uris": ["http://example.com/uri1", "http://example2.com/uri2"],
"httpAuthenticationUsername": "username",
"httpAuthenticationPassword": {
"type": "environment",
"variable": "HTTP_FIREHOSE_PW"
}
}
The below configurations can optionally be used for tuning the Firehose performance. Note that prefetching or caching isn't that useful in the Parallel task.
property | description | default |
---|---|---|
maxCacheCapacityBytes | Maximum size of the cache space in bytes. 0 means disabling cache. Cached files are not removed until the ingestion task completes. | 1073741824 |
maxFetchCapacityBytes | Maximum size of the fetch space in bytes. 0 means disabling prefetch. Prefetched files are removed immediately once they are read. | 1073741824 |
prefetchTriggerBytes | Threshold to trigger prefetching HTTP objects. | maxFetchCapacityBytes / 2 |
fetchTimeout | Timeout for fetching an HTTP object. | 60000 |
maxFetchRetry | Maximum retries for fetching an HTTP object. | 3 |
IngestSegmentFirehose
This Firehose can be used to read the data from existing druid segments, potentially using a new schema and changing the name, dimensions, metrics, rollup, etc. of the segment. This Firehose is splittable and can be used by native parallel index tasks. This firehose will accept any type of parser, but will only utilize the list of dimensions and the timestamp specification. A sample ingest Firehose spec is shown below:
{
"type": "ingestSegment",
"dataSource": "wikipedia",
"interval": "2013-01-01/2013-01-02"
}
property | description | required? |
---|---|---|
type | This should be "ingestSegment". | yes |
dataSource | A String defining the data source to fetch rows from, very similar to a table in a relational database | yes |
interval | A String representing the ISO-8601 interval. This defines the time range to fetch the data over. | yes |
dimensions | The list of dimensions to select. If left empty, no dimensions are returned. If left null or not defined, all dimensions are returned. | no |
metrics | The list of metrics to select. If left empty, no metrics are returned. If left null or not defined, all metrics are selected. | no |
filter | See Filters | no |
maxInputSegmentBytesPerTask | Deprecated. Use Segments Split Hint Spec instead. When used with the native parallel index task, the maximum number of bytes of input segments to process in a single task. If a single segment is larger than this number, it will be processed by itself in a single task (input segments are never split across tasks). Defaults to 150MB. | no |
SqlFirehose
This Firehose can be used to ingest events residing in an RDBMS. The database connection information is provided as part of the ingestion spec.
For each query, the results are fetched locally and indexed.
If there are multiple queries from which data needs to be indexed, queries are prefetched in the background, up to maxFetchCapacityBytes
bytes.
This Firehose is splittable and can be used by native parallel index tasks.
This firehose will accept any type of parser, but will only utilize the list of dimensions and the timestamp specification. See the extension documentation for more detailed ingestion examples.
Requires one of the following extensions:
{
"type": "sql",
"database": {
"type": "mysql",
"connectorConfig": {
"connectURI": "jdbc:mysql://host:port/schema",
"user": "user",
"password": "password"
}
},
"sqls": ["SELECT * FROM table1", "SELECT * FROM table2"]
}
property | description | default | required? |
---|---|---|---|
type | This should be "sql". | Yes | |
database | Specifies the database connection details. The database type corresponds to the extension that supplies the connectorConfig support. The specified extension must be loaded into Druid:
You can selectively allow JDBC properties in connectURI . See JDBC connections security config for more details. |
Yes | |
maxCacheCapacityBytes | Maximum size of the cache space in bytes. 0 means disabling cache. Cached files are not removed until the ingestion task completes. | 1073741824 | No |
maxFetchCapacityBytes | Maximum size of the fetch space in bytes. 0 means disabling prefetch. Prefetched files are removed immediately once they are read. | 1073741824 | No |
prefetchTriggerBytes | Threshold to trigger prefetching SQL result objects. | maxFetchCapacityBytes / 2 | No |
fetchTimeout | Timeout for fetching the result set. | 60000 | No |
foldCase | Toggle case folding of database column names. This may be enabled in cases where the database returns case insensitive column names in query results. | false | No |
sqls | List of SQL queries where each SQL query would retrieve the data to be indexed. | Yes |
Database
property | description | default | required? |
---|---|---|---|
type | The type of database to query. Valid values are mysql and postgresql _ |
Yes | |
connectorConfig | Specify the database connection properties via connectURI , user and password |
Yes |
InlineFirehose
This Firehose can be used to read the data inlined in its own spec.
It can be used for demos or for quickly testing out parsing and schema, and works with string
typed parsers.
A sample inline Firehose spec is shown below:
{
"type": "inline",
"data": "0,values,formatted\n1,as,CSV"
}
property | description | required? |
---|---|---|
type | This should be "inline". | yes |
data | Inlined data to ingest. | yes |
CombiningFirehose
This Firehose can be used to combine and merge data from a list of different Firehoses.
{
"type": "combining",
"delegates": [ { firehose1 }, { firehose2 }, ... ]
}
property | description | required? |
---|---|---|
type | This should be "combining" | yes |
delegates | List of Firehoses to combine data from | yes |