mirror of https://github.com/apache/druid.git
187 lines
6.2 KiB
Markdown
187 lines
6.2 KiB
Markdown
---
|
|
layout: doc_page
|
|
title: "Tutorial: Load streaming data from Apache Kafka"
|
|
---
|
|
|
|
<!--
|
|
~ Licensed to the Apache Software Foundation (ASF) under one
|
|
~ or more contributor license agreements. See the NOTICE file
|
|
~ distributed with this work for additional information
|
|
~ regarding copyright ownership. The ASF licenses this file
|
|
~ to you under the Apache License, Version 2.0 (the
|
|
~ "License"); you may not use this file except in compliance
|
|
~ with the License. You may obtain a copy of the License at
|
|
~
|
|
~ http://www.apache.org/licenses/LICENSE-2.0
|
|
~
|
|
~ Unless required by applicable law or agreed to in writing,
|
|
~ software distributed under the License is distributed on an
|
|
~ "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
|
|
~ KIND, either express or implied. See the License for the
|
|
~ specific language governing permissions and limitations
|
|
~ under the License.
|
|
-->
|
|
|
|
# Tutorial: Load streaming data from Kafka
|
|
|
|
## Getting started
|
|
|
|
This tutorial demonstrates how to load data into Apache Druid (incubating) from a Kafka stream, using Druid's Kafka indexing service.
|
|
|
|
For this tutorial, we'll assume you've already downloaded Druid as described in
|
|
the [quickstart](index.html) using the `micro-quickstart` single-machine configuration and have it
|
|
running on your local machine. You don't need to have loaded any data yet.
|
|
|
|
## Download and start Kafka
|
|
|
|
[Apache Kafka](http://kafka.apache.org/) is a high throughput message bus that works well with
|
|
Druid. For this tutorial, we will use Kafka 2.1.0. To download Kafka, issue the following
|
|
commands in your terminal:
|
|
|
|
```bash
|
|
curl -O https://archive.apache.org/dist/kafka/2.1.0/kafka_2.12-2.1.0.tgz
|
|
tar -xzf kafka_2.12-2.1.0.tgz
|
|
cd kafka_2.12-2.1.0
|
|
```
|
|
|
|
Start a Kafka broker by running the following command in a new terminal:
|
|
|
|
```bash
|
|
./bin/kafka-server-start.sh config/server.properties
|
|
```
|
|
|
|
Run this command to create a Kafka topic called *wikipedia*, to which we'll send data:
|
|
|
|
```bash
|
|
./bin/kafka-topics.sh --create --zookeeper localhost:2181 --replication-factor 1 --partitions 1 --topic wikipedia
|
|
```
|
|
|
|
## Start Druid Kafka ingestion
|
|
|
|
We will use Druid's Kafka indexing service to ingest messages from our newly created *wikipedia* topic.
|
|
|
|
### Submit a supervisor via the console
|
|
|
|
In the console, click `Submit supervisor` to open the submit supervisor dialog.
|
|
|
|
![Submit supervisor](../tutorials/img/tutorial-kafka-01.png "Submit supervisor")
|
|
|
|
Paste in this spec and click `Submit`.
|
|
|
|
```json
|
|
{
|
|
"type": "kafka",
|
|
"dataSchema": {
|
|
"dataSource": "wikipedia",
|
|
"parser": {
|
|
"type": "string",
|
|
"parseSpec": {
|
|
"format": "json",
|
|
"timestampSpec": {
|
|
"column": "time",
|
|
"format": "auto"
|
|
},
|
|
"dimensionsSpec": {
|
|
"dimensions": [
|
|
"channel",
|
|
"cityName",
|
|
"comment",
|
|
"countryIsoCode",
|
|
"countryName",
|
|
"isAnonymous",
|
|
"isMinor",
|
|
"isNew",
|
|
"isRobot",
|
|
"isUnpatrolled",
|
|
"metroCode",
|
|
"namespace",
|
|
"page",
|
|
"regionIsoCode",
|
|
"regionName",
|
|
"user",
|
|
{ "name": "added", "type": "long" },
|
|
{ "name": "deleted", "type": "long" },
|
|
{ "name": "delta", "type": "long" }
|
|
]
|
|
}
|
|
}
|
|
},
|
|
"metricsSpec" : [],
|
|
"granularitySpec": {
|
|
"type": "uniform",
|
|
"segmentGranularity": "DAY",
|
|
"queryGranularity": "NONE",
|
|
"rollup": false
|
|
}
|
|
},
|
|
"tuningConfig": {
|
|
"type": "kafka",
|
|
"reportParseExceptions": false
|
|
},
|
|
"ioConfig": {
|
|
"topic": "wikipedia",
|
|
"replicas": 2,
|
|
"taskDuration": "PT10M",
|
|
"completionTimeout": "PT20M",
|
|
"consumerProperties": {
|
|
"bootstrap.servers": "localhost:9092"
|
|
}
|
|
}
|
|
}
|
|
```
|
|
|
|
This will start the supervisor that will in turn spawn some tasks that will start listening for incoming data.
|
|
|
|
![Running supervisor](../tutorials/img/tutorial-kafka-02.png "Running supervisor")
|
|
|
|
### Submit a supervisor directly
|
|
|
|
To start the service directly, we will need to submit a supervisor spec to the Druid overlord by running the following from the Druid package root:
|
|
|
|
```bash
|
|
curl -XPOST -H'Content-Type: application/json' -d @quickstart/tutorial/wikipedia-kafka-supervisor.json http://localhost:8081/druid/indexer/v1/supervisor
|
|
```
|
|
|
|
|
|
If the supervisor was successfully created, you will get a response containing the ID of the supervisor; in our case we should see `{"id":"wikipedia"}`.
|
|
|
|
For more details about what's going on here, check out the
|
|
[Druid Kafka indexing service documentation](../development/extensions-core/kafka-ingestion.html).
|
|
|
|
You can view the current supervisors and tasks in the Druid Console: [http://localhost:8888/unified-console.html#tasks](http://localhost:8888/unified-console.html#tasks).
|
|
|
|
|
|
## Load data
|
|
|
|
Let's launch a producer for our topic and send some data!
|
|
|
|
In your Druid directory, run the following command:
|
|
|
|
```bash
|
|
cd quickstart/tutorial
|
|
gunzip -k wikiticker-2015-09-12-sampled.json.gz
|
|
```
|
|
|
|
In your Kafka directory, run the following command, where {PATH_TO_DRUID} is replaced by the path to the Druid directory:
|
|
|
|
```bash
|
|
export KAFKA_OPTS="-Dfile.encoding=UTF-8"
|
|
./bin/kafka-console-producer.sh --broker-list localhost:9092 --topic wikipedia < {PATH_TO_DRUID}/quickstart/tutorial/wikiticker-2015-09-12-sampled.json
|
|
```
|
|
|
|
The previous command posted sample events to the *wikipedia* Kafka topic which were then ingested into Druid by the Kafka indexing service. You're now ready to run some queries!
|
|
|
|
## Querying your data
|
|
|
|
After data is sent to the Kafka stream, it is immediately available for querying.
|
|
|
|
Please follow the [query tutorial](../tutorials/tutorial-query.html) to run some example queries on the newly loaded data.
|
|
|
|
## Cleanup
|
|
|
|
If you wish to go through any of the other ingestion tutorials, you will need to shut down the cluster and reset the cluster state by removing the contents of the `var` directory under the druid package, as the other tutorials will write to the same "wikipedia" datasource.
|
|
|
|
## Further reading
|
|
|
|
For more information on loading data from Kafka streams, please see the [Druid Kafka indexing service documentation](../development/extensions-core/kafka-ingestion.html).
|