Hadoop is an Apache project is a framework for processing large sets of data across a distributed cluster of systems.
And while Hadoop is designed to be a highly-available and fault-tolerant service, those who operate a Hadoop cluster will want to monitor the health and performance of their Hadoop Distributed File System (HDFS) and Zookeeper implementations.
Netdata comes with built-in and pre-configured support for monitoring both HDFS and Zookeeper.
This guide assumes you have a Hadoop cluster, with HDFS and Zookeeper, running already. If you don't, please follow the official Hadoop instructions or an alternative, like the guide available from DigitalOcean.
For more specifics on the collection modules used in this guide, read the respective pages in our documentation:
As with all data sources, Netdata can auto-detect HDFS and Zookeeper nodes if you installed them using the standard installation procedure.
For Netdata to collect HDFS metrics, it needs to be able to access the node's /jmx
endpoint. You can test whether an
JMX endpoint is accessible by using curl HDFS-IP:PORT/jmx
. For a NameNode, you should see output similar to the
following:
{
"beans" : [ {
"name" : "Hadoop:service=NameNode,name=JvmMetrics",
"modelerType" : "JvmMetrics",
"MemNonHeapUsedM" : 65.67851,
"MemNonHeapCommittedM" : 67.3125,
"MemNonHeapMaxM" : -1.0,
"MemHeapUsedM" : 154.46341,
"MemHeapCommittedM" : 215.0,
"MemHeapMaxM" : 843.0,
"MemMaxM" : 843.0,
"GcCount" : 15,
"GcTimeMillis" : 305,
"GcNumWarnThresholdExceeded" : 0,
"GcNumInfoThresholdExceeded" : 0,
"GcTotalExtraSleepTime" : 92,
"ThreadsNew" : 0,
"ThreadsRunnable" : 6,
"ThreadsBlocked" : 0,
"ThreadsWaiting" : 7,
"ThreadsTimedWaiting" : 34,
"ThreadsTerminated" : 0,
"LogFatal" : 0,
"LogError" : 0,
"LogWarn" : 2,
"LogInfo" : 348
},
{ ... }
]
}
The JSON result for a DataNode's /jmx
endpoint is slightly different:
{
"beans" : [ {
"name" : "Hadoop:service=DataNode,name=DataNodeActivity-dev-slave-01.dev.local-9866",
"modelerType" : "DataNodeActivity-dev-slave-01.dev.local-9866",
"tag.SessionId" : null,
"tag.Context" : "dfs",
"tag.Hostname" : "dev-slave-01.dev.local",
"BytesWritten" : 500960407,
"TotalWriteTime" : 463,
"BytesRead" : 80689178,
"TotalReadTime" : 41203,
"BlocksWritten" : 16,
"BlocksRead" : 16,
"BlocksReplicated" : 4,
...
},
{ ... }
]
}
If Netdata can't access the /jmx
endpoint for either a NameNode or DataNode, it will not be able to auto-detect and
collect metrics from your HDFS implementation.
Zookeeper auto-detection relies on an accessible client port and a allow-listed mntr
command. For more details on
mntr
, see Zookeeper's documentation on cluster
options and Zookeeper
commands.
To configure Netdata's HDFS module, navigate to your Netdata directory (typically at /etc/netdata/
) and use
edit-config
to initialize and edit your HDFS configuration file.
cd /etc/netdata/
sudo ./edit-config go.d/hdfs.conf
At the bottom of the file, you will see two example jobs, both of which are commented out:
# [ JOBS ]
#jobs:
# - name: namenode
# url: http://127.0.0.1:9870/jmx
#
# - name: datanode
# url: http://127.0.0.1:9864/jmx
Uncomment these lines and edit the url
value(s) according to your setup. Now's the time to add any other configuration
details, which you can find inside of the hdfs.conf
file itself. Most production implementations will require TLS
certificates.
The result for a simple HDFS setup, running entirely on localhost
and without certificate authentication, might look
like this:
# [ JOBS ]
jobs:
- name: namenode
url: http://127.0.0.1:9870/jmx
- name: datanode
url: http://127.0.0.1:9864/jmx
At this point, Netdata should be configured to collect metrics from your HDFS servers. Let's move on to Zookeeper.
Next, use edit-config
again to initialize/edit your zookeeper.conf
file.
cd /etc/netdata/
sudo ./edit-config go.d/zookeeper.conf
As with the hdfs.conf
file, head to the bottom, uncomment the example jobs, and tweak the address
values according
to your setup. Again, you may need to add additional configuration options, like TLS certificates.
jobs:
- name : local
address : 127.0.0.1:2181
- name : remote
address : 203.0.113.10:2182
Finally, restart Netdata.
sudo systemctl restart netdata
Upon restart, Netdata should recognize your HDFS/Zookeeper servers, enable the HDFS and Zookeeper modules, and begin showing real-time metrics for both in your Netdata dashboard. 🎉
The Netdata community helped us create sane defaults for alerts related to both HDFS and Zookeeper. You may want to investigate these to ensure they work well with your Hadoop implementation.
You can also access/edit these files directly with edit-config
:
sudo /etc/netdata/edit-config health.d/hdfs.conf
sudo /etc/netdata/edit-config health.d/zookeeper.conf
For more information about editing the defaults or writing new alert entities, see our health monitoring documentation.