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Cluster Healthedit
An Elasticsearch cluster may consist of a single node with a single index. Or it may have a hundred data nodes, three dedicated masters, a few dozen client nodes—all operating on a thousand indices (and tens of thousands of shards).
No matter the scale of the cluster, you’ll want a quick way to assess the status
of your cluster. The Cluster Health
API fills that role. You can think of it
as a 10,000-foot view of your cluster. It can reassure you that everything
is all right, or alert you to a problem somewhere in your cluster.
Let’s execute a cluster-health
API and see what the response looks like:
GET _cluster/health
Like other APIs in Elasticsearch, cluster-health
will return a JSON response.
This makes it convenient to parse for automation and alerting. The response
contains some critical information about your cluster:
{ "cluster_name": "elasticsearch_zach", "status": "green", "timed_out": false, "number_of_nodes": 1, "number_of_data_nodes": 1, "active_primary_shards": 10, "active_shards": 10, "relocating_shards": 0, "initializing_shards": 0, "unassigned_shards": 0 }
The most important piece of information in the response is the status
field.
The status may be one of three values:
-
green
- All primary and replica shards are allocated. Your cluster is 100% operational.
-
yellow
-
All primary shards are allocated, but at least one replica is missing.
No data is missing, so search results will still be complete. However, your
high availability is compromised to some degree. If more shards disappear, you
might lose data. Think of
yellow
as a warning that should prompt investigation. -
red
- At least one primary shard (and all of its replicas) is missing. This means that you are missing data: searches will return partial results, and indexing into that shard will return an exception.
The green
/yellow
/red
status is a great way to glance at your cluster and understand
what’s going on. The rest of the metrics give you a general summary of your cluster:
-
number_of_nodes
andnumber_of_data_nodes
are fairly self-descriptive. -
active_primary_shards
indicates the number of primary shards in your cluster. This is an aggregate total across all indices. -
active_shards
is an aggregate total of all shards across all indices, which includes replica shards. -
relocating_shards
shows the number of shards that are currently moving from one node to another node. This number is often zero, but can increase when Elasticsearch decides a cluster is not properly balanced, a new node is added, or a node is taken down, for example. -
initializing_shards
is a count of shards that are being freshly created. For example, when you first create an index, the shards will all briefly reside ininitializing
state. This is typically a transient event, and shards shouldn’t linger ininitializing
too long. You may also see initializing shards when a node is first restarted: as shards are loaded from disk, they start asinitializing
. -
unassigned_shards
are shards that exist in the cluster state, but cannot be found in the cluster itself. A common source of unassigned shards are unassigned replicas. For example, an index with five shards and one replica will have five unassigned replicas in a single-node cluster. Unassigned shards will also be present if your cluster isred
(since primaries are missing).
Drilling Deeper: Finding Problematic Indicesedit
Imagine something goes wrong one day, and you notice that your cluster health looks like this:
{ "cluster_name": "elasticsearch_zach", "status": "red", "timed_out": false, "number_of_nodes": 8, "number_of_data_nodes": 8, "active_primary_shards": 90, "active_shards": 180, "relocating_shards": 0, "initializing_shards": 0, "unassigned_shards": 20 }
OK, so what can we deduce from this health status? Well, our cluster is red
,
which means we are missing data (primary + replicas). We know our cluster has
10 nodes, but see only 8 data nodes listed in the health. Two of our nodes
have gone missing. We see that there are 20 unassigned shards.
That’s about all the information we can glean. The nature of those missing shards are still a mystery. Are we missing 20 indices with 1 primary shard each? Or 1 index with 20 primary shards? Or 10 indices with 1 primary + 1 replica? Which index?
To answer these questions, we need to ask cluster-health
for a little more
information by using the level
parameter:
GET _cluster/health?level=indices
This parameter will make the cluster-health
API add a list of indices in our
cluster and details about each of those indices (status, number of shards,
unassigned shards, and so forth):
{ "cluster_name": "elasticsearch_zach", "status": "red", "timed_out": false, "number_of_nodes": 8, "number_of_data_nodes": 8, "active_primary_shards": 90, "active_shards": 180, "relocating_shards": 0, "initializing_shards": 0, "unassigned_shards": 20 "indices": { "v1": { "status": "green", "number_of_shards": 10, "number_of_replicas": 1, "active_primary_shards": 10, "active_shards": 20, "relocating_shards": 0, "initializing_shards": 0, "unassigned_shards": 0 }, "v2": { "status": "red", "number_of_shards": 10, "number_of_replicas": 1, "active_primary_shards": 0, "active_shards": 0, "relocating_shards": 0, "initializing_shards": 0, "unassigned_shards": 20 }, "v3": { "status": "green", "number_of_shards": 10, "number_of_replicas": 1, "active_primary_shards": 10, "active_shards": 20, "relocating_shards": 0, "initializing_shards": 0, "unassigned_shards": 0 }, .... } }
We can now see that the |
|
And it becomes clear that all 20 missing shards are from this index. |
Once we ask for the indices output, it becomes immediately clear which index is
having problems: the v2
index. We also see that the index has 10 primary shards
and one replica, and that all 20 shards are missing. Presumably these 20 shards
were on the two nodes that are missing from our cluster.
The level
parameter accepts one more option:
GET _cluster/health?level=shards
The shards
option will provide a very verbose output, which lists the status
and location of every shard inside every index. This output is sometimes useful,
but because of the verbosity can be difficult to work with. Once you know the index
that is having problems, other APIs that we discuss in this chapter will tend
to be more helpful.
Blocking for Status Changesedit
The cluster-health
API has another neat trick that is useful when building
unit and integration tests, or automated scripts that work with Elasticsearch.
You can specify a wait_for_status
parameter, which will only return after the status is satisfied. For example:
GET _cluster/health?wait_for_status=green
This call will block (not return control to your program) until the cluster-health
has turned green
, meaning all primary and replica shards have been allocated.
This is important for automated scripts and tests.
If you create an index, Elasticsearch must broadcast the change in cluster state
to all nodes. Those nodes must initialize those new shards, and then respond to the
master that the shards are Started
. This process is fast, but because of network
latency may take 10–20ms.
If you have an automated script that (a) creates an index and then (b) immediately attempts to index a document, this operation may fail, because the index has not been fully initialized yet. The time between (a) and (b) will likely be less than 1ms—not nearly enough time to account for network latency.
Rather than sleeping, just have your script/test call cluster-health
with
a wait_for_status
parameter. As soon as the index is fully created, the cluster-health
will change to green
, the call will return control to your script, and you may
begin indexing.
Valid options are green
, yellow
, and red
. The call will return when the
requested status (or one "higher") is reached. For example, if you request yellow
,
a status change to yellow
or green
will unblock the call.