Druid

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Druid Dashboard

Overview

The Datadog Agent collects metrics from Druid using DogStatsD. DogStatsD collects metrics on Druid queries, ingestion, and coordination data. For more information, see the Druid metrics documentation.

In addition to collecting metrics, the Agent also sends a Service Check related to Druid’s health.

Setup

Prerequisite

Druid 0.16 or above is required for this integration to work properly.

Installation

Both steps below are needed for Druid integration to work properly. Before you begin, you should install the Datadog Agent.

Step 1: Configure Druid to collect health metrics and service checks

Configure the Druid check included in the Datadog Agent package to collect health metrics and service checks.

  1. Edit the druid.d/conf.yaml file, in the conf.d/ folder at the root of your Agent’s configuration directory to start collecting your druid service checks. See the sample druid.d/conf.yaml for all available configuration options.
  2. Restart the Agent.

Step 2: Connect Druid to DogStatsD (included in the Datadog Agent) by using the extension statsd-emitter to collect metrics

Step to configure statsd-emitter extension to collect the majority of Druid metrics.

  1. Install the Druid extension statsd-emitter.

    $ java \
      -cp "lib/*" \
      -Ddruid.extensions.directory="./extensions" \
      -Ddruid.extensions.hadoopDependenciesDir="hadoop-dependencies" \
      org.apache.druid.cli.Main tools pull-deps \
      --no-default-hadoop \
      -c "org.apache.druid.extensions.contrib:statsd-emitter:0.15.0-incubating"
    

    More info about this step can be found on the official guide for loading Druid extensions

  2. Update Druid java properties by adding the following configs:

    # Add `statsd-emitter` to the extensions list to be loaded
    druid.extensions.loadList=[..., "statsd-emitter"]
    
    # By default druid emission period is 1 minute (PT1M).
    # We recommend using 15 seconds instead:
    druid.monitoring.emissionPeriod=PT15S
    
    # Use `statsd-emitter` extension as metric emitter
    druid.emitter=statsd
    
    # Configure `statsd-emitter` endpoint
    druid.emitter.statsd.hostname=127.0.0.1
    druid.emitter.statsd.port:8125
    
    # Configure `statsd-emitter` to use dogstatsd format. Must be set to true, otherwise tags are not reported correctly to Datadog.
    druid.emitter.statsd.dogstatsd=true
    druid.emitter.statsd.dogstatsdServiceAsTag=true
    
  3. Restart Druid to start sending your Druid metrics to the Agent through DogStatsD.

Integration Service Checks

Use the default configuration of your druid.d/conf.yaml file to activate the collection of your Druid service checks. See the sample druid.d/conf.yaml for all available configuration options.

Log collection

Available for Agent versions >6.0

  1. Collecting logs is disabled by default in the Datadog Agent, enable it in your datadog.yaml file:

    logs_enabled: true
    
  2. Uncomment and edit this configuration block at the bottom of your druid.d/conf.yaml:

    logs:
      - type: file
        path: '<PATH_TO_DRUID_DIR>/var/sv/*.log'
        source: druid
        service: '<SERVICE_NAME>'
        log_processing_rules:
          - type: multi_line
            name: new_log_start_with_date
            pattern: \d{4}\-\d{2}\-\d{2}
    

    Change the path and service parameter values and configure them for your environment.

  3. Restart the Agent.

Validation

Run the Agent’s status subcommand and look for druid under the Checks section.

Data Collected

Metrics

druid.coordinator.segment.count
(gauge)
Coordinator segment count.
Shown as segment
druid.historical.segment.count
(gauge)
Historical segment count.
Shown as segment
druid.ingest.events.buffered
(gauge)
Number of events queued in the EventReceiverFirehose's buffer.
Shown as event
druid.ingest.events.duplicate
(count)
Number of events rejected because the events are duplicated.
Shown as event
druid.ingest.events.messageGap
(gauge)
Time gap between the data time in event and current system time.
Shown as millisecond
druid.ingest.events.processed
(count)
Number of events successfully processed per emission period.
Shown as event
druid.ingest.events.thrownAway
(count)
Number of events rejected because they are outside the windowPeriod.
Shown as event
druid.ingest.events.unparseable
(count)
Number of events rejected because the events are unparsable.
Shown as event
druid.ingest.handoff.failed
(count)
Number of handoffs that failed.
druid.ingest.kafka.avgLag
(gauge)
Average lag between the offsets consumed by the Kafka indexing tasks and latest offsets in Kafka brokers across all partitions. Minimum emission period for this metric is a Minute.
Shown as offset
druid.ingest.kafka.lag
(gauge)
Total lag between the offsets consumed by the Kafka indexing tasks and latest offsets in Kafka brokers across all partitions. Minimum emission period for this metric is a Minute.
Shown as offset
druid.ingest.kafka.maxLag
(gauge)
Max lag between the offsets consumed by the Kafka indexing tasks and latest offsets in Kafka brokers across all partitions. Minimum emission period for this metric is a Minute.
Shown as offset
druid.ingest.merge.cpu
(gauge)
Cpu time in Nanoseconds spent on merging intermediate segments.
Shown as nanosecond
druid.ingest.merge.time
(gauge)
Milliseconds spent merging intermediate segments.
Shown as millisecond
druid.ingest.persists.backPressure
(gauge)
Milliseconds spent creating persist tasks and blocking waiting for them to finish.
Shown as millisecond
druid.ingest.persists.count
(count)
Number of times persist occurred.
druid.ingest.persists.cpu
(gauge)
Cpu time in Nanoseconds spent on doing intermediate persist.
Shown as nanosecond
druid.ingest.persists.failed
(count)
Number of persists that failed.
druid.ingest.persists.time
(gauge)
Milliseconds spent doing intermediate persist.
Shown as millisecond
druid.ingest.rows.output
(count)
Number of Druid rows persisted.
Shown as row
druid.jvm.bufferpool.capacity
(gauge)
Bufferpool capacity in bytes.
Shown as byte
druid.jvm.bufferpool.count
(gauge)
Bufferpool count in bytes.
Shown as byte
druid.jvm.bufferpool.used
(gauge)
Bufferpool used in bytes.
Shown as byte
druid.jvm.gc.count
(count)
Garbage collection count.
druid.jvm.gc.cpu
(gauge)
Cpu time in Nanoseconds spent on garbage collection.
Shown as nanosecond
druid.jvm.mem.committed
(gauge)
Committed memory in bytes.
Shown as byte
druid.jvm.mem.init
(gauge)
Initial memory in bytes.
Shown as byte
druid.jvm.mem.max
(gauge)
Max memory in bytes.
Shown as byte
druid.jvm.mem.used
(gauge)
Used memory in bytes.
Shown as byte
druid.jvm.pool.committed
(gauge)
Committed pool in byte.
Shown as byte
druid.jvm.pool.init
(gauge)
Initial pool in bytes.
Shown as byte
druid.jvm.pool.max
(gauge)
Max pool in bytes.
Shown as byte
druid.jvm.pool.used
(gauge)
Pool used in bytes.
Shown as byte
druid.query.bytes
(count)
Number of bytes returned in query response.
Shown as byte
druid.query.cache.delta.averageBytes
(count)
Delta average cache entry byte size.
Shown as byte
druid.query.cache.delta.errors
(count)
Delta number of cache errors.
druid.query.cache.delta.evictions
(count)
Delta number of cache evictions.
Shown as eviction
druid.query.cache.delta.hitRate
(count)
Delta cache hit rate.
Shown as fraction
druid.query.cache.delta.hits
(count)
Delta number of cache hits.
Shown as hit
druid.query.cache.delta.misses
(count)
Delta number of cache misses.
Shown as miss
druid.query.cache.delta.numEntries
(count)
Delta number of cache entries.
druid.query.cache.delta.sizeBytes
(count)
Delta size in bytes of cache entries.
Shown as byte
druid.query.cache.delta.timeouts
(count)
Delta number of cache timeouts.
druid.query.cache.total.averageBytes
(gauge)
Total average cache entry byte size.
Shown as byte
druid.query.cache.total.errors
(gauge)
Total number of cache errors.
druid.query.cache.total.evictions
(gauge)
Total number of cache evictions.
Shown as eviction
druid.query.cache.total.hitRate
(gauge)
Total cache hit rate.
Shown as fraction
druid.query.cache.total.hits
(gauge)
Total number of cache hits.
Shown as hit
druid.query.cache.total.misses
(gauge)
Total number of cache misses.
Shown as miss
druid.query.cache.total.numEntries
(gauge)
Total number of cache entries.
druid.query.cache.total.sizeBytes
(gauge)
Total size in bytes of cache entries.
Shown as byte
druid.query.cache.total.timeouts
(gauge)
Total number of cache timeouts.
druid.query.count
(count)
Number of total queries.
Shown as query
druid.query.cpu.time
(gauge)
Microseconds of CPU time taken to complete a query.
Shown as microsecond
druid.query.failed.count
(count)
Number of failed queries.
Shown as query
druid.query.interrupted.count
(count)
Number of queries interrupted due to cancellation or timeout.
Shown as query
druid.query.intervalChunk.time
(gauge)
Only emitted if interval chunking is enabled. Milliseconds required to query an interval chunk. This metric is deprecated and will be removed in the future because interval Chunking is deprecated. See Query Context.
Shown as millisecond
druid.query.node.backpressure
(gauge)
Milliseconds that the channel to this process has spent suspended due to backpressure.
Shown as millisecond
druid.query.node.bytes
(count)
Number of bytes returned from querying individual historical/realtime processes.
Shown as byte
druid.query.node.time
(gauge)
Milliseconds taken to query individual historical/realtime processes.
Shown as millisecond
druid.query.node.ttfb
(gauge)
Time to first byte. Milliseconds elapsed until Broker starts receiving the response from individual historical/realtime processes.
Shown as millisecond
druid.query.segment.time
(gauge)
Milliseconds taken to query individual segment. Includes time to page in the segment from disk.
Shown as millisecond
druid.query.segmentAndCache.time
(gauge)
Milliseconds taken to query individual segment or hit the cache (if it is enabled on the Historical process).
Shown as millisecond
druid.query.success.count
(count)
Number of queries successfully processed.
Shown as query
druid.query.time
(gauge)
Milliseconds taken to complete a query.
Shown as millisecond
druid.query.wait.time
(gauge)
Milliseconds spent waiting for a segment to be scanned.
Shown as millisecond
druid.segment.added.bytes
(count)
Size in bytes of new segments created.
Shown as byte
druid.segment.assigned.count
(count)
Number of segments assigned to be loaded in the cluster.
Shown as segment
druid.segment.cost.normalization
(count)
Used in cost balancing. The normalization of hosting segments.
druid.segment.cost.normalized
(count)
Used in cost balancing. The normalized cost of hosting segments.
druid.segment.cost.raw
(count)
Used in cost balancing. The raw cost of hosting segments.
druid.segment.deleted.count
(count)
Number of segments dropped due to rules.
Shown as segment
druid.segment.dropQueue.count
(gauge)
Number of segments to drop.
Shown as segment
druid.segment.dropped.count
(count)
Number of segments dropped due to being overshadowed.
Shown as segment
druid.segment.loadQueue.count
(gauge)
Number of segments to load.
Shown as segment
druid.segment.loadQueue.failed
(gauge)
Number of segments that failed to load.
Shown as segment
druid.segment.loadQueue.size
(gauge)
Size in bytes of segments to load.
Shown as byte
druid.segment.max
(gauge)
Maximum byte limit available for segments.
Shown as byte
druid.segment.moved.bytes
(count)
Size in bytes of segments moved/archived via the Move Task.
Shown as byte
druid.segment.moved.count
(count)
Number of segments moved in the cluster.
Shown as segment
druid.segment.nuked.bytes
(count)
Size in bytes of segments deleted via the Kill Task.
Shown as byte
druid.segment.overShadowed.count
(gauge)
Number of overShadowed segments.
Shown as segment
druid.segment.pendingDelete
(gauge)
On-disk size in bytes of segments that are waiting to be cleared out.
Shown as byte
druid.segment.scan.pending
(gauge)
Number of segments in queue waiting to be scanned.
Shown as unit
druid.segment.size
(gauge)
Size in bytes of available segments.
Shown as byte
druid.segment.unavailable.count
(count)
Number of segments (not including replicas) left to load until segments that should be loaded in the cluster are available for queries.
Shown as segment
druid.segment.underReplicated.count
(count)
Number of segments (including replicas) left to load until segments that should be loaded in the cluster are available for queries.
Shown as segment
druid.segment.unneeded.count
(count)
Number of segments dropped due to being marked as unused.
Shown as segment
druid.segment.used
(gauge)
Bytes used for served segments.
Shown as byte
druid.segment.usedPercent
(gauge)
Percentage of space used by served segments.
Shown as fraction
druid.service.health
(gauge)
1 if the service is healthy, 0 otherwise
druid.sys.cpu
(gauge)
CPU used.
Shown as percent
druid.sys.disk.read.count
(count)
Reads from disk.
Shown as read
druid.sys.disk.read.size
(count)
Bytes read from disk. Can we used to determine how much paging is occurring with regards to segments.
Shown as byte
druid.sys.disk.write.count
(count)
Writes to disk.
Shown as write
druid.sys.disk.write.size
(count)
Bytes written to disk. Can we used to determine how much paging is occurring with regards to segments.
Shown as byte
druid.sys.fs.max
(gauge)
Filesystesm bytes max.
Shown as byte
druid.sys.fs.used
(gauge)
Filesystem bytes used.
Shown as byte
druid.sys.mem.max
(gauge)
Memory max.
Shown as byte
druid.sys.mem.used
(gauge)
Memory used.
Shown as byte
druid.sys.net.read.size
(count)
Bytes read from the network.
Shown as byte
druid.sys.net.write.size
(count)
Bytes written to the network.
Shown as byte
druid.sys.storage.used
(gauge)
Disk space used.
Shown as byte
druid.sys.swap.free
(gauge)
Free swap in bytes.
Shown as byte
druid.sys.swap.max
(gauge)
Max swap in bytes.
Shown as byte
druid.sys.swap.pageIn
(gauge)
Paged in swap.
Shown as page
druid.sys.swap.pageOut
(gauge)
Paged out swap.
Shown as page
druid.task.failed.count
(count)
Number of failed tasks per emission period. This metric is only available if the TaskCountStatsMonitor module is included.
Shown as task
druid.task.pending.count
(count)
Number of current pending tasks. This metric is only available if the TaskCountStatsMonitor module is included.
Shown as task
druid.task.run.time
(gauge)
Milliseconds taken to run a task.
Shown as millisecond
druid.task.running.count
(count)
Number of current running tasks. This metric is only available if the TaskCountStatsMonitor module is included.
Shown as task
druid.task.success.count
(count)
Number of successful tasks per emission period. This metric is only available if the TaskCountStatsMonitor module is included.
Shown as task
druid.task.waiting.count
(count)
Number of current waiting tasks. This metric is only available if the TaskCountStatsMonitor module is included.
Shown as task

Events

The Druid check does not include any events.

Service Checks

druid.service.can_connect
Returns CRITICAL if the check cannot connect to Druid service. Returns OK otherwise.
Statuses: ok, critical

druid.service.health
Returns CRITICAL if Druid service is not healthy. Returns OK otherwise.
Statuses: ok, critical

Troubleshooting

Need help? Contact Datadog support.