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Google Cloud Platform (GCP) Dataproc metrics

Collect dataproc metrics from Google Cloud Platform (GCP) with Elastic Agent

What is an Elastic integration?
Version
2.33.2 (View all)
Compatible Kibana version(s)
8.12.0 or higher
Supported Serverless project types

What's this?
Security
Observability
Subscription level
What's this?
Basic

Metrics

The dataproc dataset fetches metrics from Dataproc in Google Cloud Platform. It contains all metrics exported from the GCP Dataproc Monitoring API.

You can specify a single region to fetch metrics like us-central1. Be aware that GCP Dataproc is a regional service. If no region is specified, it will return metrics from all buckets.

Sample Event

An example event for dataproc looks as following:

{
    "@timestamp": "2017-10-12T08:05:34.853Z",
    "cloud": {
        "account": {
            "id": "elastic-obs-integrations-dev",
            "name": "elastic-obs-integrations-dev"
        },
        "instance": {
            "id": "4751091017865185079",
            "name": "gke-cluster-1-default-pool-6617a8aa-5clh"
        },
        "machine": {
            "type": "e2-medium"
        },
        "provider": "gcp",
        "availability_zone": "us-central1-c",
        "region": "us-central1"
    },
    "event": {
        "dataset": "gcp.dataproc",
        "duration": 115000,
        "module": "gcp"
    },
    "gcp": {
        "dataproc": {
            "cluster": {
                "hdfs": {
                    "datanodes": {
                        "count": 15
                    }
                }
            }
        },
        "labels": {
            "user": {
                "goog-gke-node": ""
            }
        }
    },
    "host": {
        "id": "4751091017865185079",
        "name": "gke-cluster-1-default-pool-6617a8aa-5clh"
    },
    "metricset": {
        "name": "dataproc",
        "period": 10000
    },
    "service": {
        "type": "gcp"
    }
}

Exported fields

Exported fields

FieldDescriptionTypeMetric Type
@timestamp
Event timestamp.
date
agent.id
Unique identifier of this agent (if one exists). Example: For Beats this would be beat.id.
keyword
cloud
Fields related to the cloud or infrastructure the events are coming from.
group
cloud.account.id
The cloud account or organization id used to identify different entities in a multi-tenant environment. Examples: AWS account id, Google Cloud ORG Id, or other unique identifier.
keyword
cloud.account.name
The cloud account name or alias used to identify different entities in a multi-tenant environment. Examples: AWS account name, Google Cloud ORG display name.
keyword
cloud.availability_zone
Availability zone in which this host, resource, or service is located.
keyword
cloud.image.id
Image ID for the cloud instance.
keyword
cloud.instance.id
Instance ID of the host machine.
keyword
cloud.instance.name
Instance name of the host machine.
keyword
cloud.machine.type
Machine type of the host machine.
keyword
cloud.project.id
Name of the project in Google Cloud.
keyword
cloud.provider
Name of the cloud provider. Example values are aws, azure, gcp, or digitalocean.
keyword
cloud.region
Region in which this host, resource, or service is located.
keyword
container.id
Unique container id.
keyword
container.image.name
Name of the image the container was built on.
keyword
container.labels
Image labels.
object
container.name
Container name.
keyword
data_stream.dataset
Data stream dataset.
constant_keyword
data_stream.namespace
Data stream namespace.
constant_keyword
data_stream.type
Data stream type.
constant_keyword
ecs.version
ECS version this event conforms to. ecs.version is a required field and must exist in all events. When querying across multiple indices -- which may conform to slightly different ECS versions -- this field lets integrations adjust to the schema version of the events.
keyword
error
These fields can represent errors of any kind. Use them for errors that happen while fetching events or in cases where the event itself contains an error.
group
error.message
Error message.
match_only_text
event.dataset
Event dataset
constant_keyword
event.module
Event module
constant_keyword
gcp.dataproc.batch.spark.executors.count
Indicates the number of Batch Spark executors.
long
gauge
gcp.dataproc.cluster.hdfs.datanodes.count
Indicates the number of HDFS DataNodes that are running inside a cluster.
long
gauge
gcp.dataproc.cluster.hdfs.storage_capacity.value
Indicates capacity of HDFS system running on cluster in GB.
double
gauge
gcp.dataproc.cluster.hdfs.storage_utilization.value
The percentage of HDFS storage currently used.
double
gauge
gcp.dataproc.cluster.hdfs.unhealthy_blocks.count
Indicates the number of unhealthy blocks inside the cluster.
long
gauge
gcp.dataproc.cluster.job.completion_time.value
The time jobs took to complete from the time the user submits a job to the time Dataproc reports it is completed.
object
gcp.dataproc.cluster.job.duration.value
The time jobs have spent in a given state.
object
gcp.dataproc.cluster.job.failed.count
Indicates the delta of the number of jobs that have failed on a cluster.
long
gauge
gcp.dataproc.cluster.job.running.count
Indicates the number of jobs that are running on a cluster.
long
gauge
gcp.dataproc.cluster.job.submitted.count
Indicates the delta of the number of jobs that have been submitted to a cluster.
long
gauge
gcp.dataproc.cluster.operation.completion_time.value
The time operations took to complete from the time the user submits a operation to the time Dataproc reports it is completed.
object
gcp.dataproc.cluster.operation.duration.value
The time operations have spent in a given state.
object
gcp.dataproc.cluster.operation.failed.count
Indicates the delta of the number of operations that have failed on a cluster.
long
gauge
gcp.dataproc.cluster.operation.running.count
Indicates the number of operations that are running on a cluster.
long
gauge
gcp.dataproc.cluster.operation.submitted.count
Indicates the delta of the number of operations that have been submitted to a cluster.
long
gauge
gcp.dataproc.cluster.yarn.allocated_memory_percentage.value
The percentage of YARN memory is allocated.
double
gauge
gcp.dataproc.cluster.yarn.apps.count
Indicates the number of active YARN applications.
long
gauge
gcp.dataproc.cluster.yarn.containers.count
Indicates the number of YARN containers.
long
gauge
gcp.dataproc.cluster.yarn.memory_size.value
Indicates the YARN memory size in GB.
double
gauge
gcp.dataproc.cluster.yarn.nodemanagers.count
Indicates the number of YARN NodeManagers running inside cluster.
long
gauge
gcp.dataproc.cluster.yarn.pending_memory_size.value
The current memory request, in GB, that is pending to be fulfilled by the scheduler.
double
gauge
gcp.dataproc.cluster.yarn.virtual_cores.count
Indicates the number of virtual cores in YARN.
long
gauge
gcp.labels.metadata.*
object
gcp.labels.metrics.*
object
gcp.labels.resource.*
object
gcp.labels.system.*
object
gcp.labels.user.*
object
gcp.labels_fingerprint
Hashed value of the labels field.
keyword
gcp.metrics.*.*.*.*
Metrics that returned from Google Cloud API query.
object
host.architecture
Operating system architecture.
keyword
host.containerized
If the host is a container.
boolean
host.domain
Name of the domain of which the host is a member. For example, on Windows this could be the host's Active Directory domain or NetBIOS domain name. For Linux this could be the domain of the host's LDAP provider.
keyword
host.hostname
Hostname of the host. It normally contains what the hostname command returns on the host machine.
keyword
host.id
Unique host id. As hostname is not always unique, use values that are meaningful in your environment. Example: The current usage of beat.name.
keyword
host.ip
Host ip addresses.
ip
host.mac
Host mac addresses.
keyword
host.name
Name of the host. It can contain what hostname returns on Unix systems, the fully qualified domain name, or a name specified by the user. The sender decides which value to use.
keyword
host.os.build
OS build information.
keyword
host.os.codename
OS codename, if any.
keyword
host.os.family
OS family (such as redhat, debian, freebsd, windows).
keyword
host.os.kernel
Operating system kernel version as a raw string.
keyword
host.os.name
Operating system name, without the version.
keyword
host.os.name.text
Multi-field of host.os.name.
text
host.os.platform
Operating system platform (such centos, ubuntu, windows).
keyword
host.os.version
Operating system version as a raw string.
keyword
host.type
Type of host. For Cloud providers this can be the machine type like t2.medium. If vm, this could be the container, for example, or other information meaningful in your environment.
keyword
service.type
The type of the service data is collected from. The type can be used to group and correlate logs and metrics from one service type. Example: If logs or metrics are collected from Elasticsearch, service.type would be elasticsearch.
keyword

Changelog

VersionDetailsKibana version(s)

2.33.2

Enhancement View pull request
Add tags and processors to GCP Storage

8.12.0 or higher

2.33.1

Enhancement View pull request
Update Legacy metric visualization to new metric in GCP Billing overview dashboard.

8.12.0 or higher

2.33.0

Enhancement View pull request
Enable time series data for metrics data streams. This dramatically reduces storage for metrics and is expected to progressively improve query performance. For more details, see https://www.elastic.co/guide/en/elasticsearch/reference/current/tsds.html.

8.12.0 or higher

2.32.1

Enhancement View pull request
Add dimensions mappings and the metrics_fingerprint field across all metrics data streams.

8.12.0 or higher

2.32.0

Enhancement View pull request
Add new billing data stream fields.

8.12.0 or higher

2.31.2

Bug fix View pull request
Fix pipeline error parsing DNS logs with empty rdata field.

8.7.1 or higher

2.31.1

Enhancement View pull request
Add Cloud Run docs and fix policy template name to allow adding Cloud Run logs to the policy.

8.7.1 or higher

2.31.0

Enhancement View pull request
Allow users to retain otherwised discarded fields.

8.7.1 or higher

2.30.1

Bug fix View pull request
Fix mappings of group fields

8.7.1 or higher

2.30.0

Enhancement View pull request
Add tags.yml file so that integration's dashboards and saved searches are tagged with "Security Solution" and displayed in the Security Solution UI.

Enhancement View pull request
Upgrade package spec to 3.0.0.

Bug fix View pull request
Fix orphan dashboard references.

Bug fix View pull request
Add missing dashboard filters.

8.7.1 or higher

2.29.1

Bug fix View pull request
Add null checks and ignore_missing checks to the rename processor

8.7.1 or higher

2.29.0

Bug fix View pull request
Remove GCP CloudSQL deprecated, alpha or beta metrics and fix field types.

8.7.1 or higher

2.28.5

Enhancement View pull request
Set metric type for GKE, Load Balancing, PubSub, Redis and Storage data streams.

8.7.1 or higher

2.28.4

Enhancement View pull request
Migrate GCP Load Balancing HTTPS Overview dashboard to lens.

8.7.1 or higher

2.28.3

Enhancement View pull request
Set metric type for Cloud Run, Compute, Dataproc and Firestore data streams.

8.7.1 or higher

2.28.2

Enhancement View pull request
Migrate GCP Load Balancing TCP SSL Proxy Overview dashboard to lens.

8.7.1 or higher

2.28.1

Enhancement View pull request
Set metric type for CloudSQL data streams.

8.7.1 or higher

2.28.0

Enhancement View pull request
Migrate GCP Load Balancing L3 Overview dashboard to lens.

8.7.1 or higher

2.27.0

Enhancement View pull request
Add GCP CloudSQL MySQL, SQL Server and PostgreSQL dashboards.

8.7.1 or higher

2.26.0

Bug fix View pull request
Fix GCP loadbalancing_metrics fields prefix.

8.7.1 or higher

2.25.1

Bug fix View pull request
Fix check on gcp.audit.authorization_info[].granted.

8.7.1 or higher

2.25.0

Enhancement View pull request
Migrate GCP Billing input control to new control panel.

8.7.1 or higher

2.24.0

Enhancement View pull request
Add GCP CloudSQL MySQL, Postgres, SQLServer data streams

8.7.1 or higher

2.23.0

Enhancement View pull request
Convert security dashboards to lens.

8.7.1 or higher

2.22.1

Enhancement View pull request
Change ownership in manifest.

8.6.0 or higher

2.22.0

Enhancement View pull request
Ensure event.kind is correctly set for pipeline errors.

8.6.0 or higher

2.21.0

Enhancement View pull request
Update package to ECS 8.8.0.

8.6.0 or higher

2.20.1

Bug fix View pull request
Fix invalid TSDS metric type for persistence.rdb.bgsave_in_progress field

8.6.0 or higher

2.20.0

Enhancement View pull request
Update package to ECS 8.7.0.

8.6.0 or higher

2.19.1

Enhancement View pull request
Migrate compute dashboard to lens and add datastream filter.

8.6.0 or higher

2.19.0

Enhancement View pull request
Add Cloud Run metrics datastream.

8.6.0 or higher

2.18.0

Enhancement View pull request
Support subscription_num_goroutines and subscription_max_outstanding_messages for GCP PubSub input

8.6.0 or higher

2.17.2

Bug fix View pull request
Fix IP Convert processor in Audit ingest pipeline.

8.6.0 or higher

2.17.1

Enhancement View pull request
Added categories and/or subcategories.

8.6.0 or higher

2.17.0

Enhancement View pull request
Add Audit Log Overview dashboard

Enhancement View pull request
Add GKE Overview dashboard

Enhancement View pull request
Add PubSub Overview dashboard

Enhancement View pull request
Add Storage Overview dashboard

8.6.0 or higher

2.16.2

Bug fix View pull request
Add logic to handle scalar request.policy values on audit

8.5.0 or higher

2.16.1

Bug fix View pull request
Replace missing input control panel with new-style control.

8.5.0 or higher

2.16.0

Enhancement View pull request
Update package to ECS 8.6.0.

8.5.0 or higher

2.15.2

Enhancement View pull request
Update documentation.

8.5.0 or higher

2.15.1

Enhancement View pull request
Add GCP Compute pipeline test.

8.5.0 or higher

2.15.0

Enhancement View pull request
Remove support for Kibana 7.17.x

Enhancement View pull request
Support multiple regions for metrics data streams

8.5.0 or higher

2.14.0

Enhancement View pull request
Update package to ECS 8.5.0.

8.3.0 or higher

2.13.0

Enhancement View pull request
Migrate dashboard by values

8.3.0 or higher

2.12.1

Bug fix View pull request
Remove duplicate fields.

7.17.6 or higher
8.3.0 or higher

2.12.0

Enhancement View pull request
Add GCP Redis

7.17.6 or higher
8.3.0 or higher

2.11.12

Bug fix View pull request
Add GKE ingest pipeline.

7.17.6 or higher
8.3.0 or higher

2.11.11

Bug fix View pull request
Fix type of dns.answers.ttl.

7.17.6 or higher
8.3.0 or higher

2.11.10

Enhancement View pull request
Add ingest pipeline for dataproc.

Enhancement View pull request
Add GCP loadbalancing ingest pipeline

Enhancement View pull request
Add GCP PubSub ingest pipeline

Enhancement View pull request
Add GCP Storage ingest pipeline

Enhancement View pull request
Add GCP Firestore ingest pipeline

Enhancement View pull request
Add GCP Compute ingest pipeline

7.17.6 or higher
8.3.0 or higher

2.11.10-beta.6

Enhancement View pull request
Add ingest pipeline for dataproc.

—

2.11.10-beta.5

Enhancement View pull request
Add GCP loadbalancing ingest pipeline

—

2.11.10-beta.4

Enhancement View pull request
Add GCP PubSub ingest pipeline

—

2.11.10-beta.3

Enhancement View pull request
Add GCP Storage ingest pipeline

—

2.11.10-beta.2

Enhancement View pull request
Add GCP Firestore ingest pipeline

—

2.11.10-beta.1

Enhancement View pull request
Add GCP Compute ingest pipeline

—

2.11.9

Bug fix View pull request
Fix GKE kubernetes.io indentation.

7.17.6 or higher
8.3.0 or higher

2.11.8

Enhancement View pull request
Remove duplicate fields.

7.17.6 or higher
8.3.0 or higher

2.11.7

Enhancement View pull request
Move Dataproc lightweight module config into integration

7.17.6 or higher
8.3.0 or higher

2.11.6

Enhancement View pull request
Move LoadBalancing lightweight module config into integration

7.17.6 or higher
8.3.0 or higher

2.11.5

Enhancement View pull request
Move Storage lightweight module config into integration

7.17.6 or higher
8.3.0 or higher

2.11.4

Enhancement View pull request
Move PubSub lightweight module config into integration

7.17.6 or higher
8.3.0 or higher

2.11.3

Enhancement View pull request
Move GKE lightweight module config into integration

7.17.6 or higher
8.3.0 or higher

2.11.2

Enhancement View pull request
Move Firestore lightweight module config into integration

7.17.6 or higher
8.3.0 or higher

2.11.1

Enhancement View pull request
Use ECS geo.location definition.

7.17.6 or higher
8.3.0 or higher

2.11.0

Enhancement View pull request
Move Compute lightweight module config into integration

7.17.6 or higher
8.3.0 or higher

2.10.0

Enhancement View pull request
Add GCP PubSub Data stream

7.17.6 or higher
8.3.0 or higher

2.9.0

Enhancement View pull request
Add GCP Dataproc Data stream

7.17.6 or higher
8.3.0 or higher

2.8.0

Enhancement View pull request
Add GCP GKE Data Stream

7.17.6 or higher
8.3.0 or higher

2.7.0

Enhancement View pull request
Add GCP Storage Data Stream

7.17.6 or higher
8.3.0 or higher

2.6.0

Enhancement View pull request
Add Load Balancing logs datastream

7.17.6 or higher
8.3.0 or higher

2.5.0

Enhancement View pull request
Add GCP Load Balancing Metricset

Bug fix View pull request
Fix credentials_json escaping in loadbalancing_metrics

Bug fix View pull request
Update loadbalancing_metrics default period to 60s

Bug fix View pull request
Fix event.dataset for loadbalancing_metrics

Enhancement View pull request
Add loadbalancing_metrics distribution fields

7.17.6 or higher
8.3.0 or higher

2.4.0

Enhancement View pull request
Update package to ECS 8.4.0

7.17.6 or higher
8.3.0 or higher

2.3.0

Enhancement View pull request
Add additional parsing for DNS Public Zone Query Logs

7.17.6 or higher
8.3.0 or higher

2.2.1

Enhancement View pull request
Fix Billing policy template title and default period for gcp.compute

7.17.6 or higher
8.3.0 or higher

2.2.0

Enhancement View pull request
Remove fields duplicated in ECS fields

7.17.6 or higher
8.3.0 or higher

2.1.0

Enhancement View pull request
restore compatibility with 7.17 release track

7.17.6 or higher
8.3.0 or higher

2.0.0

Breaking change View pull request
Move configurations to support metrics. This change is breaking, as it moves
some configuration from the top level variables to data stream variables.

This change involves project_id, credentials_file and credentials_json
variables that are moved from input level configuration to package level
configuration (as those variables are reused across all inputs/data streams).

Users with GCP integration enabled will need to input values for these
variables again when upgrading the policies to this version.

Enhancement View pull request
Add GCP Billing Data Stream

Enhancement View pull request
Add GCP Compute Data Stream

Enhancement View pull request
Add GCP Firestore Data stream

8.3.0 or higher

1.10.0

Enhancement View pull request
Update package to ECS 8.3.0.

7.17.0 or higher
8.0.0 or higher

1.9.2

Bug fix View pull request
Fix GCP auditlog parsing issue on response status

7.17.0 or higher
8.0.0 or higher

1.9.1

Enhancement View pull request
Update readme

7.17.0 or higher
8.0.0 or higher

1.9.0

Enhancement View pull request
Preserve request and response in flattened fields.

7.17.0 or higher
8.0.0 or higher

1.8.0

Enhancement View pull request
Add missing cloud.provider field.

7.17.0 or higher
8.0.0 or higher

1.7.0

Enhancement View pull request
Add dashboards for firewall and vpc flow logs.

Bug fix View pull request
Add missing mappings for several event.* fields.

—

1.6.1

Enhancement View pull request
Clarify the GCP privileges required by the Pub/Sub input.

7.16.3 or higher
8.0.0 or higher

1.6.0

Enhancement View pull request
Update to ECS 8.2

—

1.5.1

Enhancement View pull request
Add documentation for multi-fields

7.16.3 or higher
8.0.0 or higher

1.5.0

Enhancement View pull request
Improve Google Cloud Platform docs.

7.16.3 or higher
8.0.0 or higher

1.4.2

Bug fix View pull request
Remove emtpy values, names with only dots, and invalid client IPs.

7.16.3 or higher
8.0.0 or higher

1.4.1

Bug fix View pull request
Fix quoting of the credentials_json value in policy templates.

7.16.3 or higher
8.0.0 or higher

1.4.0

Enhancement View pull request
Add gcp.dns integration

—

1.3.1

Bug fix View pull request
Add Ingest Pipeline script to map IANA Protocol Numbers

7.15.0 or higher
8.0.0 or higher

1.3.0

Enhancement View pull request
Update to ECS 8.0

7.15.0 or higher
8.0.0 or higher

1.2.2

Bug fix View pull request
Regenerate test files using the new GeoIP database

7.15.0 or higher
8.0.0 or higher

1.2.1

Bug fix View pull request
Change test public IPs to the supported subset

—

1.2.0

Enhancement View pull request
Add 8.0.0 version constraint

7.15.0 or higher
8.0.0 or higher

1.1.2

Enhancement View pull request
Update Title and Description.

7.15.0 or higher

1.1.1

Bug fix View pull request
Fix logic that checks for the 'forwarded' tag

—

1.1.0

Enhancement View pull request
Update to ECS 1.12.0

7.15.0 or higher

1.0.0

Enhancement View pull request
Move from experimental to GA

Enhancement View pull request
remove experimental from data_sets

—

0.3.3

Enhancement View pull request
Convert to generated ECS fields

—

0.3.2

Enhancement View pull request
update to ECS 1.11.0

—

0.3.1

Enhancement View pull request
Escape special characters in docs

—

0.3.0

Enhancement View pull request
Update integration description

—

0.2.0

Enhancement View pull request
Set "event.module" and "event.dataset"

—

0.1.0

Enhancement View pull request
update to ECS 1.10.0 and adding event.original options

—

0.0.2

Enhancement View pull request
update to ECS 1.9.0

—

0.0.1

Enhancement View pull request
initial release

—

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