Dataproc

Stack 9.0.0 Serverless Observability Serverless Security


Version	2.42.2 (View all)
Subscription level What's this?	Basic
Ingestion method(s)	API, GCP Pub/Sub

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

		{
    "@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

ECS Field Reference

Please refer to the following document for detailed information on ECS fields.

Field	Description	Type	Metric 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.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.image.id	Image ID for the cloud instance.	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
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.containerized	If the host is a container.	boolean
host.os.build	OS build information.	keyword
host.os.codename	OS codename, if any.	keyword

Screenshots

This integration includes one or more Kibana dashboards that visualizes the data collected by the integration. The screenshots below illustrate how the ingested data is displayed.

Changelog

Version	Details	Kibana version(s)
2.42.2	Bug fix (View pull request) Fixed GCP project ID handling to prevent numeric parsing issues by enforcing string type casting in YAML configuration templates.	8.13.0 or higher 9.0.0 or higher
2.42.1	Bug fix (View pull request) Remove redundant audit violation field renames.	8.13.0 or higher 9.0.0 or higher
2.42.0	Enhancement (View pull request) Allow @custom pipeline access to event.original without setting preserve_original_event.	8.13.0 or higher 9.0.0 or higher
2.41.1	Bug fix (View pull request) Preserve original value of resource name.	8.13.0 or higher 9.0.0 or higher
2.41.0	Enhancement (View pull request) Add support for Kibana `9.0.0`.	8.13.0 or higher 9.0.0 or higher
2.40.1	Enhancement (View pull request) Add missing category.	8.13.0 or higher
2.40.0	Enhancement (View pull request) Add `actor.entity.id` and `target.entity.id` fields to audit logs.	8.13.0 or higher
2.39.0	Enhancement (View pull request) Add `related.entity` field to audit logs.	8.13.0 or higher
2.38.0	Enhancement (View pull request) Add `policy_violation_info`, `metadata` and `related` fields to audit logs. Bug fix (View pull request) Update GCP audit log dashboard to use correct `email` field.	8.13.0 or higher
2.37.2	Bug fix (View pull request) Fix definition of subfields of nested objects	8.13.0 or higher
2.37.1	Enhancement (View pull request) Improve GCP Billing documentation.	8.13.0 or higher
2.37.0	Enhancement (View pull request) Retain `authenticationInfo.serviceAccountKeyName` data.	8.13.0 or higher
2.36.0	Enhancement (View pull request) Add global dataset filter for dashboards to improve performance.	8.13.0 or higher
2.35.0	Enhancement (View pull request) ECS version updated to 8.11.0. Update the kibana constraint to ^8.13.0. Modified the field definitions to remove ECS fields made redundant by the ecs@mappings component template.	8.13.0 or higher
2.34.1	Bug fix (View pull request) Fix Redis metric type for 'persistence.rdb.bgsave_in_progress'. Metric type should be boolean instead of long.	8.12.0 or higher
2.34.0	Enhancement (View pull request) Add tags and processors to GCP Compute, Firestore, PostgreSQL.	8.12.0 or higher
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 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	—