Certification track: Professional Cloud Database Engineer (PCDE)
Metabase on Google Cloud Run
Metabase is an open-source business intelligence and analytics platform that lets non-technical users query, visualise, and share data without writing SQL. This module deploys Metabase on Cloud Run v2 on top of the App_CloudRun foundation, which provisions and manages the shared Google Cloud infrastructure.
This guide focuses on the cloud services Metabase uses and how to explore and operate them from the Google Cloud Console and the command line. For the mechanics common to every Cloud Run application — service identity, ingress and load balancing, scaling and concurrency, CI/CD, Cloud Armor, IAP, Binary Authorization, VPC Service Controls, backups, and the deployment lifecycle — refer to the App_CloudRun foundation guide rather than repeating them here.
1. Overview
Metabase runs as a Java/JVM (Jetty) container on Cloud Run v2. The deployment wires together a focused set of Google Cloud services:
| Capability | Google Cloud service | Notes |
|---|---|---|
| Compute | Cloud Run v2 | JVM service, 2 vCPU / 4 GiB by default, request-based autoscaling |
| Database | Cloud SQL for PostgreSQL 15 | Required — Metabase stores all application state (questions, dashboards, users) in PostgreSQL |
| Secrets | Secret Manager | Auto-generated database password; Metabase manages its own internal keys |
| Ingress | Cloud Run URL / Cloud Load Balancing | Default run.app URL, optional external HTTPS load balancer + custom domain |
Sensible defaults worth knowing up front:
- PostgreSQL 15 is the only supported engine. All application state lives in this database.
- No Redis is required. Metabase does not use Redis;
enable_redisdefaults tofalse. min_instance_countdefaults to0(scale-to-zero). JVM cold starts take 60–120 seconds. Set to1for production to eliminate this latency.- Health probes target
/api/health(HTTP), which returns 200 only once the JVM is fully up. The startup probe uses a 120-second initial delay with 15 retries, giving ~270 seconds total tolerance. MB_JETTY_PORT = "3000"andJAVA_TIMEZONE = "UTC"are injected automatically — do not override them.- No GCS storage bucket is created by default. Metabase stores everything in PostgreSQL.
2. Google Cloud Services & How to Explore Them
All commands assume PROJECT and REGION are set. Service and resource names are
reported in the deployment Outputs.
A. Cloud Run — the Metabase service
Metabase runs as a Cloud Run v2 service that autoscales by request load between
the minimum and maximum instance counts. Each deployment creates an immutable
revision; traffic can be split across revisions for safe rollouts. With
min_instance_count = 0 the service scales to zero when idle; JVM cold starts
take 60–120 seconds, so set min_instance_count = 1 for production.
- Console: Cloud Run → select the service for revisions, traffic, logs, and metrics.
- CLI:
gcloud run services list --project "$PROJECT" --region "$REGION"
gcloud run services describe <service-name> --project "$PROJECT" --region "$REGION"
gcloud run revisions list --service <service-name> --project "$PROJECT" --region "$REGION"
See App_CloudRun for scaling, concurrency, execution environment, and traffic splitting.
B. Cloud SQL for PostgreSQL 15
Metabase stores its entire application state — questions, dashboards, collections, users, permissions, and settings — in a managed Cloud SQL for PostgreSQL 15 instance. The service connects privately through the Cloud SQL Auth Proxy over a Unix socket (no public IP). On first deploy an initialization Job creates the application database and user.
- Console: SQL → select the instance for connections, backups, flags, metrics.
- CLI:
gcloud sql instances list --project "$PROJECT"
gcloud sql instances describe <instance-name> --project "$PROJECT"
gcloud sql connect <instance-name> --user=<db-user> --project "$PROJECT"
The instance name, database, user, and password secret are in the Outputs. See App_CloudRun for the connection model, backups, and password rotation.
C. Secret Manager
The database password is stored in Secret Manager and injected into the service at runtime. Metabase manages its own internal encryption keys separately.
- Console: Security → Secret Manager.
- CLI:
gcloud secrets list --project "$PROJECT"
gcloud secrets versions access latest --secret=<secret-name> --project "$PROJECT"
See App_CloudRun for injection and rotation details.
D. Networking & ingress
The service is reachable at its run.app URL by default. An external HTTPS load
balancer with a custom domain, Cloud CDN, and Cloud Armor can be layered on;
ingress settings and VPC egress control connectivity.
- Console: Cloud Run (service URL); Network services → Load balancing.
- CLI:
gcloud run services describe <service-name> --region "$REGION" --format='value(status.url)'
gcloud compute addresses list --project "$PROJECT"
See App_CloudRun.
E. Cloud Logging & Monitoring
Container logs (including JVM output) flow to Cloud Logging; Cloud Run and Cloud SQL metrics flow to Cloud Monitoring, with optional uptime checks and alert policies.
- Console: Logging → Logs Explorer; Monitoring → Dashboards / Alerting.
- CLI:
gcloud run services logs read <service-name> --project "$PROJECT" --region "$REGION" --limit 50
3. Metabase Application Behaviour
- First-deploy database setup. An initialization Job runs before the service
starts. It uses
postgres:15-alpineto connect to Cloud SQL and idempotently create the application database and user. It is safe to re-run. - No auto-migration on startup. Metabase applies migrations as part of its
own startup process — the
db-initjob must succeed first so the database and user already exist when Metabase boots. - Upgrade caution. Metabase migrations are one-way. Downgrading after a migration has run corrupts the schema. Always test upgrades in staging before applying to production.
- Health path. Startup and liveness probes target
/api/health(HTTP 200 when the JVM is fully initialised). The startup probe allows a 120-second initial delay plus 15 × 10s retries (~270 seconds total). Do not reduce these values. - Admin setup. On first boot Metabase presents a setup wizard in the browser. Admin credentials are managed inside Metabase itself — no admin secret is created by this module.
- Data sources. After deployment, configure data sources in Metabase Admin → Databases. Common GCP-native sources include BigQuery, Cloud SQL PostgreSQL/MySQL, and Google Sheets.
MB_JETTY_PORTandJAVA_TIMEZONEare fixed. Injected automatically byMetabase_Common. Overriding them breaks routing or produces inconsistent report timestamps.
4. Configuration Variables
Variables are grouped exactly as they appear on the deployment platform. Only settings specific to or notable for Metabase are listed; every other input is inherited from App_CloudRun with its standard behaviour.
Group 1 — Project & Identity
| Variable | Default | Description |
|---|---|---|
project_id | (required) | Target Google Cloud project. |
region | us-central1 | Region for the service and regional resources. |
Group 2 — Deployment Environment
| Variable | Default | Description |
|---|---|---|
tenant_deployment_id | demo | Short suffix that makes resource names unique per environment. |
support_users | [] | Emails granted project access and monitoring alerts. |
resource_labels | {} | Labels applied to all resources. |
Group 3 — Application Identity
| Variable | Default | Description |
|---|---|---|
application_name | metabase | Base name for resources. Do not change after first deploy. |
display_name | Metabase Analytics | Friendly name shown in the Console. |
description | Metabase — open-source business intelligence and analytics platform | Service description. |
application_version | v0.51.3 | Metabase image version tag. Never downgrade — migrations are irreversible. |
Group 4 — Runtime & Scaling
| Variable | Default | Description |
|---|---|---|
deploy_application | true | Set false to provision infrastructure only. |
cpu_limit | 2000m | CPU per instance; minimum 1 vCPU, 2 vCPU recommended. |
memory_limit | 4Gi | Memory per instance; JVM requires at least 2 GiB; 4 GiB recommended for production. |
min_instance_count | 0 | Minimum instances. Set to 1 for production to eliminate 60–120s JVM cold starts. |
max_instance_count | 3 | Maximum instances (cost ceiling). |
container_port | 3000 | Metabase's Jetty port — must match MB_JETTY_PORT. |
execution_environment | gen2 | Gen2 recommended for improved startup performance. |
enable_cloudsql_volume | true | Cloud SQL Auth Proxy for Unix socket connections. Required. |
timeout_seconds | 300 | Max request duration; increase for long-running analytical queries. |
traffic_split | [] | Split traffic across revisions for staged rollouts. |
max_revisions_to_retain | 7 | How many old revisions to keep. |
Group 5 — Access & Ingress Control
| Variable | Default | Description |
|---|---|---|
ingress_settings | all | Which networks may reach the service. Use internal-and-cloud-load-balancing for production. |
vpc_egress_setting | PRIVATE_RANGES_ONLY | How outbound traffic is routed through the VPC. |
enable_iap | false | Require Google sign-in via Identity-Aware Proxy. Recommended for internal deployments. |
iap_authorized_users / iap_authorized_groups | [] | Who may access through IAP. |
Group 6 — Environment Variables & Secrets
| Variable | Default | Description |
|---|---|---|
environment_variables | {} | Extra non-secret settings. MB_JETTY_PORT and JAVA_TIMEZONE are injected automatically — do not override. |
secret_environment_variables | {} | Map of env var → Secret Manager secret name (e.g., SMTP password). |
secret_propagation_delay / secret_rotation_period | (set) | Replication wait / rotation cadence. |
Group 7 — Backup & Restore
| Variable | Default | Description |
|---|---|---|
backup_schedule | 0 2 * * * | Automated backup cron (UTC). |
backup_retention_days | 7 | Retention; raise for production/compliance. |
enable_backup_import / backup_source / backup_uri / backup_format | restore options | Restore from a backup on deploy. |
Group 8 — CI/CD & Binary Authorization
Standard App_CloudRun Cloud Build / Cloud Deploy integration — see
App_CloudRun. Key inputs: enable_cicd_trigger,
github_repository_url, github_token, enable_cloud_deploy,
enable_binary_authorization.
Group 9 — Custom SQL Scripts & NFS
| Variable | Default | Description |
|---|---|---|
enable_custom_sql_scripts / custom_sql_scripts_bucket / custom_sql_scripts_path / custom_sql_scripts_use_root | off | Run SQL from a GCS bucket after provisioning. See App_CloudRun. |
nfs_instance_name / nfs_instance_base_name | (set) | NFS storage — not required for Metabase. |
Group 10 — Domain, CDN, Cloud Armor & Image Retention
| Variable | Default | Description |
|---|---|---|
application_domains | [] | Custom hostnames for the external load balancer. |
enable_cdn | false | Enable Cloud CDN on the LB backend. |
enable_cloud_armor / admin_ip_ranges | off | Attach a WAF policy / restrict privileged access. |
max_images_to_retain / delete_untagged_images / image_retention_days | (set) | Artifact Registry cleanup policy. |
Group 11 — Storage & Filesystem
| Variable | Default | Description |
|---|---|---|
create_cloud_storage | true | Provision GCS buckets when storage_buckets is non-empty. |
storage_buckets | [] | Empty by default — Metabase does not require object storage. |
enable_nfs | false | NFS storage is not required for Metabase. |
gcs_volumes | [] | GCS Fuse volume mounts. |
manage_storage_kms_iam / enable_artifact_registry_cmek | false | CMEK options. |
Group 12 — Database Backend
| Variable | Default | Description |
|---|---|---|
database_type | POSTGRES_15 | Fixed — do not change. Metabase requires PostgreSQL. |
db_name | metabase | Database name. Immutable after first deploy. |
db_user | metabase | Application user. Immutable after first deploy. |
database_password_length | 32 | Generated password length (16–64). |
enable_auto_password_rotation / rotation_propagation_delay_sec | off | DB password rotation. |
Group 13 — Jobs & Scheduled Tasks
| Variable | Default | Description |
|---|---|---|
initialization_jobs | [] | Leave empty to use the built-in db-init job (PostgreSQL database + user creation). |
cron_jobs | [] | Recurring jobs triggered by Cloud Scheduler. |
Group 14 — Observability & Health
| Variable | Default | Description |
|---|---|---|
startup_probe | /api/health, initial delay 120s, failure threshold 15 | HTTP startup probe; total tolerance ~270s for JVM. Do not reduce. |
liveness_probe | /api/health, initial delay 120s, failure threshold 3 | Liveness probe. |
uptime_check_config | disabled, /api/health | Cloud Monitoring uptime check. Enable for production monitoring. |
alert_policies | [] | Metric alert policies. |
Group 21 — Redis
| Variable | Default | Description |
|---|---|---|
enable_redis | false | Metabase does not use Redis; leave disabled. |
redis_host / redis_port / redis_auth | (set) | Only relevant if a plugin or custom configuration requires Redis. |
Group 22 — VPC Service Controls & Audit Logging
| Variable | Default | Description |
|---|---|---|
enable_vpc_sc | false | Enforce a VPC-SC perimeter (requires organization_id). |
vpc_cidr_ranges / vpc_sc_dry_run | (set) | Access level CIDRs / dry-run mode. |
enable_audit_logging | false | Detailed Cloud Audit Logs. |
5. Outputs
Returned on a successful deployment — the quickest way to locate and explore the running resources.
| Output | Description |
|---|---|
service_name | Cloud Run service name. |
service_url | Default run.app URL of the service. |
service_location | Region the service runs in. |
stage_services | Stage-specific service URLs (Cloud Deploy). |
load_balancer_ip / load_balancer_url | External HTTPS load balancer IP / URL (when enabled). |
database_instance_name | Cloud SQL instance name. |
database_name / database_user | Application database name / user. |
database_password_secret | Secret Manager secret holding the DB password. |
database_host / database_port | DB endpoint / port. |
storage_buckets | Created Cloud Storage buckets (empty by default). |
network_name / network_exists / regions | VPC network, presence, regions. |
container_image / container_registry | Deployed image and Artifact Registry repo. |
monitoring_enabled / monitoring_notification_channels / uptime_check_names | Monitoring status, channels, uptime checks. |
initialization_jobs | Names of the setup jobs. |
deployment_id / tenant_id / resource_prefix | Naming identifiers. |
project_id / project_number | Project identifiers. |
cicd_enabled / github_repository_url / github_repository_owner / github_repository_name / cicd_configuration | CI/CD status and details. |
artifact_registry_repository / cloudbuild_trigger_name / cloudbuild_trigger_id | Registry and build trigger. |
vpc_sc_enabled / vpc_sc_perimeter_name / vpc_sc_dry_run_mode | VPC-SC status. |
audit_logging_enabled / artifact_registry_cmek_enabled | Audit logging and CMEK status. |
6. Configuration Pitfalls & Sensible Defaults
Risk: Critical (data loss / outage / security) — High (service degraded) — Medium (cost or partial degradation) — Low (minor).
| Setting | Sensible value | Risk | Consequence if wrong |
|---|---|---|---|
database_type | POSTGRES_15 | Critical | Metabase requires PostgreSQL; any other engine breaks startup. |
enable_cloudsql_volume | true | Critical | Disabling breaks all database connections (Auth Proxy sidecar required). |
memory_limit | 4Gi | Critical | Under 2 GiB the JVM crashes with OutOfMemoryError on startup. |
db_name / db_user | set once | Critical | Immutable after first deploy; renaming recreates the DB/user and destroys all application data. |
enable_backup_import | false unless restoring | Critical | Enabling without a valid backup_uri fails the import job. |
application_version | increment carefully | Critical | Metabase migrations are one-way; downgrading corrupts the schema. |
startup_probe.failure_threshold | 15 (≥ 15) | High | Reducing causes premature container kills before the JVM completes startup. |
min_instance_count | 1 for production | High | 0 causes 60–120s cold starts; startup probe failures on first request. |
cpu_limit | 2000m | High | Under 500m JVM JIT compilation stalls startup, triggering probe failures. |
enable_iap / ingress_settings | IAP on; internal-and-cloud-load-balancing | High | Metabase login page is otherwise publicly reachable. |
backup_retention_days | 7 (raise for prod) | Medium | Too short for compliance retention. |
timeout_seconds | 300 | Medium | Reducing below 120s aborts in-flight analytical queries. |
enable_auto_password_rotation | false | Medium | Enabling without sufficient rotation_propagation_delay_sec causes brief 500 errors during rotation. |
enable_redis | false | Low | Metabase does not use Redis; enabling has no effect. |
For the foundation behaviour referenced throughout — service identity, scaling and concurrency, ingress and load balancing, CI/CD, Cloud Armor, IAP, Binary Authorization, VPC-SC, backups, and image mirroring — see App_CloudRun. Metabase-specific application configuration shared with the GKE variant is described in Metabase_Common.