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Certification track: AI Tooling

Flowise on Google Cloud Run

Flowise on Google Cloud Run

Flowise is an open-source visual AI workflow builder that lets non-developers assemble LangChain and LlamaIndex AI pipelines through a drag-and-drop interface. This module deploys Flowise 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 Flowise 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

Flowise runs as a Node.js container on Cloud Run v2. The deployment wires together a focused set of Google Cloud services:

CapabilityGoogle Cloud serviceNotes
ComputeCloud Run v2Node.js service, 1 vCPU / 1 GiB by default, request-based autoscaling
DatabaseCloud SQL for PostgreSQL 15Required — Flowise does not support MySQL in this deployment
Object storageCloud StorageA dedicated uploads bucket always provisioned; stores Flowise file uploads
SecretsSecret ManagerAuto-generated Flowise admin password
IngressCloud Run URL / Cloud Load BalancingDefault run.app URL, optional external HTTPS load balancer + custom domain

Sensible defaults worth knowing up front:

  • PostgreSQL 15 is mandatory. Selecting MySQL or NONE breaks startup.
  • GCS-backed file storage is always enabled. STORAGE_TYPE=gcs and APIKEY_STORAGE_TYPE=db are injected automatically; API keys are stored in the database, not in files.
  • DATABASE_* variables are mapped by the entrypoint script (flowise-entrypoint.sh) from platform-standard DB_* variables at container startup — do not set them directly as environment variables.
  • min_instance_count = 0 by default. Cold starts of 10–20s can exceed downstream LLM client timeouts on incoming requests — set 1 for latency-sensitive production use.
  • The admin password is generated automatically and stored in Secret Manager; you never set it in plain text.
  • Redis is disabled by default. It is not required for Flowise core functionality, but multi-instance deployments that share flow-execution state do benefit from it.

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 Flowise service

Flowise 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.

  • 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

Flowise stores all application data (flow definitions, credentials, executions) 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. Cloud Storage

A dedicated Cloud Storage uploads bucket is always provisioned by Flowise_Common. Its name is injected into the service automatically as GOOGLE_CLOUD_STORAGE_BUCKET_NAME. Flowise writes all user-uploaded files (documents, images) to this bucket. Additional buckets can be configured via storage_buckets.

  • Console: Cloud Storage → Buckets.
  • CLI:
    gcloud storage buckets list --project "$PROJECT"
    gcloud storage ls gs://<uploads-bucket>/ # bucket name is in the Outputs

See App_CloudRun for GCS Fuse and CMEK options.

D. Secret Manager

The Flowise admin password is stored in Secret Manager and injected into the service at runtime; plaintext never appears in configuration. The database password is managed separately by the foundation.

  • 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.

E. 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.

F. Cloud Logging & Monitoring

Container logs 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. Flowise Application Behaviour

  • First-deploy database setup. An initialization Job (db-init) using the postgres:15-alpine image creates the Flowise database and user and grants privileges before the service starts. It is idempotent and safe to re-run.
  • Health probe. Both startup and liveness probes target Flowise's dedicated health endpoint /api/v1/ping, which returns HTTP 200 when the application is ready. The startup probe allows up to 5 minutes of startup budget (30 failures × 10-second interval) to accommodate first-boot database initialisation.
  • Admin login. The initial admin username is configurable via flowise_username (default admin). The admin password is auto-generated and stored in Secret Manager; retrieve it with:
    gcloud secrets versions access latest \
    --secret=<resource_prefix>-flowise-password --project "$PROJECT"
  • DB variable remapping. flowise-entrypoint.sh unconditionally maps DB_HOST, DB_USER, DB_NAME, and DB_PASSWORD (injected by the platform) to DATABASE_HOST, DATABASE_USER, DATABASE_NAME, and DATABASE_PASSWORD at container startup. Do not set DATABASE_* variables directly.
  • GCS file storage. STORAGE_TYPE=gcs and GCLOUD_PROJECT are always injected. Flowise writes uploaded files to the auto-provisioned GCS bucket. Overriding STORAGE_TYPE causes uploads to be written to ephemeral Cloud Run storage and lost on every new revision.
  • Multi-instance considerations. Flowise stores in-memory flow-execution state. Running more than one instance without Redis causes flow executions to fail when requests are load-balanced to a different instance. Keep max_instance_count = 1 unless Redis is configured.

4. Configuration Variables

Variables are grouped exactly as they appear on the deployment platform. Only settings specific to or notable for Flowise are listed; every other input is inherited from App_CloudRun with its standard behaviour.

Group 1 — Project & Identity

VariableDefaultDescription
project_id(required)Target Google Cloud project.
regionus-central1Region for the service and regional resources.

Group 2 — Deployment Environment

VariableDefaultDescription
tenant_deployment_iddemoShort 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

VariableDefaultDescription
application_nameflowiseBase name for resources. Do not change after first deploy.
application_display_nameFlowiseFriendly name shown in the Console.
application_description(set)Service description.
application_versionlatestFlowise image version tag.
flowise_usernameadminFlowise admin username injected as FLOWISE_USERNAME. Change before exposing publicly.

Group 4 — Runtime & Scaling

VariableDefaultDescription
deploy_applicationtrueSet false to provision infrastructure only.
container_image_sourcecustomcustom builds via Cloud Build; prebuilt deploys an existing image URI.
container_image""Override image URI (only used when container_image_source = "prebuilt").
cpu_limit1000mCPU per instance.
memory_limit1GiMemory per instance; raise toward 2 GiB for large flow graphs.
min_instance_count0Minimum instances. Set ≥ 1 to avoid cold-start latency for AI workloads.
max_instance_count1Maximum instances. Increase only with Redis enabled.
container_port3000Flowise listens on port 3000.
execution_environmentgen2Gen2 is required for NFS volume mounts.
timeout_seconds300Max request duration. Increase for long-running AI workflow executions (max 3600).
enable_cloudsql_volumetrueCloud SQL Auth Proxy sidecar for socket connections.

Group 5 — Access & Networking

VariableDefaultDescription
ingress_settingsallWhich networks may reach the service. Use internal or internal-and-cloud-load-balancing to restrict.
vpc_egress_settingPRIVATE_RANGES_ONLYHow outbound traffic is routed through the VPC connector.
enable_iapfalseRequire Google sign-in via Identity-Aware Proxy. Recommended for production.
iap_authorized_users / iap_authorized_groups[]Who may access through IAP.

Group 6 — Environment Variables & Secrets

VariableDefaultDescription
environment_variables{}Extra non-secret settings. Do not override platform-managed vars (DATABASE_*, FLOWISE_*, STORAGE_TYPE).
secret_environment_variables{}Map of env var → Secret Manager secret name (e.g. { OPENAI_API_KEY = "flowise-openai-key" }).
secret_propagation_delay30Seconds to wait after secret creation before proceeding.
secret_rotation_period2592000sRotation notification cadence.

Group 7 — Backup & Restore

VariableDefaultDescription
backup_schedule0 2 * * *Automated backup cron (UTC).
backup_retention_days7Retention; raise for production/compliance.
enable_backup_import / backup_source / backup_file / backup_formatrestore optionsRestore 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

enable_custom_sql_scripts, custom_sql_scripts_bucket, custom_sql_scripts_path, custom_sql_scripts_use_root — run SQL from a GCS bucket after provisioning. See App_CloudRun.

Group 10 — Load Balancer, CDN & Image Retention

VariableDefaultDescription
enable_cloud_armorfalseProvision Global HTTPS LB + Cloud Armor WAF.
application_domains[]Custom hostnames with Google-managed SSL.
enable_cdnfalseEnable Cloud CDN on the HTTPS LB backend. Requires enable_cloud_armor = true.
admin_ip_ranges[]CIDRs allowed privileged access.
max_images_to_retain / delete_untagged_images / image_retention_days(set)Artifact Registry cleanup policy.

Group 11 — Storage & Filesystem

VariableDefaultDescription
create_cloud_storagetrueProvision buckets in storage_buckets. The Flowise uploads bucket is always created by Flowise_Common.
storage_buckets[{ name_suffix="data" }]Additional GCS buckets to provision.
enable_nfsfalseProvision Filestore NFS volume. Requires gen2.
nfs_mount_path/mnt/nfsMount path inside the container.
gcs_volumes[]GCS Fuse volume mounts.
manage_storage_kms_iam / enable_artifact_registry_cmekfalseCMEK options.

Group 12 — Database Backend

VariableDefaultDescription
database_typePOSTGRES_15Cloud SQL engine. Flowise requires PostgreSQL.
application_database_nameflowisedbDatabase name. Immutable after first deploy.
application_database_userflowiseuserApplication user. Immutable after first deploy.
database_password_length32Generated password length (16–64).
enable_auto_password_rotation / rotation_propagation_delay_secoffDB password rotation.
db_host_env_var_name / db_name_env_var_name / db_user_env_var_name / db_port_env_var_name / service_url_env_var_name""Additional env var names for connection details alongside the standard DB_* vars.

Group 13 — Jobs & Scheduled Tasks

VariableDefaultDescription
initialization_jobs[{ name="db-init", … }]Leave at default to use the built-in PostgreSQL setup job.
cron_jobs[]Recurring Cloud Run Jobs triggered by Cloud Scheduler.
additional_services[]Additional Cloud Run services deployed alongside Flowise.

Group 14 — Observability & Health

VariableDefaultDescription
startup_probe / startup_probe_configHTTP /api/v1/ping, 30–60s delayStartup probe; allows 5-minute budget for DB init.
liveness_probe / health_check_configHTTP /api/v1/pingLiveness probe.
uptime_check_configdisabled, path /Cloud Monitoring uptime check; disabled by default.
alert_policies[]Metric alert policies.

Group 21 — Redis (optional)

VariableDefaultDescription
enable_redisfalseEnable Redis. Not required for core functionality; needed for multi-instance deployments.
redis_hostnullRedis endpoint. Required when enable_redis = true.
redis_port6379Redis port.
redis_auth""Optional Redis auth password (sensitive).

Group 22 — VPC Service Controls & Audit Logging

VariableDefaultDescription
enable_vpc_scfalseEnforce a VPC-SC perimeter (requires organization_id).
vpc_cidr_ranges / vpc_sc_dry_run(set)Access level CIDRs / dry-run mode.
enable_audit_loggingfalseDetailed Cloud Audit Logs.

5. Outputs

Returned on a successful deployment — the quickest way to locate and explore the running resources.

OutputDescription
service_nameCloud Run service name.
service_urlDefault run.app URL of the service.
service_locationRegion the service runs in.
stage_servicesStage-specific service URLs (Cloud Deploy).
load_balancer_ip / load_balancer_urlExternal HTTPS load balancer IP / URL (when enabled).
database_instance_nameCloud SQL instance name.
database_name / database_userApplication database name / user.
database_password_secretSecret Manager secret holding the DB password.
database_host / database_portDB endpoint / port (sensitive).
storage_bucketsCreated Cloud Storage buckets.
network_name / network_exists / regionsVPC network, presence, regions.
container_image / container_registryDeployed image and Artifact Registry repo.
monitoring_enabled / monitoring_notification_channels / uptime_check_namesMonitoring status, channels, uptime checks.
initialization_jobsNames of the setup jobs.
deployment_id / tenant_id / resource_prefixNaming identifiers.
project_id / project_numberProject identifiers.
cicd_enabled / cicd_configurationCI/CD status and details.
github_repository_url / github_repository_owner / github_repository_nameCI/CD repo details.
artifact_registry_repository / cloudbuild_trigger_name / cloudbuild_trigger_idRegistry and build trigger.
vpc_sc_enabled / vpc_sc_perimeter_name / vpc_sc_dry_run_modeVPC-SC status.
audit_logging_enabled / artifact_registry_cmek_enabledAudit 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).

SettingSensible valueRiskConsequence if wrong
database_typePOSTGRES_15CriticalFlowise requires PostgreSQL; MySQL/NONE breaks startup.
enable_cloudsql_volumetrueCriticalWithout the Auth Proxy sidecar, the database connection is refused.
application_database_name / _userset onceCriticalImmutable after first deploy; renaming recreates the DB/user and destroys data.
enable_backup_importfalse unless restoringCriticalEnabling without a valid backup file fails the import job.
flowise_usernamechange from adminHighThe default username is publicly known; combined with a guessed password it grants full access to all AI flows.
FLOWISE_SECRETKEY_OVERWRITEleave unset after first deployHighChanging or removing this after the first deploy permanently scrambles all stored LLM API keys and vector-store credentials.
memory_limit1GiHighBelow 512Mi the Node.js process is OOM-killed on startup. Production with large flow graphs needs 2Gi.
max_instance_count1 (without Redis)HighMultiple instances without a shared Redis store cause flow executions to fail when requests are routed to a different instance.
STORAGE_TYPEgcs (default)HighOverriding to anything else writes uploads to ephemeral storage, lost on every new revision.
ingress_settingsrestrict for admin-facingHighDefault all allows traffic from any source; set to internal-and-cloud-load-balancing to restrict.
enable_iapenable for admin-facingHighThe Flowise UI is otherwise publicly reachable without authentication.
min_instance_count1Medium0 causes cold starts of 10–20 s that frequently exceed downstream LLM client timeouts.
enable_redisenable with >1 instanceMediumRequired for shared session/queue state across multiple instances.
startup_probe.failure_threshold30 (default)MediumReducing below 10 causes Cloud Run to restart the container before Flowise has finished its DB init on first boot.
backup_retention_days7 (raise for prod)MediumToo short for compliance retention.

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. Flowise-specific application configuration shared with the GKE variant is described in Flowise_Common.