Certification track: AI Tooling
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:
| Capability | Google Cloud service | Notes |
|---|---|---|
| Compute | Cloud Run v2 | Node.js service, 1 vCPU / 1 GiB by default, request-based autoscaling |
| Database | Cloud SQL for PostgreSQL 15 | Required — Flowise does not support MySQL in this deployment |
| Object storage | Cloud Storage | A dedicated uploads bucket always provisioned; stores Flowise file uploads |
| Secrets | Secret Manager | Auto-generated Flowise admin password |
| 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 mandatory. Selecting MySQL or
NONEbreaks startup. - GCS-backed file storage is always enabled.
STORAGE_TYPE=gcsandAPIKEY_STORAGE_TYPE=dbare 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-standardDB_*variables at container startup — do not set them directly as environment variables.min_instance_count = 0by default. Cold starts of 10–20s can exceed downstream LLM client timeouts on incoming requests — set1for 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 thepostgres:15-alpineimage 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(defaultadmin). 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.shunconditionally mapsDB_HOST,DB_USER,DB_NAME, andDB_PASSWORD(injected by the platform) toDATABASE_HOST,DATABASE_USER,DATABASE_NAME, andDATABASE_PASSWORDat container startup. Do not setDATABASE_*variables directly. - GCS file storage.
STORAGE_TYPE=gcsandGCLOUD_PROJECTare always injected. Flowise writes uploaded files to the auto-provisioned GCS bucket. OverridingSTORAGE_TYPEcauses 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 = 1unless 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
| 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 | flowise | Base name for resources. Do not change after first deploy. |
application_display_name | Flowise | Friendly name shown in the Console. |
application_description | (set) | Service description. |
application_version | latest | Flowise image version tag. |
flowise_username | admin | Flowise admin username injected as FLOWISE_USERNAME. Change before exposing publicly. |
Group 4 — Runtime & Scaling
| Variable | Default | Description |
|---|---|---|
deploy_application | true | Set false to provision infrastructure only. |
container_image_source | custom | custom builds via Cloud Build; prebuilt deploys an existing image URI. |
container_image | "" | Override image URI (only used when container_image_source = "prebuilt"). |
cpu_limit | 1000m | CPU per instance. |
memory_limit | 1Gi | Memory per instance; raise toward 2 GiB for large flow graphs. |
min_instance_count | 0 | Minimum instances. Set ≥ 1 to avoid cold-start latency for AI workloads. |
max_instance_count | 1 | Maximum instances. Increase only with Redis enabled. |
container_port | 3000 | Flowise listens on port 3000. |
execution_environment | gen2 | Gen2 is required for NFS volume mounts. |
timeout_seconds | 300 | Max request duration. Increase for long-running AI workflow executions (max 3600). |
enable_cloudsql_volume | true | Cloud SQL Auth Proxy sidecar for socket connections. |
Group 5 — Access & Networking
| Variable | Default | Description |
|---|---|---|
ingress_settings | all | Which networks may reach the service. Use internal or internal-and-cloud-load-balancing to restrict. |
vpc_egress_setting | PRIVATE_RANGES_ONLY | How outbound traffic is routed through the VPC connector. |
enable_iap | false | Require 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
| Variable | Default | Description |
|---|---|---|
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_delay | 30 | Seconds to wait after secret creation before proceeding. |
secret_rotation_period | 2592000s | Rotation notification 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_file / 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
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
| Variable | Default | Description |
|---|---|---|
enable_cloud_armor | false | Provision Global HTTPS LB + Cloud Armor WAF. |
application_domains | [] | Custom hostnames with Google-managed SSL. |
enable_cdn | false | Enable 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
| Variable | Default | Description |
|---|---|---|
create_cloud_storage | true | Provision 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_nfs | false | Provision Filestore NFS volume. Requires gen2. |
nfs_mount_path | /mnt/nfs | Mount path inside the container. |
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 | Cloud SQL engine. Flowise requires PostgreSQL. |
application_database_name | flowisedb | Database name. Immutable after first deploy. |
application_database_user | flowiseuser | 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. |
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
| Variable | Default | Description |
|---|---|---|
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
| Variable | Default | Description |
|---|---|---|
startup_probe / startup_probe_config | HTTP /api/v1/ping, 30–60s delay | Startup probe; allows 5-minute budget for DB init. |
liveness_probe / health_check_config | HTTP /api/v1/ping | Liveness probe. |
uptime_check_config | disabled, path / | Cloud Monitoring uptime check; disabled by default. |
alert_policies | [] | Metric alert policies. |
Group 21 — Redis (optional)
| Variable | Default | Description |
|---|---|---|
enable_redis | false | Enable Redis. Not required for core functionality; needed for multi-instance deployments. |
redis_host | null | Redis endpoint. Required when enable_redis = true. |
redis_port | 6379 | Redis port. |
redis_auth | "" | Optional Redis auth password (sensitive). |
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 (sensitive). |
storage_buckets | Created Cloud Storage buckets. |
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 / cicd_configuration | CI/CD status and details. |
github_repository_url / github_repository_owner / github_repository_name | CI/CD repo 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 | Flowise requires PostgreSQL; MySQL/NONE breaks startup. |
enable_cloudsql_volume | true | Critical | Without the Auth Proxy sidecar, the database connection is refused. |
application_database_name / _user | set once | Critical | Immutable after first deploy; renaming recreates the DB/user and destroys data. |
enable_backup_import | false unless restoring | Critical | Enabling without a valid backup file fails the import job. |
flowise_username | change from admin | High | The default username is publicly known; combined with a guessed password it grants full access to all AI flows. |
FLOWISE_SECRETKEY_OVERWRITE | leave unset after first deploy | High | Changing or removing this after the first deploy permanently scrambles all stored LLM API keys and vector-store credentials. |
memory_limit | 1Gi | High | Below 512Mi the Node.js process is OOM-killed on startup. Production with large flow graphs needs 2Gi. |
max_instance_count | 1 (without Redis) | High | Multiple instances without a shared Redis store cause flow executions to fail when requests are routed to a different instance. |
STORAGE_TYPE | gcs (default) | High | Overriding to anything else writes uploads to ephemeral storage, lost on every new revision. |
ingress_settings | restrict for admin-facing | High | Default all allows traffic from any source; set to internal-and-cloud-load-balancing to restrict. |
enable_iap | enable for admin-facing | High | The Flowise UI is otherwise publicly reachable without authentication. |
min_instance_count | 1 | Medium | 0 causes cold starts of 10–20 s that frequently exceed downstream LLM client timeouts. |
enable_redis | enable with >1 instance | Medium | Required for shared session/queue state across multiple instances. |
startup_probe.failure_threshold | 30 (default) | Medium | Reducing below 10 causes Cloud Run to restart the container before Flowise has finished its DB init on first boot. |
backup_retention_days | 7 (raise for prod) | Medium | Too 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.