Certification track: AI Tooling
Flowise on GKE Autopilot
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 GKE Autopilot on top of the App_GKE foundation, which provisions and manages the shared Google Cloud and Kubernetes 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 that are common to every GKE application — Workload Identity, ingress, autoscaling, CI/CD, Cloud Armor, IAP, Binary Authorization, VPC Service Controls, backups, and the deployment lifecycle — refer to the App_GKE foundation guide rather than repeating them here.
1. Overview
Flowise runs as a Node.js container workload. The deployment wires together a focused set of Google Cloud services:
| Capability | Google Cloud service | Notes |
|---|---|---|
| Compute | GKE Autopilot | Node.js pods, 1 vCPU / 1 GiB by default, horizontally autoscaled |
| 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 Load Balancing | External LoadBalancer, optional custom domain + managed certificate |
Sensible defaults worth knowing up front:
- PostgreSQL 15 is mandatory. The database engine is fixed; 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. - Session affinity is
ClientIP. Requests from a browser are pinned to one pod to keep the Flowise UI session consistent. - The admin password is generated automatically and stored in Secret Manager; you never set it in plain text.
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.- Redis is disabled by default. It is not required for Flowise core functionality, but multi-replica deployments that share flow-execution state do benefit from it.
2. Google Cloud Services & How to Explore Them
All commands assume you have run
gcloud container clusters get-credentials <cluster> --region <region> --project <project>
and that PROJECT, REGION, and NAMESPACE are set. The namespace and other
identifiers are reported in the deployment Outputs.
A. GKE Autopilot — the Flowise workload
Flowise pods are scheduled on Autopilot, which bills for the CPU/memory the pods actually request. Horizontal Pod Autoscaling sizes the deployment between the minimum and maximum replica counts.
- Console: Kubernetes Engine → Workloads → select the Flowise workload to see pods, revisions, and events. Kubernetes Engine → Services & Ingress shows the external IP.
- CLI:
kubectl get pods,svc,hpa -n "$NAMESPACE"
kubectl logs -n "$NAMESPACE" deploy/<service-name> --tail=100
kubectl describe hpa -n "$NAMESPACE" # current vs target utilisation
See App_GKE for how Autopilot, scaling, and the workload type (Deployment vs StatefulSet) are managed.
B. Cloud SQL for PostgreSQL 15
Flowise stores all application data (flow definitions, credentials, executions) in a managed Cloud SQL for PostgreSQL 15 instance. Pods reach it privately through the Cloud SQL Auth Proxy sidecar over a Unix socket, so no public IP is exposed. On first deploy an initialization Job creates the application database and user.
- Console: SQL → select the instance for connections, backups, flags, and metrics.
- CLI:
gcloud sql instances list --project "$PROJECT"
gcloud sql instances describe <instance-name> --project "$PROJECT"
# Open an interactive shell to inspect schema/data:
gcloud sql connect <instance-name> --user=<db-user> --project "$PROJECT"
The instance name, database name, user, and the Secret Manager secret holding the password are all surfaced in the Outputs. For the connection model, automated backups, and password rotation, see App_GKE.
C. Cloud Storage
A dedicated Cloud Storage uploads bucket is always provisioned by Flowise_Common.
Its name is injected into the container 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 "$PROJECT"
gcloud storage ls gs://<uploads-bucket>/ # bucket name is in the Outputs
See App_GKE for GCS Fuse mounts and CMEK options.
D. Secret Manager
The Flowise admin password is stored as a Secret Manager secret and injected into pods at runtime; plaintext never appears in configuration. The database password is managed separately by the foundation.
- Console: Security → Secret Manager.
- CLI:
gcloud secrets list --project "$PROJECT"
gcloud secrets versions access latest --secret=<secret-name> --project "$PROJECT"
The database password secret name is in the Outputs. See App_GKE for the Secret Store CSI integration and rotation.
E. Networking & ingress
By default the workload is exposed through an external Cloud Load Balancing IP. A custom domain with a Google-managed certificate can be enabled, and a static IP can be reserved so the address survives redeploys.
- Console: Network services → Load balancing; VPC network → IP addresses.
- CLI:
kubectl get ingress,svc -n "$NAMESPACE"
gcloud compute addresses list --project "$PROJECT"
See App_GKE for custom domains, Cloud CDN, and static IP details.
F. Cloud Logging & Monitoring
Pod stdout/stderr flow to Cloud Logging; GKE and Cloud SQL metrics flow to Cloud Monitoring. Optional uptime checks and alert policies are available.
- Console: Logging → Logs Explorer; Monitoring → Dashboards / Alerting.
- CLI:
gcloud logging read 'resource.type="k8s_container" AND resource.labels.namespace_name="'"$NAMESPACE"'"' \
--project "$PROJECT" --limit 50
3. Flowise Application Behaviour
- First-deploy database setup. An initialization Job (
db-init) using thepostgres:15-alpineimage creates the Flowise database and user and grants privileges before the application starts. It is idempotent and safe to re-run. - Health probe. Both startup and liveness probes target Flowise's dedicated
health endpoint
/api/v1/ping, which returns HTTP 200 when the application is ready. The startup probe allows up to 5 minutes of startup budget (30 failures × 10-second interval) to accommodate first-boot database initialisation. - Admin login. The initial admin username is configurable via
flowise_username(defaultadmin). The admin password is auto-generated and stored in Secret Manager; retrieve it with:gcloud secrets versions access latest \
--secret=<resource_prefix>-flowise-password --project "$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 pod storage and lost on every restart. - Multi-replica considerations. Flowise stores in-memory flow-execution state.
Running more than one replica without Redis causes flow executions to fail when
requests are load-balanced to a different pod. 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_GKE with its standard behaviour and defaults.
Group 1 — Project & Identity
| Variable | Default | Description |
|---|---|---|
project_id | (required) | Target Google Cloud project. |
region | us-central1 | Region for the workload 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 for cost/ownership tracking. |
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) | Workload description annotation. |
application_version | latest | Flowise image version tag; update to roll out a new release. |
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"). |
container_resources | { cpu_limit="1000m", memory_limit="1Gi" } | CPU/memory limits per pod. |
min_instance_count | 1 | Minimum replicas. Keep ≥ 1 to avoid cold starts for AI workflow execution. |
max_instance_count | 1 | Maximum replicas. Increase only with Redis enabled. |
container_port | 3000 | Flowise listens on port 3000. |
timeout_seconds | 300 | Max backend pod response wait. Increase for long-running AI workflows (max 3600). |
enable_cloudsql_volume | true | Cloud SQL Auth Proxy sidecar for socket connections. |
enable_vertical_pod_autoscaling | false | Let Autopilot tune resource requests automatically. |
Group 5 — 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 | Secret Manager rotation notification frequency. |
Group 6 — GKE Backend & Cluster
| Variable | Default | Description |
|---|---|---|
gke_cluster_name | "" | GKE cluster name. Leave empty for auto-discovery. |
service_type | LoadBalancer | How the Service is exposed. |
session_affinity | ClientIP | Sticky routing recommended for the Flowise UI. |
workload_type | null | Defaults to Deployment for Flowise (stateless). |
network_tags | ["nfsserver"] | Node/pod tags for firewall rules. |
Group 7 — StatefulSet
Only relevant when workload_type = "StatefulSet".
| Variable | Default | Description |
|---|---|---|
stateful_pvc_enabled | null | Enable PVC templates in the StatefulSet spec. |
stateful_pvc_size | 10Gi | Storage size for each PVC. |
stateful_pvc_mount_path | /data | Container path where the PVC is mounted. |
stateful_pvc_storage_class | standard-rwo | Kubernetes StorageClass for PVCs. |
Group 8 — Resource Quota
| Variable | Default | Description |
|---|---|---|
enable_resource_quota | false | Cap namespace CPU/memory/object counts. |
quota_memory_requests / quota_memory_limits | "" | Must use binary units (4Gi, 8192Mi) — bare integers are read as bytes and block all scheduling. |
Group 9 — Reliability Policies
| Variable | Default | Description |
|---|---|---|
enable_pod_disruption_budget | false | Protect availability during node upgrades. |
pdb_min_available | 1 | Minimum pods available during voluntary disruptions. |
enable_topology_spread | false | Spread pods across zones. |
Group 10 — Observability & Health
| Variable | Default | Description |
|---|---|---|
startup_probe_config | path /api/v1/ping, 30s delay, 30 failures | 5-minute startup budget for DB initialisation on first boot. |
health_check_config | path /api/v1/ping, 15s delay | Liveness probe. |
uptime_check_config | disabled, path / | Cloud Monitoring uptime check from global locations. |
alert_policies | [] | Optional metric alert policies. |
Group 11 — Jobs & Scheduled Tasks
| Variable | Default | Description |
|---|---|---|
initialization_jobs | [] | Leave empty to use the built-in db-init job. |
cron_jobs | [] | Scheduled Kubernetes CronJobs. |
additional_services | [] | Sidecar or helper GKE services deployed alongside Flowise. |
Group 12 — CI/CD & GitHub Integration
Standard App_GKE Cloud Build / Cloud Deploy integration — see
App_GKE. Key inputs: enable_cicd_trigger,
github_repository_url, github_token, enable_cloud_deploy,
enable_binary_authorization.
Group 13 — Filesystem (NFS)
| Variable | Default | Description |
|---|---|---|
enable_nfs | false | Provision Filestore NFS volume. Useful for Flowise workflow file uploads when NFS is preferred over GCS. |
nfs_mount_path | /mnt/nfs | Mount path inside the container. |
Group 14 — Cloud Storage & Artifact Registry
| Variable | Default | Description |
|---|---|---|
create_cloud_storage | true | Provision the additional buckets in storage_buckets. The Flowise uploads bucket is always created by Flowise_Common. |
storage_buckets | [{ name_suffix="data" }] | Additional GCS buckets to provision. |
gcs_volumes | [] | GCS Fuse volume mounts. |
manage_storage_kms_iam / enable_artifact_registry_cmek | false | CMEK options. |
Group 15 — Redis (optional)
| Variable | Default | Description |
|---|---|---|
enable_redis | false | Enable Redis. Not required for core functionality; needed for multi-replica deployments. |
redis_host | "" | Redis endpoint. Required when enable_redis = true (or enable_nfs = true uses the NFS host IP). |
redis_port | 6379 | Redis port. |
redis_auth | "" | Optional Redis auth password (sensitive). |
Group 16 — 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_postgres_extensions | false | Enable installation of PostgreSQL extensions. |
postgres_extensions | [] | List of PostgreSQL extensions to install. |
enable_auto_password_rotation | false | Zero-downtime DB password rotation. |
Group 17 — Backup & Maintenance
| Variable | Default | Description |
|---|---|---|
backup_schedule | 0 2 * * * | Automated backup cron (UTC). |
backup_retention_days | 7 | Retention; raise to 30–90 for production/compliance. |
enable_backup_import / backup_source / backup_file / backup_format | restore options | Restore from a backup on deploy. |
Group 18 — 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_GKE.
Group 19 — Custom Domain, Static IP & Networking
| Variable | Default | Description |
|---|---|---|
enable_custom_domain | true | Provision Ingress for custom hostnames + managed certificate. |
application_domains | [] | Hostnames to serve (e.g. ["flowise.example.com"]). |
reserve_static_ip | true | Stable external IP across redeploys. |
Group 20 — Identity-Aware Proxy (IAP)
| Variable | Default | Description |
|---|---|---|
enable_iap | false | Require Google sign-in in front of Flowise. Recommended for production. |
iap_authorized_users / iap_authorized_groups | [] | Who may access. |
iap_oauth_client_id / iap_oauth_client_secret | "" | Required when IAP is enabled (sensitive). |
iap_support_email | "" | Shown on the OAuth consent screen. |
Group 21 — Cloud Armor & CDN
| Variable | Default | Description |
|---|---|---|
enable_cloud_armor | false | Attach a Cloud Armor (WAF) policy to the Ingress backend. |
admin_ip_ranges | [] | CIDRs allowed privileged access. |
cloud_armor_policy_name | default-waf-policy | Policy name. |
enable_cdn | false | Enable Cloud CDN on the GKE Ingress backend. |
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
These values are returned on a successful deployment and are the quickest way to locate and explore the running resources.
| Output | Description |
|---|---|
service_name | Kubernetes Service name. |
namespace | Namespace the workload runs in. |
service_cluster_ip | In-cluster ClusterIP. |
stage_service_cluster_ips | Map of ClusterIPs for stage-specific services. |
service_external_ip | External LoadBalancer IP (when a static IP is reserved). |
service_url | URL to reach Flowise. |
database_instance_name | Cloud SQL instance name. |
database_name | Application database name. |
database_user | Application database user. |
database_password_secret | Secret Manager secret holding the DB password. |
database_host | DB endpoint (127.0.0.1 via the Auth Proxy). |
database_port | Database port. |
storage_buckets | Created Cloud Storage buckets. |
network_name / network_exists / regions | VPC network, presence, available regions. |
container_image / container_registry | Deployed image and Artifact Registry repo. |
monitoring_enabled / monitoring_notification_channels | Monitoring status and channels. |
initialization_jobs | Names of the setup jobs. |
db_import_job | Name of the (optional) import job. |
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. |
kubernetes_ready | Whether the cluster/workload is ready. |
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. |
quota_memory_requests / _limits | binary units | Critical | Bare integers are bytes and block all scheduling. |
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. |
container_resources.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 replicas without a shared Redis store cause flow executions to fail when requests are routed to a different pod. |
enable_iap | enable for admin-facing | High | The Flowise UI is otherwise publicly reachable without authentication. |
STORAGE_TYPE | gcs (default) | High | Overriding to anything else writes uploads to ephemeral pod storage, lost on every pod restart. |
min_instance_count | 1 | Medium | 0 risks cold-start latency that exceeds downstream LLM client timeouts. |
enable_redis | enable with >1 replica | Medium | Required for shared session/queue state across multiple replicas. |
backup_retention_days | 7 (raise for prod) | Medium | Too short for compliance retention. |
pdb_min_available vs min_instance_count | leave headroom | Medium | 1/1 can stall node upgrades (single pod cannot be evicted). |
For the foundation behaviour referenced throughout — IAM and Workload Identity, autoscaling, ingress and certificates, CI/CD, Cloud Armor, IAP, Binary Authorization, VPC-SC, backups, and image mirroring — see App_GKE. Flowise-specific application configuration shared with the Cloud Run variant is described in Flowise_Common.