Certification track: AI Tooling
SearXNG on GKE Autopilot
SearXNG is a privacy-respecting, self-hosted metasearch engine that aggregates results from 70+ search services without tracking users or serving ads. This module deploys SearXNG 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 SearXNG uses and how to explore and operate them from the Google Cloud Console and the command line. For the mechanics 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.
What SearXNG costs on RAD, and how that compares
Running SearXNG in your own GCP project costs about $24.04/month in Google Cloud charges; RAD's module fee is a one-time 40 credits (or 36 credits in a RAD-managed project), covering setup and support -- not the ongoing cloud bill, which Google bills you directly in your own project or RAD meters hourly in credits in a RAD-managed one. If a lower running cost matters more than the deployment target, see the Cloud Run guide for the lower-cost option; otherwise, if you deploy into a RAD-managed project you can pause the whole thing for free when you are not using it -- see Pause it for free below.
What you pay on RAD
| Your own project | RAD-managed project | |
|---|---|---|
| Module fee | 40 credits, once | 36 credits, once (10% lower) |
| Build time | metered in credits as the build runs (a few credits, typically) | same |
| Google Cloud running cost | ~$24.04/month, billed to your own billing account at Google's list price | ~55 credits/day, metered hourly by RAD at list price plus margin |
Default running cost in your own project
| Resource | US$/month (Google list price, us-central1) |
|---|---|
| GKE Autopilot pod, 0.5x vCPU / 0.5 GiB | $18.04 |
| Cloud NAT and networking | $5.00 |
| Cloud Storage (add-ons, backups) | $1.00 |
| GKE cluster management fee | shared across every GKE app in the project; $0 if this is your only cluster, else ~$73 |
| Total | $24.04 |
How it compares
- SearXNG's own footprint here (0.5x vCPU / 0.5 GiB) is smaller than this reference class, so an even cheaper VPS tier would do just as well, but sized to the smallest commonly-quoted class for comparison: Hetzner CPX22 (2 vCPU/4GB) runs about $24/month, a DigitalOcean 2 vCPU/4GB Droplet is also $24/month, and a GCP Compute Engine e2-standard-2 (2 vCPU/8GB) is about $49/month -- plus the admin's own time for backups, security patches and upgrades, which RAD's managed Cloud SQL, Secret Manager and monitoring cover for you -- but RAD's price is never meant to beat a VPS, only to replace the admin time a VPS still needs.
- SearXNG is a lightweight search proxy queried on demand -- its own running cost is the smallest in this batch, and with no database to keep alive, deleting it recovers nearly all of the figure above.
Pause it for free: delete a RAD-managed project, restore it when you need it
This is the headline for a RAD-managed project. Deleting a RAD-managed project first unlinks its billing, then asks Google to delete the project outright -- Google's own 30-day recoverable soft delete. Unlike deleting one module, this does not tear down Cloud SQL, any VM or the compute resource one by one: the whole project simply stops, and nothing is charged while it waits, because billing is already unlinked.
Restoring, within 30 days and only by the project's owner, asks Google to undelete the project and reattaches its billing account, then asks you to run Update on each deployment to confirm everything came back. Because nothing was individually destroyed, that Update finds the same resources already there -- it is a check, not a rebuild, and an Update never charges the module fee again. This costs only a handful of credits (under US$1) in total for a typical 2-3-deployment chain.
What this needs: you must own the project (not one RAD only manages billing for), you must restore it yourself within 30 days -- after that Google deletes it for good -- and restoring is admitted like creating a new project, so your purchased credit balance must still clear the tier's floor (100 credits for the sandbox tier most study/demo use fits). Google says most services are fully working again within 36 hours of a restore.
One real gap: nightly backups are written to a bucket inside the project, and that bucket has Cloud Storage's soft-delete explicitly turned off, so it is very likely gone as soon as you delete the project -- even though the project itself is recoverable for 30 days. If you have customised the app and want to keep that work, copy a backup out (to Google Drive, or a bucket outside the project) before deleting. For a default install with nothing irreplaceable in it, this does not matter.
Pay only while you use it, the other way: delete and redeploy
In your own project (or once you are past the 30-day restore window above), the alternative is to delete SearXNG outright and redeploy it later. A redeploy costs the module fee again, plus the builds -- roughly 40 + 3-6 credits of build time.
Deleting saves money only once SearXNG would otherwise sit unused long enough to clear that redeploy cost against its own daily running cost -- against the own-project total above, that works out to about 6 days or more. There is no database here to keep running after you delete it -- most of the running cost is the GKE pod itself, plus a share of the cluster management fee if other GKE apps run in the same project, so deleting this app recovers nearly all of the figure above.
Keep data first: nightly backups go to a bucket inside the deployment and are deleted with it, so copy the latest backup out before deleting if you want to keep it.
Lab sessions and Managed Environments
- Lab sessions, for training: a trainer runs a session for a class. Each participant gets the app in their own Google Cloud project for 15 minutes to 24 hours, within an allowance the trainer sets. Either the trainer funds every place, or each participant pays for their own. Everything is deleted when the session ends and unused credits go back to the trainer.
- Managed Environments, for consultancies: a partner runs the app for a client from a ring-fenced wallet it funds, and settles with the client directly. If the wallet runs low, billing pauses and the data is kept, so nobody receives an unexpected charge. At the end the partner hands the project over and the deployments become the client's own.
- Credits can be bought in more than 20 currencies, including XAF, XOF, NGN, GHS, KES and ZAR, by card, bank transfer or mobile money.
Sources (8 October 2026): Google Cloud Billing Catalog API list prices; radmodules.dev/pricing for RAD's own fees and daily-credit estimates; https://cloud.google.com/resource-manager/docs/delete-restore-projects for the pause/restore mechanics.
1. Overview
SearXNG runs as a lightweight Python/Flask web workload. The deployment wires together a minimal set of Google Cloud services:
| Capability | Google Cloud service | Notes |
|---|---|---|
| Compute | GKE Autopilot | Python/Flask pods, 500m CPU / 512 MiB by default, horizontally autoscaled |
| Cache / rate limiting | Redis | Optional — disabled by default; backs the limiter's counters. Rate limiting also needs enable_limiter = true |
| Secrets | Secret Manager | Auto-generated SEARXNG_SECRET (session key) injected via the CSI driver |
| Ingress | Cloud Load Balancing | External LoadBalancer, optional custom domain + managed certificate |
Sensible defaults worth knowing up front:
- No database is provisioned. SearXNG is fully stateless — it aggregates search results at request time and stores nothing.
- No NFS or Cloud Storage is provisioned. SearXNG has no uploads or shared files.
min_instance_countis fixed at 1. GKE does not support scale-to-zero; the module always keeps at least one pod running.- The limiter is disabled by default, and Redis alone does not enable it. The RAD
image pins
server.limiter: falseso the JSON API stays usable by internal server-to-server callers. For a publicly invokable deployment set BOTHenable_redis = trueandenable_limiter = true, and exempt trusted callers vialimiter_pass_ips, to get rate limiting and bot detection against upstream engine abuse. SEARXNG_SECRETis generated automatically and stored in Secret Manager. All pod replicas share the same value via the CSI driver — do not override it with a per-pod random value.- Health probes target
/healthz. SearXNG's built-in health endpoint returns 200 when the application is ready. session_affinity = "None". SearXNG is stateless, so requests are distributed evenly across pods.
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 SearXNG workload
SearXNG pods are scheduled on Autopilot, which bills for the CPU/memory the pods actually request. Horizontal Pod Autoscaling scales the deployment between the minimum (fixed at 1) and the configured maximum.
- Console: Kubernetes Engine → Workloads → select the SearXNG 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. Redis cache (optional)
enable_redis = true provisions the Redis backend the limiter keeps its per-IP
counters in; enable_limiter = true is what actually turns bot detection on (the
plan fails if you enable it without Redis), and limiter_pass_ips exempts trusted
internal callers. Legacy note: Redis alone used to be described as sufficient — it
never was, because the RAD image pinned server.limiter: false.
When enable_redis = true, SearXNG uses Redis for per-IP rate limiting and bot
detection. This is strongly recommended for public-facing deployments to prevent
upstream search engine API quota exhaustion. When redis_host is left empty and
Redis is enabled, the module defaults to 127.0.0.1 (a sidecar Redis pod).
- Console: Memorystore → Redis (if using a managed instance).
- CLI:
redis-cli -h <redis-host> ping # from a host with network access
redis-cli -h <redis-host> info keyspace
C. Secret Manager — SEARXNG_SECRET
SearXNG_Common auto-generates the SEARXNG_SECRET session key and stores it
in Secret Manager. This key signs SearXNG's session cookies and HMAC query
parameters; all pod replicas must share the same value. It is injected into pods
at runtime via the Kubernetes Secret Store CSI driver.
- Console: Security → Secret Manager.
- CLI:
gcloud secrets list --project "$PROJECT"
gcloud secrets versions access latest --secret=<secret-name> --project "$PROJECT"
See App_GKE for the Secret Store CSI integration and rotation.
D. 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.
E. Cloud Logging & Monitoring
Pod stdout/stderr flow to Cloud Logging; GKE 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. SearXNG Application Behaviour
- Fully stateless. SearXNG fetches results from external search engines at request time and stores nothing locally. No database migrations or initialisation jobs run.
- No first-deploy setup job. Because there is no database, the deployment completes without a db-init step — the pod is ready as soon as the container starts.
SEARXNG_SECRETis stable. The session key is generated once and persists in Secret Manager across restarts and rolling updates. Rotating it invalidates all active user sessions; avoid rotation in production unless required for security.SEARXNG_BIND_ADDRESSis injected automatically as0.0.0.0:8080so SearXNG listens on all interfaces at its native port.ENABLE_REDISis injected automatically;REDIS_URLonly whenenable_redis = true(it is omitted entirely otherwise, so a client cannot mistake an empty value for a real endpoint). The URL is derived fromredis_host,redis_portand, when set,redis_auth— a Memorystore instance with AUTH enabled rejects a password-less URL.SEARXNG_LIMITERandSEARXNG_LIMITER_PASS_IPSare injected automatically fromenable_limiterandlimiter_pass_ips; the entrypoint substitutes them intoserver.limiterand writes/etc/searxng/limiter.toml.- Health path. Both the startup and liveness probes target
/healthz(HTTP GET), which SearXNG answers once the application is fully initialised. - Fast startups. SearXNG starts in under 5 seconds — no database connections or schema migrations. The startup probe uses a short initial delay of 10 seconds.
- Session affinity is
None. Because the session state is stored in theSEARXNG_SECRET-signed cookie (and optionally in Redis), no sticky routing is required.
4. Configuration Variables
Variables are grouped exactly as they appear on the deployment platform. Only settings specific to or notable for SearXNG 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_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 | searxng | Base name for resources. Do not change after first deploy. |
application_display_name | SearXNG Search | Friendly name shown in the Console. |
application_description | (set) | Workload description annotation. |
application_version | latest | SearXNG image tag; pin to a specific version for production. |
Group 4 — Runtime & Scaling
| Variable | Default | Description |
|---|---|---|
deploy_application | true | Set false to provision infrastructure only. |
container_resources | { cpu_limit="500m", memory_limit="512Mi" } | CPU and memory limits per pod. SearXNG is lightweight; 500m / 512 MiB is sufficient for moderate traffic. |
min_instance_count | 1 (fixed internally) | Minimum replicas. Fixed at 1 — GKE does not support scale-to-zero. |
max_instance_count | 3 | Maximum replicas (autoscaler ceiling). |
container_port | 8080 | SearXNG's native HTTP port. |
container_image_source | custom | Use the official SearXNG image (prebuilt) or build from source (custom). |
enable_image_mirroring | true | Mirror the image into Artifact Registry before deployment. |
enable_vertical_pod_autoscaling | false | Let Autopilot tune resource requests automatically. |
enable_cloudsql_volume | false | Leave false — SearXNG does not use a database. |
Group 5 — Environment Variables & Secrets
| Variable | Default | Description |
|---|---|---|
environment_variables | { INSTANCE_NAME="SearXNG", AUTOCOMPLETE="" } | Extra settings. SEARXNG_BIND_ADDRESS, ENABLE_REDIS, and REDIS_URL are injected automatically. |
secret_environment_variables | {} | Map of env var → Secret Manager secret name for additional secrets (e.g., upstream engine API keys). |
Group 6 — GKE Backend & Cluster
| Variable | Default | Description |
|---|---|---|
service_type | LoadBalancer | How the Service is exposed. |
session_affinity | None | SearXNG is stateless; even distribution is preferred. |
workload_type | null | Auto-resolves to Deployment (SearXNG is stateless — leave null). |
network_tags | ['nfsserver'] | Node/pod tags for firewall rules. |
Group 7 — StatefulSet
SearXNG is stateless — leave all stateful_pvc_* variables at their defaults
(null). See App_GKE for when this group applies.
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 scheduling. |
Group 9 — Reliability Policies
| Variable | Default | Description |
|---|---|---|
enable_pod_disruption_budget | true | Protect availability during node upgrades. |
pdb_min_available | 1 | Raise min_instance_count above 1 if you need eviction headroom. |
enable_topology_spread | false | Spread pods across zones for production deployments. |
Group 10 — Observability & Health
| Variable | Default | Description |
|---|---|---|
startup_probe / liveness_probe | HTTP /healthz | SearXNG's built-in health endpoint; startup allows 10s initial delay. |
uptime_check_config | disabled | Optional Cloud Monitoring uptime check. |
alert_policies | [] | Optional metric alert policies. |
Group 11 — Jobs & Scheduled Tasks
| Variable | Default | Description |
|---|---|---|
initialization_jobs | [] | SearXNG requires no initialisation jobs — leave empty. |
cron_jobs | [] | Optional scheduled tasks (e.g., cache warming). |
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.
Group 13 — Filesystem (NFS)
| Variable | Default | Description |
|---|---|---|
enable_nfs | false | SearXNG is stateless — NFS is not required. Leave false. |
Group 14 — Cloud Storage & Artifact Registry
| Variable | Default | Description |
|---|---|---|
create_cloud_storage | false | SearXNG is stateless — no GCS bucket is required. Leave false. |
manage_storage_kms_iam / enable_artifact_registry_cmek | false | CMEK options. |
Group 15 — Redis
| Variable | Default | Description |
|---|---|---|
enable_redis | false | Provision the Redis backend the limiter needs. Does NOT enable rate limiting on its own. |
enable_limiter | false | Turn on the bot-detection limiter. Requires enable_redis. Set true on any publicly invokable instance. |
limiter_pass_ips | [] | Source CIDRs exempt from bot detection, for trusted internal callers such as n8n. |
redis_host | "" | Redis endpoint. Leave empty to default to 127.0.0.1 when Redis is enabled; set to the Memorystore IP for a managed instance. |
redis_port | 6379 | Redis port. |
redis_auth | "" | Optional Redis auth password (sensitive). |
Group 16 — Database Backend
| Variable | Default | Description |
|---|---|---|
database_type | NONE | Fixed — SearXNG does not use a database. Do not change. |
Group 17 — Backup & Maintenance
SearXNG is stateless — there is no application data to back up. The backup variables are inherited from the foundation interface but have no practical use. See App_GKE.
Group 18 — Custom SQL Scripts
Not applicable to SearXNG (no database). 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. |
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 SearXNG (internal deployments). |
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
| Variable | Default | Description |
|---|---|---|
enable_cloud_armor | false | Attach a Cloud Armor (WAF) policy to the Ingress backend. Recommended for public-facing deployments. |
admin_ip_ranges | [] | CIDRs allowed privileged access. |
cloud_armor_policy_name | default-waf-policy | Policy name. |
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 SearXNG. |
storage_buckets | Created Cloud Storage buckets (empty for SearXNG). |
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 any setup jobs (none by default). |
deployment_id / tenant_id / resource_prefix | Naming identifiers. |
project_id / project_number | Project identifiers. |
cicd_enabled / cicd_configuration | CI/CD status and details (repo, trigger, registry). |
github_repository_url / github_repository_owner / github_repository_name | GitHub connection 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 |
|---|---|---|---|
SEARXNG_SECRET (auto-generated) | auto-generated | Critical | If a custom per-pod secret is injected instead, each pod signs cookies with a different key, invalidating sessions across replicas. Always use the auto-generated Secret Manager value. |
database_type | NONE | Critical | Changing to a real DB type provisions an unused Cloud SQL instance and breaks startup. |
quota_memory_requests / _limits | binary units | Critical | Bare integers are read as bytes by Kubernetes and block all pod scheduling. |
enable_redis | true for public deployments | High | Backs the limiter's counters. Necessary but NOT sufficient — pair it with enable_limiter = true. |
enable_limiter | true for public deployments | High | Without it the limiter stays off however Redis is configured, and a publicly invokable instance is open to scraping that exhausts upstream engine quotas. |
redis_host | Memorystore IP or explicit value | High | When enable_redis = true and redis_host = "", the module defaults to 127.0.0.1 — there is no sidecar Redis in the default GKE setup, so rate limiting is silently disabled. |
vpc_egress_setting (via foundation) | ensure outbound internet access | High | SearXNG fetches results from external engines; outbound internet must not be blocked. |
application_version | pinned (not latest) | Medium | Using latest makes deployments non-reproducible; a new SearXNG release may change config schema. |
enable_cloud_armor | true for public deployments | Medium | Without Cloud Armor, there is no WAF/DDoS protection on the public endpoint. |
enable_iap | true for internal-only | Medium | For internal search deployments, IAP restricts access to authenticated Google accounts. |
pdb_min_available vs min_instance_count | leave headroom | Medium | 1/1 can stall node upgrades (single pod cannot be evicted). |
stateful_pvc_enabled | null | Low | SearXNG is stateless — provisioning a PVC wastes cost and is unused. |
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. SearXNG-specific application configuration shared with the Cloud Run variant is described in SearXNG_Common.
Related guides
- Hands-on lab: SearXNG on GKE Autopilot — deploy it step by step, with the console screens and commands at each stage.
- SearXNG on Google Cloud Run — the same application on Cloud Run, for when you need the other deployment target.
- SearXNG Common — Shared Application Configuration — the configuration shared by both deployment targets.
Need RAD to do something it does not do yet? Request it on the roadmap, or vote on what is already there.