Google Cloud Platform (GCP) Deployment - Geode Graph Database | Tags

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This comprehensive guide covers production-ready deployment patterns, best practices, and GCP-specific optimizations. <h3 id="gcp-deployment-options" class="position-relative d-flex align-items-center group"> GCP Deployment Options <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="gcp-deployment-options" aria-haspopup="dialog" aria-label="Share link: GCP Deployment Options"> Share link </button> </h3> <h4 id="compute-engine" class="position-relative d-flex align-items-center group"> Compute Engine <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="compute-engine" aria-haspopup="dialog" aria-label="Share link: Compute Engine"> Share link </button> </h4>Deploy Geode on Google Compute Engine VMs for maximum control and performance. Recommended Machine Types: General Purpose (Development/Testing): <ul> <li>E2 Series: Cost-effective for small workloads <ul> <li>e2-standard-4: 4 vCPUs, 16 GB RAM</li> <li>e2-standard-8: 8 vCPUs, 32 GB RAM</li> <li>e2-standard-16: 16 vCPUs, 64 GB RAM</li> </ul> </li> </ul> Balanced (Production): <ul> <li>N2 Series: Balanced price/performance <ul> <li>n2-standard-8: 8 vCPUs, 32 GB RAM</li> <li>n2-standard-16: 16 vCPUs, 64 GB RAM</li> <li>n2-standard-32: 32 vCPUs, 128 GB RAM</li> </ul> </li> </ul> Memory Optimized: <ul> <li>N2-highmem Series: High memory-to-CPU ratio for graph workloads <ul> <li>n2-highmem-8: 8 vCPUs, 64 GB RAM</li> <li>n2-highmem-16: 16 vCPUs, 128 GB RAM</li> <li>n2-highmem-32: 32 vCPUs, 256 GB RAM</li> </ul> </li> </ul> M2-ultramem Series: Ultra-high memory (4TB+) for massive graphs <ul> <li>m2-ultramem-208: 208 vCPUs, 5.7 TB RAM</li> <li>m2-ultramem-416: 416 vCPUs, 11.8 TB RAM</li> </ul> Compute Optimized: <ul> <li>C2 Series: High CPU performance for query-intensive workloads <ul> <li>c2-standard-8: 8 vCPUs, 32 GB RAM (3.8 GHz)</li> <li>c2-standard-16: 16 vCPUs, 64 GB RAM</li> <li>c2-standard-30: 30 vCPUs, 120 GB RAM</li> </ul> </li> </ul> Local SSD: <ul> <li>N2-highmem with Local SSD: Ultra-low latency storage <ul> <li>Each instance supports up to 24 x 375 GB Local SSDs</li> <li>Up to 9 TB of Local SSD per instance</li> <li>Sub-millisecond latency</li> </ul> </li> </ul> <h4 id="google-kubernetes-engine-gke" class="position-relative d-flex align-items-center group"> Google Kubernetes Engine (GKE) <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="google-kubernetes-engine-gke" aria-haspopup="dialog" aria-label="Share link: Google Kubernetes Engine (GKE)"> Share link </button> </h4>Deploy Geode on GKE for automatic scaling, rolling updates, and orchestration. Benefits: <ul> <li>Managed Kubernetes control plane (free)</li> <li>Auto-scaling (HPA, VPA, and Cluster Autoscaler)</li> <li>Multi-zone and regional clusters for HA</li> <li>Workload Identity for secure service access</li> <li>Built-in monitoring with Cloud Operations</li> <li>Automatic node repairs and upgrades</li> </ul> GKE Cluster Configuration: <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-bash" data-lang="bash"># Create GKE cluster with Autopilot (recommended) gcloud container clusters create-auto geode-cluster \ --region=us-central1 \ --release-channel=regular \ --enable-autoscaling \ --min-nodes=3 \ --max-nodes=12 \ --enable-stackdriver-kubernetes # OR create standard cluster for more control gcloud container clusters create geode-cluster \ --region=us-central1 \ --num-nodes=3 \ --machine-type=n2-highmem-8 \ --disk-type=pd-ssd \ --disk-size=100 \ --enable-autoscaling \ --min-nodes=3 \ --max-nodes=12 \ --enable-autorepair \ --enable-autoupgrade \ --enable-ip-alias \ --enable-stackdriver-kubernetes \ --release-channel=regular \ --workload-pool=PROJECT_ID.svc.id.goog </code></pre></div>Add Node Pool for Geode: <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-bash" data-lang="bash">gcloud container node-pools create geode-pool \ --cluster=geode-cluster \ --region=us-central1 \ --machine-type=n2-highmem-16 \ --num-nodes=3 \ --disk-type=pd-ssd \ --disk-size=200 \ --enable-autoscaling \ --min-nodes=3 \ --max-nodes=12 \ --node-taints=workload=geode:NoSchedule \ --node-labels=workload=geode \ --enable-autorepair \ --enable-autoupgrade </code></pre></div> <h4 id="cloud-run-managed-containers" class="position-relative d-flex align-items-center group"> Cloud Run (Managed Containers) <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="cloud-run-managed-containers" aria-haspopup="dialog" aria-label="Share link: Cloud Run (Managed Containers)"> Share link </button> </h4>Quick deployment for development and lightweight workloads: <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-bash" data-lang="bash"># Deploy Geode to Cloud Run (stateless mode only) gcloud run deploy geode \ --image=geodedb/geode:latest \ --platform=managed \ --region=us-central1 \ --port=8443 \ --memory=4Gi \ --cpu=2 \ --min-instances=1 \ --max-instances=10 \ --allow-unauthenticated </code></pre></div>Note: Cloud Run is best for stateless workloads. Use Compute Engine or GKE for production databases. <h3 id="compute-engine-deployment" class="position-relative d-flex align-items-center group"> Compute Engine Deployment <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="compute-engine-deployment" aria-haspopup="dialog" aria-label="Share link: Compute Engine Deployment"> Share link </button> </h3> <h4 id="single-instance-setup" class="position-relative d-flex align-items-center group"> Single-Instance Setup <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="single-instance-setup" aria-haspopup="dialog" aria-label="Share link: Single-Instance Setup"> Share link </button> </h4>1. Create VPC Network: <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-bash" data-lang="bash"># Create VPC gcloud compute networks create geode-network \ --subnet-mode=custom # Create subnet gcloud compute networks subnets create geode-subnet \ --network=geode-network \ --region=us-central1 \ --range=10.0.0.0/24 </code></pre></div>2. Create Firewall Rules: <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-bash" data-lang="bash"># Allow QUIC (3141/udp) gcloud compute firewall-rules create allow-geode-quic \ --network=geode-network \ --allow=udp:3141 \ --source-ranges=0.0.0.0/0 \ --description="Allow QUIC connections to Geode" # Allow HTTPS (8443/tcp) gcloud compute firewall-rules create allow-geode-https \ --network=geode-network \ --allow=tcp:8443 \ --source-ranges=0.0.0.0/0 \ --description="Allow HTTPS connections to Geode" # Allow SSH gcloud compute firewall-rules create allow-ssh \ --network=geode-network \ --allow=tcp:22 \ --source-ranges=YOUR_IP/32 \ --description="Allow SSH from specific IP" # Allow internal communication gcloud compute firewall-rules create allow-internal \ --network=geode-network \ --allow=tcp:0-65535,udp:0-65535,icmp \ --source-ranges=10.0.0.0/24 </code></pre></div>3. Create Persistent Disk: <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-bash" data-lang="bash"># Create SSD Persistent Disk gcloud compute disks create geode-data-disk \ --size=500GB \ --type=pd-ssd \ --zone=us-central1-a # OR create Extreme Persistent Disk for highest performance gcloud compute disks create geode-data-disk \ --size=500GB \ --type=pd-extreme \ --provisioned-iops=100000 \ --zone=us-central1-a </code></pre></div>4. Create Compute Engine Instance: <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-bash" data-lang="bash">gcloud compute instances create geode-vm-01 \ --zone=us-central1-a \ --machine-type=n2-highmem-16 \ --network-interface=subnet=geode-subnet \ --maintenance-policy=MIGRATE \ --boot-disk-size=100GB \ --boot-disk-type=pd-ssd \ --disk=name=geode-data-disk,mode=rw \ --metadata=startup-script='#!/bin/bash apt-get update apt-get install -y docker.io mkfs.ext4 -F /dev/sdb mkdir -p /data mount /dev/sdb /data echo "/dev/sdb /data ext4 defaults 0 0" >> /etc/fstab docker run -d \ --name geode \ --restart always \ -p 3141:3141/udp \ -p 8443:8443/tcp \ -v /data:/var/lib/geode \ -e GEODE_DATA_DIR=/var/lib/geode \ geodedb/geode:latest serve --listen 0.0.0.0:3141' \ --tags=geode-server \ --labels=app=geode,env=production </code></pre></div>5. Reserve Static IP: <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-bash" data-lang="bash"># Create static external IP gcloud compute addresses create geode-ip \ --region=us-central1 # Assign to instance gcloud compute instances add-access-config geode-vm-01 \ --zone=us-central1-a \ --address=$(gcloud compute addresses describe geode-ip \ --region=us-central1 --format='get(address)') </code></pre></div> <h4 id="high-availability-deployment" class="position-relative d-flex align-items-center group"> High-Availability Deployment <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="high-availability-deployment" aria-haspopup="dialog" aria-label="Share link: High-Availability Deployment"> Share link </button> </h4>1. Create Instance Template: <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-bash" data-lang="bash">gcloud compute instance-templates create geode-template \ --machine-type=n2-highmem-16 \ --network-interface=subnet=geode-subnet \ --boot-disk-size=100GB \ --boot-disk-type=pd-ssd \ --create-disk=size=500GB,type=pd-ssd \ --metadata-from-file=startup-script=startup.sh \ --tags=geode-server \ --labels=app=geode </code></pre></div>2. Create Managed Instance Group: <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-bash" data-lang="bash">gcloud compute instance-groups managed create geode-mig \ --base-instance-name=geode \ --template=geode-template \ --size=3 \ --zones=us-central1-a,us-central1-b,us-central1-c \ --health-check=geode-health-check \ --initial-delay=300 </code></pre></div>3. Create Health Check: <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-bash" data-lang="bash">gcloud compute health-checks create https geode-health-check \ --port=8443 \ --request-path=/health \ --check-interval=30s \ --timeout=10s \ --healthy-threshold=2 \ --unhealthy-threshold=3 </code></pre></div>4. Create Load Balancer: <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-bash" data-lang="bash"># Create backend service gcloud compute backend-services create geode-backend \ --protocol=UDP \ --health-checks=geode-health-check \ --global # Add instance group to backend gcloud compute backend-services add-backend geode-backend \ --instance-group=geode-mig \ --instance-group-zone=us-central1-a \ --global # Create forwarding rule gcloud compute forwarding-rules create geode-lb \ --global \ --ports=3141 \ --address=geode-ip \ --backend-service=geode-backend </code></pre></div> <h3 id="gke-deployment" class="position-relative d-flex align-items-center group"> GKE Deployment <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="gke-deployment" aria-haspopup="dialog" aria-label="Share link: GKE Deployment"> Share link </button> </h3> <h4 id="kubernetes-manifests" class="position-relative d-flex align-items-center group"> Kubernetes Manifests <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="kubernetes-manifests" aria-haspopup="dialog" aria-label="Share link: Kubernetes Manifests"> Share link </button> </h4>Namespace and ConfigMap: <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-yaml" data-lang="yaml"># namespace.yaml apiVersion: v1 kind: Namespace metadata: name: geode --- # configmap.yaml apiVersion: v1 kind: ConfigMap metadata: name: geode-config namespace: geode data: geode.conf: | log_level = "info" data_dir = "/var/lib/geode" listen_addr = "0.0.0.0:3141" </code></pre></div>StatefulSet with Persistent Disks: <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-yaml" data-lang="yaml"># statefulset.yaml apiVersion: apps/v1 kind: StatefulSet metadata: name: geode namespace: geode spec: serviceName: geode replicas: 3 selector: matchLabels: app: geode template: metadata: labels: app: geode spec: nodeSelector: workload: geode tolerations: - key: workload operator: Equal value: geode effect: NoSchedule containers: - name: geode image: geodedb/geode:latest ports: - containerPort: 3141 protocol: UDP name: quic - containerPort: 8443 protocol: TCP name: https env: - name: GEODE_DATA_DIR value: /var/lib/geode - name: GEODE_LOG_LEVEL value: info - name: GOOGLE_CLOUD_PROJECT value: YOUR_PROJECT_ID resources: requests: memory: "64Gi" cpu: "8" limits: memory: "128Gi" cpu: "16" volumeMounts: - name: data mountPath: /var/lib/geode - name: config mountPath: /etc/geode livenessProbe: httpGet: path: /health port: 8443 scheme: HTTPS initialDelaySeconds: 30 periodSeconds: 10 readinessProbe: httpGet: path: /ready port: 8443 scheme: HTTPS initialDelaySeconds: 10 periodSeconds: 5 volumes: - name: config configMap: name: geode-config volumeClaimTemplates: - metadata: name: data spec: accessModes: [ "ReadWriteOnce" ] storageClassName: pd-ssd resources: requests: storage: 500Gi </code></pre></div>Service (Internal Load Balancer): <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-yaml" data-lang="yaml"># service.yaml apiVersion: v1 kind: Service metadata: name: geode namespace: geode annotations: cloud.google.com/load-balancer-type: "Internal" spec: type: LoadBalancer selector: app: geode ports: - name: quic port: 3141 protocol: UDP - name: https port: 8443 protocol: TCP </code></pre></div>HorizontalPodAutoscaler: <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-yaml" data-lang="yaml"># hpa.yaml apiVersion: autoscaling/v2 kind: HorizontalPodAutoscaler metadata: name: geode namespace: geode spec: scaleTargetRef: apiVersion: apps/v1 kind: StatefulSet name: geode minReplicas: 3 maxReplicas: 12 metrics: - type: Resource resource: name: cpu target: type: Utilization averageUtilization: 70 - type: Resource resource: name: memory target: type: Utilization averageUtilization: 80 behavior: scaleDown: stabilizationWindowSeconds: 300 policies: - type: Pods value: 1 periodSeconds: 60 scaleUp: stabilizationWindowSeconds: 0 policies: - type: Pods value: 2 periodSeconds: 60 </code></pre></div>Deploy to GKE: <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-bash" data-lang="bash"># Get GKE credentials gcloud container clusters get-credentials geode-cluster \ --region=us-central1 # Apply manifests kubectl apply -f namespace.yaml kubectl apply -f configmap.yaml kubectl apply -f statefulset.yaml kubectl apply -f service.yaml kubectl apply -f hpa.yaml # Verify deployment kubectl get pods -n geode -w kubectl get svc -n geode kubectl describe statefulset geode -n geode </code></pre></div> <h3 id="storage-options" class="position-relative d-flex align-items-center group"> Storage Options <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="storage-options" aria-haspopup="dialog" aria-label="Share link: Storage Options"> Share link </button> </h3> <h4 id="persistent-disks" class="position-relative d-flex align-items-center group"> Persistent Disks <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="persistent-disks" aria-haspopup="dialog" aria-label="Share link: Persistent Disks"> Share link </button> </h4>Standard Persistent Disk (pd-standard): <ul> <li>Up to 64 TB per disk</li> <li>0.75 IOPS per GB (read/write)</li> <li>0.12 MB/s per GB throughput</li> <li>Best for: Development, archival, backups</li> </ul> SSD Persistent Disk (pd-ssd): <ul> <li>Up to 64 TB per disk</li> <li>30 IOPS per GB (read/write)</li> <li>0.48 MB/s per GB throughput</li> <li>Best for: Production workloads, transaction processing</li> </ul> Balanced Persistent Disk (pd-balanced): <ul> <li>Up to 64 TB per disk</li> <li>6 IOPS per GB</li> <li>0.28 MB/s per GB throughput</li> <li>Best for: Cost-effective production workloads</li> </ul> Extreme Persistent Disk (pd-extreme): <ul> <li>Up to 64 TB per disk</li> <li>Provisioned IOPS up to 120,000 per disk</li> <li>Provisioned throughput up to 2,400 MB/s</li> <li>Best for: Highest performance requirements</li> </ul> Create Extreme Disk: <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-bash" data-lang="bash">gcloud compute disks create geode-extreme-disk \ --size=1000GB \ --type=pd-extreme \ --provisioned-iops=100000 \ --provisioned-throughput=2000 \ --zone=us-central1-a </code></pre></div> <h4 id="local-ssd" class="position-relative d-flex align-items-center group"> Local SSD <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="local-ssd" aria-haspopup="dialog" aria-label="Share link: Local SSD"> Share link </button> </h4>Ultra-low latency local storage: Create Instance with Local SSD: <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-bash" data-lang="bash">gcloud compute instances create geode-local-ssd \ --zone=us-central1-a \ --machine-type=n2-highmem-16 \ --local-ssd=interface=NVME \ --local-ssd=interface=NVME \ --local-ssd=interface=NVME \ --local-ssd=interface=NVME \ --metadata=startup-script='#!/bin/bash # RAID 0 for Local SSDs mdadm --create /dev/md0 --level=0 --raid-devices=4 \ /dev/nvme0n1 /dev/nvme0n2 /dev/nvme0n3 /dev/nvme0n4 mkfs.ext4 -F /dev/md0 mkdir -p /data mount /dev/md0 /data' </code></pre></div>Characteristics: <ul> <li>375 GB per Local SSD</li> <li>Up to 24 Local SSDs per instance (9 TB total)</li> <li>Sub-millisecond latency</li> <li>Ephemeral (data lost on instance stop/delete)</li> <li>Ideal for caching and temporary data</li> </ul> <h4 id="cloud-storage" class="position-relative d-flex align-items-center group"> Cloud Storage <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="cloud-storage" aria-haspopup="dialog" aria-label="Share link: Cloud Storage"> Share link </button> </h4>For backups and archival: <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-bash" data-lang="bash"># Create bucket gsutil mb -c STANDARD -l us-central1 gs://geode-backups/ # Enable versioning gsutil versioning set on gs://geode-backups/ # Set lifecycle policy cat > lifecycle.json <<EOF { "lifecycle": { "rule": [ { "action": {"type": "SetStorageClass", "storageClass": "NEARLINE"}, "condition": {"age": 30} }, { "action": {"type": "SetStorageClass", "storageClass": "COLDLINE"}, "condition": {"age": 90} }, { "action": {"type": "Delete"}, "condition": {"age": 365} } ] } } EOF gsutil lifecycle set lifecycle.json gs://geode-backups/ </code></pre></div> <h3 id="monitoring-and-observability" class="position-relative d-flex align-items-center group"> Monitoring and Observability <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="monitoring-and-observability" aria-haspopup="dialog" aria-label="Share link: Monitoring and Observability"> Share link </button> </h3> <h4 id="cloud-monitoring-stackdriver" class="position-relative d-flex align-items-center group"> Cloud Monitoring (Stackdriver) <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="cloud-monitoring-stackdriver" aria-haspopup="dialog" aria-label="Share link: Cloud Monitoring (Stackdriver)"> Share link </button> </h4>Enable Cloud Operations: <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-bash" data-lang="bash"># Install Ops Agent on Compute Engine curl -sSO https://dl.google.com/cloudagents/add-google-cloud-ops-agent-repo.sh sudo bash add-google-cloud-ops-agent-repo.sh --also-install # Configure Ops Agent cat > /etc/google-cloud-ops-agent/config.yaml <<EOF logging: receivers: geode_logs: type: files include_paths: - /var/lib/geode/logs/*.log processors: geode_parser: type: parse_json service: pipelines: geode_pipeline: receivers: [geode_logs] processors: [geode_parser] metrics: receivers: hostmetrics: type: hostmetrics collection_interval: 60s service: pipelines: default_pipeline: receivers: [hostmetrics] EOF sudo systemctl restart google-cloud-ops-agent </code></pre></div>Create Custom Dashboard: <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-bash" data-lang="bash"># dashboard.json cat > dashboard.json <<'EOF' { "displayName": "Geode Performance Dashboard", "mosaicLayout": { "columns": 12, "tiles": [ { "width": 6, "height": 4, "widget": { "title": "Query Latency (p99)", "xyChart": { "dataSets": [{ "timeSeriesQuery": { "timeSeriesFilter": { "filter": "resource.type=\"gce_instance\" AND metric.type=\"custom.googleapis.com/geode/query_latency_p99\"" } } }] } } } ] } } EOF gcloud monitoring dashboards create --config-from-file=dashboard.json </code></pre></div>Custom Metrics from Geode: <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-python" data-lang="python"># Python client with Cloud Monitoring from google.cloud import monitoring_v3 import geode_client client = monitoring_v3.MetricServiceClient() project_name = f"projects/{project_id}" client = geode_client.open_database() async with client.connection() as conn: start = time.time() result, _ = await conn.query("MATCH (u:User) RETURN COUNT(u)") duration = (time.time() - start) * 1000 # Send metric to Cloud Monitoring series = monitoring_v3.TimeSeries() series.metric.type = "custom.googleapis.com/geode/query_latency" point = monitoring_v3.Point() point.value.double_value = duration point.interval.end_time.seconds = int(time.time()) series.points = [point] client.create_time_series(name=project_name, time_series=[series]) </code></pre></div> <h4 id="cloud-logging" class="position-relative d-flex align-items-center group"> Cloud Logging <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="cloud-logging" aria-haspopup="dialog" aria-label="Share link: Cloud Logging"> Share link </button> </h4>Log-based Metrics: <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-bash" data-lang="bash"># Create log-based metric for query errors gcloud logging metrics create geode_query_errors \ --description="Count of Geode query errors" \ --log-filter='resource.type="gce_instance" labels.app="geode" severity>=ERROR jsonPayload.query_error=true' </code></pre></div>Export Logs to BigQuery: <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-bash" data-lang="bash"># Create BigQuery dataset bq mk --dataset geode_logs # Create log sink gcloud logging sinks create geode-to-bigquery \ bigquery.googleapis.com/projects/PROJECT_ID/datasets/geode_logs \ --log-filter='resource.type="gce_instance" labels.app="geode"' </code></pre></div> <h4 id="cloud-trace" class="position-relative d-flex align-items-center group"> Cloud Trace <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="cloud-trace" aria-haspopup="dialog" aria-label="Share link: Cloud Trace"> Share link </button> </h4>Distributed tracing for queries: <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-python" data-lang="python"># Python client with Cloud Trace from google.cloud import trace_v2 import geode_client tracer = trace_v2.TraceServiceClient() client = geode_client.open_database() async with client.connection() as conn: with tracer.span(name="geode_query"): result, _ = await conn.query(""" MATCH (u:User)-[:FRIEND]->(f:User) WHERE u.city = 'Seattle' RETURN u.name, COUNT(f) """) </code></pre></div> <h3 id="security" class="position-relative d-flex align-items-center group"> Security <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="security" aria-haspopup="dialog" aria-label="Share link: Security"> Share link </button> </h3> <h4 id="workload-identity" class="position-relative d-flex align-items-center group"> Workload Identity <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="workload-identity" aria-haspopup="dialog" aria-label="Share link: Workload Identity"> Share link </button> </h4>Secure access to GCP services from GKE: <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-bash" data-lang="bash"># Enable Workload Identity gcloud container clusters update geode-cluster \ --region=us-central1 \ --workload-pool=PROJECT_ID.svc.id.goog # Create service account gcloud iam service-accounts create geode-sa \ --display-name="Geode Service Account" # Grant permissions gcloud projects add-iam-policy-binding PROJECT_ID \ --member="serviceAccount:geode-sa@PROJECT_ID.iam.gserviceaccount.com" \ --role="roles/storage.objectAdmin" # Bind to Kubernetes service account gcloud iam service-accounts add-iam-policy-binding \ geode-sa@PROJECT_ID.iam.gserviceaccount.com \ --role roles/iam.workloadIdentityUser \ --member "serviceAccount:PROJECT_ID.svc.id.goog[geode/geode]" # Annotate K8s service account kubectl annotate serviceaccount geode \ --namespace geode \ iam.gke.io/gcp-service-account=geode-sa@PROJECT_ID.iam.gserviceaccount.com </code></pre></div> <h4 id="secret-manager" class="position-relative d-flex align-items-center group"> Secret Manager <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="secret-manager" aria-haspopup="dialog" aria-label="Share link: Secret Manager"> Share link </button> </h4>Store TLS certificates and secrets: <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-bash" data-lang="bash"># Create secret echo -n "admin-password-here" | gcloud secrets create geode-admin-password \ --data-file=- # Grant access gcloud secrets add-iam-policy-binding geode-admin-password \ --member="serviceAccount:geode-sa@PROJECT_ID.iam.gserviceaccount.com" \ --role="roles/secretmanager.secretAccessor" </code></pre></div>Access from Kubernetes: <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-yaml" data-lang="yaml"># Use GKE Workload Identity apiVersion: v1 kind: Pod metadata: name: geode spec: serviceAccountName: geode containers: - name: geode image: geodedb/geode:latest env: - name: ADMIN_PASSWORD valueFrom: secretKeyRef: name: geode-admin-password key: password </code></pre></div> <h4 id="vpc-service-controls" class="position-relative d-flex align-items-center group"> VPC Service Controls <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="vpc-service-controls" aria-haspopup="dialog" aria-label="Share link: VPC Service Controls"> Share link </button> </h4>Protect against data exfiltration: <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-bash" data-lang="bash"># Create access policy gcloud access-context-manager policies create \ --title="Geode Security Policy" # Create service perimeter gcloud access-context-manager perimeters create geode-perimeter \ --title="Geode Perimeter" \ --resources=projects/PROJECT_NUMBER \ --restricted-services=storage.googleapis.com,compute.googleapis.com \ --policy=POLICY_ID </code></pre></div> <h3 id="backup-and-disaster-recovery" class="position-relative d-flex align-items-center group"> Backup and Disaster Recovery <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="backup-and-disaster-recovery" aria-haspopup="dialog" aria-label="Share link: Backup and Disaster Recovery"> Share link </button> </h3> <h4 id="persistent-disk-snapshots" class="position-relative d-flex align-items-center group"> Persistent Disk Snapshots <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="persistent-disk-snapshots" aria-haspopup="dialog" aria-label="Share link: Persistent Disk Snapshots"> Share link </button> </h4><div class="highlight"><pre tabindex="0" class="chroma"><code class="language-bash" data-lang="bash"># Create snapshot schedule gcloud compute resource-policies create snapshot-schedule geode-daily-backup \ --region=us-central1 \ --max-retention-days=30 \ --on-source-disk-delete=keep-auto-snapshots \ --daily-schedule \ --start-time=02:00 # Attach to disk gcloud compute disks add-resource-policies geode-data-disk \ --resource-policies=geode-daily-backup \ --zone=us-central1-a </code></pre></div> <h4 id="regional-backup-to-cloud-storage" class="position-relative d-flex align-items-center group"> Regional Backup to Cloud Storage <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="regional-backup-to-cloud-storage" aria-haspopup="dialog" aria-label="Share link: Regional Backup to Cloud Storage"> Share link </button> </h4><div class="highlight"><pre tabindex="0" class="chroma"><code class="language-bash" data-lang="bash">#!/bin/bash # backup-to-gcs.sh DATE=$(date +%Y%m%d-%H%M%S) BACKUP_FILE="/tmp/geode-backup-$DATE.tar.gz" # Create backup docker exec geode geode backup --output $BACKUP_FILE # Upload to Cloud Storage gsutil cp $BACKUP_FILE gs://geode-backups/ # Clean up local backup rm $BACKUP_FILE # Optional: Create cross-region copy gsutil cp gs://geode-backups/geode-backup-$DATE.tar.gz \ gs://geode-backups-eu/ </code></pre></div> <h4 id="multi-regional-replication" class="position-relative d-flex align-items-center group"> Multi-Regional Replication <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="multi-regional-replication" aria-haspopup="dialog" aria-label="Share link: Multi-Regional Replication"> Share link </button> </h4><div class="highlight"><pre tabindex="0" class="chroma"><code class="language-bash" data-lang="bash"># Create multi-regional bucket gsutil mb -c MULTI_REGIONAL -l US gs://geode-backups-mr/ # Enable object versioning gsutil versioning set on gs://geode-backups-mr/ # Set up dual-region replication gsutil mb -c DUAL_REGIONAL -l US-CENTRAL1,US-EAST1 \ gs://geode-backups-dr/ </code></pre></div> <h3 id="cost-optimization" class="position-relative d-flex align-items-center group"> Cost Optimization <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="cost-optimization" aria-haspopup="dialog" aria-label="Share link: Cost Optimization"> Share link </button> </h3> <h4 id="committed-use-discounts" class="position-relative d-flex align-items-center group"> Committed Use Discounts <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="committed-use-discounts" aria-haspopup="dialog" aria-label="Share link: Committed Use Discounts"> Share link </button> </h4>Save up to 57% with 1 or 3-year commitments: <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-bash" data-lang="bash"># Purchase commitment gcloud compute commitments create geode-commitment \ --region=us-central1 \ --plan=36-month \ --resources=vcpu=64,memory=512GB </code></pre></div> <h4 id="preemptible-vms-for-development" class="position-relative d-flex align-items-center group"> Preemptible VMs for Development <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="preemptible-vms-for-development" aria-haspopup="dialog" aria-label="Share link: Preemptible VMs for Development"> Share link </button> </h4>Save up to 80%: <div class="highlight"><pre tabindex="0" class="chroma"><code class="language-bash" data-lang="bash">gcloud compute instances create geode-dev-preemptible \ --zone=us-central1-a \ --machine-type=n2-highmem-8 \ --preemptible \ --boot-disk-size=100GB \ --metadata=startup-script='...' </code></pre></div> <h4 id="sustained-use-discounts" class="position-relative d-flex align-items-center group"> Sustained Use Discounts <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="sustained-use-discounts" aria-haspopup="dialog" aria-label="Share link: Sustained Use Discounts"> Share link </button> </h4>Automatic discounts (up to 30%) for sustained usage. No action required. <h4 id="storage-cost-optimization" class="position-relative d-flex align-items-center group"> Storage Cost Optimization <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="storage-cost-optimization" aria-haspopup="dialog" aria-label="Share link: Storage Cost Optimization"> Share link </button> </h4><div class="highlight"><pre tabindex="0" class="chroma"><code class="language-bash" data-lang="bash"># Use pd-balanced instead of pd-ssd (33% cheaper) gcloud compute disks create geode-balanced \ --size=500GB \ --type=pd-balanced # Use Nearline for infrequent access backups gsutil cp backup.tar.gz gs://geode-backups-nearline/ </code></pre></div> <h3 id="related-topics" class="position-relative d-flex align-items-center group"> Related Topics <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="related-topics" aria-haspopup="dialog" aria-label="Share link: Related Topics"> Share link </button> </h3><ul> <li><a href="/tags/cloud/" >Cloud</a> : General cloud deployment strategies</li> <li><a href="/tags/aws/" >AWS</a> : Amazon Web Services deployment</li> <li><a href="/tags/azure/" >Azure</a> : Microsoft Azure deployment</li> <li><a href="/tags/kubernetes/" >Kubernetes</a> : Kubernetes orchestration</li> <li><a href="/tags/docker/" >Docker</a> : Container deployment</li> <li><a href="/tags/monitoring/" >Monitoring</a> : Monitoring and observability</li> <li><a href="/tags/security/" >Security</a> : Security best practices</li> <li><a href="/tags/high-availability/" >High Availability</a> : HA architecture</li> </ul> <h3 id="further-reading" class="position-relative d-flex align-items-center group"> Further Reading <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="further-reading" aria-haspopup="dialog" aria-label="Share link: Further Reading"> Share link </button> </h3><ul> <li>GCP Deployment Guide: <code>/docs/deployment/gcp/</code></li> <li>GKE Best Practices: <code>/docs/deployment/gke/</code></li> <li>Cloud Operations Integration: <code>/docs/monitoring/gcp-monitoring/</code></li> <li>Security on GCP: <code>/docs/security/gcp-security/</code></li> </ul> <h3 id="conclusion" class="position-relative d-flex align-items-center group"> Conclusion <button type="button" class="h-share btn btn-link p-0 text-decoration-none link-secondary opacity-50 hover-opacity-100 transition-all ms-1" data-share-target="conclusion" aria-haspopup="dialog" aria-label="Share link: Conclusion"> Share link </button> </h3>Google Cloud Platform provides excellent infrastructure for deploying Geode graph database at any scale. From simple Compute Engine VMs to sophisticated GKE clusters with auto-scaling, GCP’s managed services, global network (100+ points of presence), and powerful data analytics integration make it an outstanding choice for Geode deployments. Key advantages of GCP for Geode: <ul> <li>Best-in-class networking with premium tier</li> <li>Powerful managed Kubernetes (GKE Autopilot)</li> <li>Exceptional performance with Local SSD and Extreme Persistent Disks</li> <li>Deep integration with BigQuery for analytics</li> <li>Comprehensive Cloud Operations suite (formerly Stackdriver)</li> <li>Competitive pricing with automatic sustained use discounts</li> </ul>

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