Google Cloud Platform (GCP) — Data & AI Cloud
GCP environments stall when BigQuery costs spike, GKE clusters drift, and Vertex AI models sit unserved. Opsio's GCP managed services bring SRE discipline to your Google Cloud Platform — optimizing BigQuery slots, operating GKE with Autopilot, and deploying Vertex AI models so your data and engineering teams ship faster without firefighting infrastructure.
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GCP
Managed Services
BigQuery
Analytics Expert
GKE
Certified Ops
24/7
SRE Operations
What is Google Cloud Platform (GCP)?
Google Cloud Platform (GCP) services include the design, deployment, and management of infrastructure and applications on Google's cloud — renowned for BigQuery analytics, Vertex AI machine learning, and GKE Kubernetes orchestration.
Expert Google Cloud Consulting for GCP Managed Services
GCP — the full form is Google Cloud Platform — is Google's enterprise cloud offering with over 150 services for compute, storage, data analytics, machine learning, and networking. GCP leads the industry in serverless data warehousing with BigQuery, container orchestration with GKE, and AI/ML capabilities with Vertex AI. For data-intensive organizations, GCP is often the strongest choice. Opsio's GCP managed services cover the entire platform: GKE cluster operations with Autopilot mode, BigQuery administration and slot optimization, Vertex AI model serving, Cloud Run serverless containers, Cloud SQL and Spanner databases, and security operations using Security Command Center, Cloud Armor, and Chronicle SIEM — all managed with Google SRE practices including SLOs, SLIs, and error budgets.
Our Google Cloud consulting services help organizations adopt GCP for new workloads or migrate from AWS and Azure. We build GCP DevOps pipelines using Cloud Build, Artifact Registry, and Terraform-based infrastructure-as-code to ensure consistent, repeatable deployments across every environment from development through production.
BigQuery cost management is where most GCP clients need immediate help. We optimize slot reservations, implement materialized views, configure BI Engine caching, and enforce query governance policies. Clients typically reduce BigQuery costs by 30-50% within the first month while improving query performance through partition pruning and clustering strategies.
GKE operations require Kubernetes expertise combined with GCP-specific knowledge. We configure Autopilot for hands-off node management, workload identity for secure pod authentication, network policies for microsegmentation, and horizontal pod autoscaling tuned to your traffic patterns. Our SRE team monitors cluster health around the clock with custom SLO dashboards.
Security on GCP follows a defense-in-depth model. We deploy Security Command Center for vulnerability detection, Cloud Armor for WAF and DDoS protection, VPC Service Controls for data exfiltration prevention, and Chronicle SIEM for threat investigation. Compliance monitoring covers CIS Benchmarks, GDPR, SOC 2, and ISO 27001 with automated policy enforcement using Organization Policy constraints.
How We Compare
| Capability | In-House Team | Other Provider | Opsio |
|---|---|---|---|
| GCP certifications | 1-2 certs typical | Varies widely | Full GCP stack certified |
| BigQuery optimization | Ad-hoc query tuning | Basic monitoring | Slot optimization + 30-50% savings |
| GKE operations | Developer-managed | Basic monitoring | SRE-operated with SLO dashboards |
| Vertex AI support | Data scientist self-service | Not offered | Production MLOps with monitoring |
| Security posture | Manual reviews | Basic SCC setup | SCC + Chronicle + VPC Controls |
| Cost governance | Monthly bill review | Quarterly audit | Continuous FinOps with CUD management |
| Typical annual cost | $250K+ (2-3 engineers) | $120-180K | $60-180K (fully managed) |
What We Deliver
GKE Cluster Management & Autopilot
Production GKE operations including Autopilot mode configuration, node pool optimization, workload identity federation, network policies, horizontal pod autoscaling, and GKE Gateway API for ingress. We operate clusters with SRE practices — SLOs, error budgets, and incident management.
BigQuery Analytics Platform
End-to-end BigQuery administration covering dataset design, slot capacity management with reservations and autoscaling, BI Engine caching, materialized views, Looker integration, and cost controls. We typically reduce BigQuery spend by 30-50% through query optimization and governance.
Vertex AI & ML Operations
Production machine learning with Vertex AI including model training pipelines, model registry, online and batch prediction endpoints, feature store management, and GPU quota optimization. We deploy models to production with monitoring, A/B testing, and automated retraining.
GCP DevOps & Cloud Build
Full GCP DevOps services using Cloud Build for CI/CD, Artifact Registry for container and package management, Cloud Deploy for delivery pipelines, and Terraform modules for infrastructure provisioning. Pipeline templates ensure consistency across teams and environments.
GCP Security & Chronicle SIEM
Comprehensive security using Security Command Center for misconfiguration detection, Cloud Armor WAF rules, VPC Service Controls for data exfiltration prevention, and Chronicle SIEM for threat detection. Organization Policy constraints enforce compliance automatically.
GCP Cost Optimization & CUDs
FinOps practice leveraging Committed Use Discounts for compute and databases, sustained use discounts, preemptible and spot VMs, BigQuery slot reservations vs on-demand pricing, and active recommendations from the GCP Recommender API. Monthly cost reports with trend analysis.
Ready to get started?
Get Your Free GCP AssessmentWhat You Get
“Opsio has been a reliable partner in managing our cloud infrastructure. Their expertise in security and managed services gives us the confidence to focus on our core business while knowing our IT environment is in good hands.”
Magnus Norman
Head of IT, Löfbergs
Investment Overview
Transparent pricing. No hidden fees. Scope-based quotes.
GCP Architecture Assessment
$8,000–$18,000
1-2 week engagement
Migration & Implementation
$25,000–$75,000
Most popular — full migration
Managed GCP Operations
$5,000–$15,000/mo
Ongoing SRE operations
Transparent pricing. No hidden fees. Scope-based quotes.
Questions about pricing? Let's discuss your specific requirements.
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