Opsio - Cloud and AI Solutions
Google Cloud

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

Google Cloud Partner
BigQuery
GKE
Vertex AI
Cloud Run
Terraform

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.

GKE Cluster Management & AutopilotGoogle Cloud
BigQuery Analytics PlatformGoogle Cloud
Vertex AI & ML OperationsGoogle Cloud
GCP DevOps & Cloud BuildGoogle Cloud
GCP Security & Chronicle SIEMGoogle Cloud
GCP Cost Optimization & CUDsGoogle Cloud
Google Cloud PartnerGoogle Cloud
BigQueryGoogle Cloud
GKEGoogle Cloud
GKE Cluster Management & AutopilotGoogle Cloud
BigQuery Analytics PlatformGoogle Cloud
Vertex AI & ML OperationsGoogle Cloud
GCP DevOps & Cloud BuildGoogle Cloud
GCP Security & Chronicle SIEMGoogle Cloud
GCP Cost Optimization & CUDsGoogle Cloud
Google Cloud PartnerGoogle Cloud
BigQueryGoogle Cloud
GKEGoogle Cloud

How We Compare

CapabilityIn-House TeamOther ProviderOpsio
GCP certifications1-2 certs typicalVaries widelyFull GCP stack certified
BigQuery optimizationAd-hoc query tuningBasic monitoringSlot optimization + 30-50% savings
GKE operationsDeveloper-managedBasic monitoringSRE-operated with SLO dashboards
Vertex AI supportData scientist self-serviceNot offeredProduction MLOps with monitoring
Security postureManual reviewsBasic SCC setupSCC + Chronicle + VPC Controls
Cost governanceMonthly bill reviewQuarterly auditContinuous 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?

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What You Get

GCP organization hierarchy with folder structure and IAM policies
VPC network design with shared VPC and private service access
BigQuery data platform with optimized slot reservations and governance
GKE cluster configuration with workload identity and autoscaling
Cloud Build CI/CD pipelines with Terraform infrastructure-as-code
Security Command Center setup with vulnerability and threat detection
Cost optimization audit with CUD and sustained use recommendations
Cloud monitoring dashboards with custom SLOs and error budgets
Monthly operations report with uptime, incident, and cost metrics
Knowledge transfer documentation and team enablement sessions
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

Most Popular

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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Google Cloud Platform (GCP) — Data & AI Cloud

Free consultation

Get Your Free GCP Assessment