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Fix Your GCP Cost Spikes Before They Escalate

$199.00
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A tailored course, built for your situation

Fix Your GCP Cost Spikes Before They Escalate

A 12-module system to stabilize cloud spend in dynamic DevOps environments

$199 one-time
24-hour access provisioning 30-day money-back guarantee Hand-built implementation playbook
12 modules. 12 chapters per module. 144 chapters total.
12 modules, each with 12 chapters (144 chapters total), text-based, plus downloadable templates and a hand-built implementation playbook delivered alongside course access.
Spending 6+ hours every month chasing down unexpected GCP cost spikes with no clear root cause

The situation this course is for

Every month, new deployments go live without cost guardrails. Two weeks later, billing alerts fire. You scramble to trace over-provisioned instances, orphaned disks, or misconfigured autoscaling groups. The root cause? Cost checks aren't baked into CI/CD pipelines or IaC templates. You're fixing in hindsight what should've been prevented at launch.

Who this is for

Mid-level to senior DevOps engineers in mid-to-large tech companies running dynamic GCP environments with frequent deployments and variable workloads

Who this is not for

Engineers working in static, low-change environments with fixed cloud spend or those without deployment pipeline control

What you walk away with

  • Deploy automated cost-validation checks in CI/CD pipelines
  • Enforce right-sized resources at deployment via IaC templates
  • Reduce unexpected GCP spend by 30, 50% within one billing cycle
  • Eliminate post-spike forensic analysis time
  • Shift from reactive cost cleanup to proactive cost design

The 12 modules (with all 144 chapters)

Module 1. Diagnose Cost Leakage Patterns
Identify the top five sources of hidden GCP spend in DevOps environments using audit logs, billing exports, and resource metadata tagging patterns.
12 chapters in this module
  1. Map billing data to teams
  2. Tag compliance gaps
  3. Spot idle VMs
  4. Find unattached disks
  5. Track snapshot bloat
  6. Audit service account usage
  7. Detect overprovisioned CPUs
  8. Review regional vs zonal costs
  9. Analyze network egress trends
  10. Log query for orphaned resources
  11. Benchmark per-environment spend
  12. Prioritize top waste categories
Module 2. Design Cost-Aware IaC Templates
Integrate cost guardrails directly into Terraform and Deployment Manager templates to prevent overallocation before deployment.
12 chapters in this module
  1. Parameterize machine types
  2. Set max instance counts
  3. Enforce preemptible use
  4. Default to smaller disks
  5. Auto-delete boot disks
  6. Limit regional replication
  7. Add cost comments
  8. Use module variables
  9. Validate disk types
  10. Restrict GPU attachments
  11. Set default shutdown schedules
  12. Include cost estimates in output
Module 3. Embed Cost Checks in CI/CD
Integrate cost impact analysis into pull requests and pipeline gates using tools like gcloud, Infracost, and custom scripts.
12 chapters in this module
  1. Parse deployment plans
  2. Extract resource changes
  3. Call cost estimation APIs
  4. Set spend thresholds
  5. Fail high-cost PRs
  6. Log cost deltas
  7. Notify budget owners
  8. Integrate with Slack
  9. Use GitHub checks
  10. Run pre-deploy validators
  11. Store cost baselines
  12. Generate cost diff reports
Module 4. Automate Rightsizing Workflows
Build automated workflows that analyze usage patterns and recommend or apply downsizing actions without downtime.
12 chapters in this module
  1. Pull CPU usage metrics
  2. Detect underutilized nodes
  3. Recommend smaller types
  4. Schedule off-hours shutdowns
  5. Scale down disks
  6. Migrate to sustained use
  7. Enable committed use discounts
  8. Group resize candidates
  9. Notify owners pre-action
  10. Apply changes in maintenance windows
  11. Verify performance post-change
  12. Log savings achieved
Module 5. Control Storage Sprawl
Implement lifecycle policies, naming standards, and access controls to reduce unmanaged storage growth and egress costs.
12 chapters in this module
  1. Classify bucket types
  2. Set default TTLs
  3. Enforce naming conventions
  4. Detect public buckets
  5. Monitor egress spikes
  6. Archive cold data
  7. Use cheaper storage classes
  8. Block excessive uploads
  9. Track bucket ownership
  10. Scan for PII leaks
  11. Limit cross-region copies
  12. Alert on size thresholds
Module 6. Manage Kubernetes Cost Drift
Apply granular cost allocation and limits to GKE clusters to prevent container-level resource abuse.
12 chapters in this module
  1. Enable GKE cost allocation
  2. Set namespace quotas
  3. Limit pod requests
  4. Enforce CPU limits
  5. Monitor node utilization
  6. Use autoscaling bounds
  7. Label workloads by cost
  8. Track idle namespaces
  9. Downsize dev clusters
  10. Schedule test cluster shutdowns
  11. Compare prod vs staging
  12. Optimize cluster autoscaler
Module 7. Govern Serverless Spend
Prevent runaway costs in Cloud Functions, Cloud Run, and App Engine with invocation limits and timeout controls.
12 chapters in this module
  1. Set function timeouts
  2. Limit max instances
  3. Throttle retry loops
  4. Cap daily invocations
  5. Monitor cold start frequency
  6. Optimize memory allocation
  7. Use event filtering
  8. Control pubsub triggers
  9. Audit function sprawl
  10. Delete unused versions
  11. Track per-function cost
  12. Enforce naming standards
Module 8. Forecast with Confidence
Build accurate monthly forecasts using historical trends, deployment velocity, and pipeline insights to anticipate spend before billing closes.
12 chapters in this module
  1. Extract monthly trends
  2. Smooth seasonal noise
  3. Factor in new projects
  4. Model deployment cadence
  5. Include discount impacts
  6. Adjust for team growth
  7. Predict egress spikes
  8. Simulate resource changes
  9. Compare forecast vs actual
  10. Highlight variance causes
  11. Update weekly
  12. Share forecast summaries
Module 9. Align Teams Around Cost Ownership
Establish clear cost accountability across engineering teams using dashboards, alerts, and shared review rituals.
12 chapters in this module
  1. Assign cost owners
  2. Build team dashboards
  3. Set team budgets
  4. Send weekly reports
  5. Host cost retro meetings
  6. Link tickets to spend
  7. Publish savings wins
  8. Create cost playbooks
  9. Train on cost basics
  10. Onboard new members
  11. Audit ownership accuracy
  12. Reward optimization
Module 10. Secure Budget Approvals Early
Integrate cost estimates into project planning and change approval workflows to prevent surprises at renewal time.
12 chapters in this module
  1. Estimate new projects
  2. Attach cost to Jira
  3. Require cost review
  4. Document assumptions
  5. Track approval status
  6. Flag high-risk changes
  7. Update estimates iteratively
  8. Archive old proposals
  9. Notify finance partners
  10. Link to procurement
  11. Store in knowledge base
  12. Audit change impact
Module 11. Optimize Networking Costs
Reduce GCP networking spend by tuning routes, avoiding NAT, minimizing peering, and leveraging global load balancing efficiently.
12 chapters in this module
  1. Audit VPC flow logs
  2. Reduce NAT usage
  3. Optimize route tables
  4. Minimize inter-region traffic
  5. Use private services access
  6. Rightsize Cloud CDN
  7. Tune load balancer settings
  8. Avoid DNS overuse
  9. Compress payloads
  10. Leverage edge caching
  11. Monitor API gateway costs
  12. Consolidate egress points
Module 12. Sustain Cost Discipline at Scale
Embed long-term cost hygiene into team culture through automation, documentation, and continuous feedback loops.
12 chapters in this module
  1. Standardize cost tools
  2. Document best practices
  3. Automate monthly audits
  4. Rotate cost champions
  5. Update templates quarterly
  6. Share cross-team learnings
  7. Integrate with onboarding
  8. Measure improvement trends
  9. Celebrate efficiency gains
  10. Update playbook annually
  11. Scale to new teams
  12. Close the feedback loop

How this maps to your situation

  • After a spike in GCP costs with unclear origin
  • Before rolling out new CI/CD pipelines
  • During infrastructure standardization efforts
  • When leadership demands cost accountability

Before vs. after

Before
Spending cycles chasing cost overruns, manually auditing resources, and explaining surprises after the fact.
After
Cost controls built into deployment flows, predictable billing, and confidence that new work won’t trigger unexpected spend.

What's included with your purchase

  • 12 modules with 12 chapters each (144 chapters)
  • Downloadable templates and worked examples for every module
  • Hand-built implementation playbook delivered alongside course access
  • 30-day money-back guarantee

Delivery and format

  • Course and learning environment access provisioned within 24 hours of purchase
  • Hand-built implementation playbook delivered alongside course access

Format: Text-based modules and chapters in the Art of Service learning environment, plus downloadable templates and worked examples for every chapter, plus the hand-built implementation playbook delivered alongside course access.

Time investment: Approximately 3, 4 hours per module, designed to be completed in parallel with regular work over 6, 8 weeks.

If nothing changes
Without preventive cost design, every new deployment carries hidden financial risk , leading to recurring firefighting, eroded trust in engineering spend, and missed efficiency targets.

How this compares to the alternatives

Unlike generic cloud cost courses, this program focuses exclusively on actionable DevOps integration , not theory, dashboards, or high-level policy. It delivers implementation-grade tooling and templates tailored to engineers who ship code daily.

Frequently asked

Is this course specific to Google Cloud?
Yes, all examples, templates, and tooling are built for GCP services including Compute Engine, GKE, Cloud Functions, and Cloud Storage.
How is the course structured?
12 modules, each containing 12 chapters (144 chapters total).
Do I need coding experience?
Yes, you should be comfortable editing IaC templates and CI/CD pipelines in environments like Terraform, GitHub Actions, or Cloud Build.
$199 one-time. Approximately 3, 4 hours per module, designed to be completed in parallel with regular work over 6, 8 weeks..

Within 24 hours your account in the learning environment is provisioned and the tailored implementation playbook is delivered alongside it.

30-day money-back guarantee· 144 chapters· Hand-built playbook included· Account access within 24 hours
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