Trending Courses

Vendors

Skip Navigation Links

Overview

This course provides an applied, intermediate guide to operationalizing AI agents, focusing specifically on achieving production confidence and cost predictability for Gemini-powered workflows on Google Cloud. Participants will learn the methodology and actionable skills necessary to transform non-deterministic agent logic into transparent, auditable, and scalable systems.

 The course covers core operational disciplines, including mapping the agent's complex thought process (ReAct loops) to Cloud Trace Spans for debugging, implementing Logs-Based Security Metrics for compliance, and setting up actionable alerts and custom dashboards in Cloud Monitoring to proactively control cost overruns and quality drift. The course uses presentations, Visual Walkthroughs, and strategic discussions to ensure effective learning that is directly applicable to the Vertex AI ecosystem.
img-course-overview.jpg

What You'll Learn

  • Trace non-deterministic agent logic using Cloud Trace Spans and the ReAct loop.
  • Implement cost and quality controls using custom Cloud Monitoring dashboards.
  • Establish a continuous quality loop with Golden Test Cases.
  • Implement governance and auditability using Logs-Based Security Metrics
  • Align technical observability metrics with Business KPIs (Cost, ROI).

Who Should Attend

  • AI/ML Engineer: Needs to understand how trace data (ReAct Spans) helps debug non-deterministic reasoning and how to measure quality metrics (Hallucination Rate) for strategic decisions.
  • Data Scientist: Needs visibility into performance trends, evaluation results (Golden Test Cases), and compliance issues to ensure the agent's ethical behavior and data integrity.
  • SRE/DevOps Engineer: Responsible for operationalizing the agent. Needs to know how to adapt monitoring for cost spikes, implement P99 latency alerts, and manage deployment trade-offs (Agent Engine vs. Cloud Run).

The course is also intended for intermediate technical staff, technical leads, and MLOps Engineers, or anyone involved in designing, implementing, or managing the observability, governance, or production scaling of Gemini-powered agentic workflows on Google Cloud.
img-who-should-learn.png

Prerequisites

Foundational Knowledge (Mandatory)

  • Familiarity with foundational Machine Learning (ML) concepts, specifically the distinction between models and agents.
  • Experience with Google Cloud concepts and services, including basic navigation of the Google Cloud console.
  • Familiarity with software development principles and development lifecycles (DevOps/MLOps).

Highly Beneficial (Recommended)

  • Experience with the Google Cloud CLI and Vertex AI services.
  • Basic understanding of Git/version control knowledge as it relates to deploying code.
  • Familiarity with structuring logs (e.g., JSON) and setting up basic monitoring alerts.

Learning Journey

Coming Soon...

Module 1: The Google Cloud Observability Foundation

  • The Agent Observability Mandate
  • Tracing the Agent Engine Workflow
  • Establishing the Immutable Audit Trail

Module 2: Proactive Monitoring and Evaluation

  • Implementing Real-Time Metrics
  • Designing Actionable Alerting Policies
  • Evaluation for Continuous Improvement

Module 3: Tools for Observability on Google Cloud

  • Observability for Audit and Security
  • Scaling Agent Development and Deployment
  • Scaling the Observable Enterprise

Module 4: Agent Observability on Google Cloud: Quiz/Reflection

  • Review of Core Concepts

img-exam-cert

Frequently Asked Questions (FAQs)

  • Why get Google Cloud Platform (GCP) certified?

    Google Cloud certifications validate your expertise in cloud technologies and your proficiency in using Google Cloud Platform's vast array of services.

    These certifications are recognized globally and highly sought after by employers, as they demonstrate your ability to design, develop, and manage scalable and secure cloud solutions on GCP.

    Google Cloud-certified professionals are in high demand, opening doors to new career opportunities and higher earning potential.

  • What to expect for the examination?

    Google Cloud offers a variety of certification exams across different levels (Foundational, Associate, and Professional) covering various job roles and specializations.

    The exams typically consist of multiple-choice and multiple-select questions, as well as scenario-based questions that assess your ability to apply your knowledge in real-world situations.

    Note: Certification requirements and policies may be updated by Google Cloud from time to time. We apologize for any discrepancies; do get in touch with us if you have any questions.

  • How long is Google Cloud Platform (GCP) certification valid for?

    Most Google Cloud certifications, including Professional-level certifications, are valid for two years from the date of passing the exam.

    The Cloud Digital Leader and Associate Cloud Engineer certifications are valid for three years from the date of passing the exam.

    To maintain your certification, you will need to recertify by passing the latest version of the same exam or an equivalent higher-level certification exam before your current certification expires.

    You will receive a notification from Google Cloud prior to your certification's expiration date.

    Note: Certification requirements and policies may be updated by Google Cloud from time to time. We apologize for any discrepancies; do get in touch with us if you have any questions.

  • Why take this course with Trainocate?

    Here’s what sets us apart:

    - Global Reach, Localized Accessibility: Benefit from our geographically diverse training hubs in 24 countries (and counting!).

    - Top-Rated Instructors: Our team of subject matter experts (with high average CSAT and MTM scores) are passionate to help you accelerate your digital transformation.

    - Customized Training Solutions: Choose from on-site, virtual classrooms, or self-paced learning to fit your organization and individual needs.

    - Experiential Learning: Dive into interactive training with our curated lesson plans. Participate in hands-on labs, solve real-world challenges, and take on comprehensive assessments.

    - Learn From The Best: With 30+ authorized training partnerships and countless awards from Microsoft, AWS, Google – you're guaranteed learning from the industry's elite.

    - Your Bridge To Success: We provide up-to-date course materials, helpful exam guides, and dedicated support to validate your expertise and elevate your career.

Keep Exploring

Course Curriculum

Course Curriculum

Training Schedule

Training Schedule

Exam & Certification

Exam & Certification

FAQs

Frequently Asked Questions

img-improve-career.jpg

Improve yourself and your career by taking this course.

More Courses By Google Cloud

Browse All Courses
gcpcin-google-cloud-fundamentals-core-infrastructure-training
Cloud Infrastructure

Google Cloud Fundamentals: Core Infrastructure

Build a strong foundation in Google Cloud with Trainocate’s Google Cloud Fundamentals: Core Infrastructure course. Learn core services, architecture, and essential cloud concepts.
ILT VILT
Course Duration 1 Day
gcpgce-architecting-with-google-compute-engine-training
Cloud Infrastructure

Architecting with Google Compute Engine

Master cloud architecture with Google Compute Engine in Trainocate’s course. Learn to design, deploy, and manage scalable and secure infrastructure on Google Cloud.
ILT VILT
Course Duration 3 Days
gcpgke-architecting-with-google-kubernetes-engine-training
Cloud Infrastructure

Architecting with Google Kubernetes Engine v2.0

Trainocate’s Architecting with Google Kubernetes Engine v2.0 course teaches you to design, deploy, and manage scalable, secure, and reliable containerized applications on Google Cloud.
ILT VILT
Course Duration 2 Days
img-get-info.jpg

Ready to Take Your Business from Great to Awesome?

Level-up by partnering with Trainocate. Get in touch today.

Name*
Email*
Phone*
I'm inquiring for
Inquiry Details

By submitting this form, you consent to Trainocate processing your data to respond to your inquiry and provide you with relevant information about our training programs, including occasional emails with the latest news, exclusive events, and special offers.

You can unsubscribe from our marketing emails at any time. Our data handling practices are in accordance with our Privacy Policy.

Stay Connected. Be the first to Know.

Company

Vendors

Services

Customer Service

© Copyright Trainocate 2026. All rights reserved.