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Developing Data Models with LookML

Developing Data Models with LookML by Google equips data developers and analysts with skills to build scalable, performant data models using LookML, solving the critical pain point of inconsistent, unreliable data access for business users. With over 535,000 professionals certified in Google Cloud technologies, this course delivers hands-on expertise in modeling dimensions, measures, and Explores to ensure trusted, self-service analytics.

This training prepares learners for the LookML Developer skill path, enhancing career readiness in data modeling roles. Koenig Solutions provides 30-day lab access with official vendor-authorized courseware, enabling practical mastery. Graduates gain the confidence to lead data curation initiatives and drive data-driven decision-making across organizations.

40 Hours (5 Days)
Live Online / Classroom
1+ professionals trained

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Course Overview

The Developing Data Models with LookML course by Google is designed for data analysts, analytics engineers, and BI developers aiming to master scalable data modeling using Looker Modeling Language (LookML). This training supports professionals preparing for the Google Cloud certification pathways related to Looker, particularly those targeting roles in data curation and semantic modeling. Participants should have foundational knowledge of SQL, Git, and the Looker interface, with prior experience in data exploration being beneficial. As enterprise adoption of Looker grows—driven by Google’s integration of Looker into its Cloud platform—demand for skilled LookML developers has surged, with 70% of large organizations now leveraging Looker for self-service analytics.

This course provides hands-on experience with core Google Cloud tools including Looker IDE, BigQuery, and Git-based version control systems, enabling students to build and manage LookML projects effectively. Learners work within the Looker development environment to model dimensions, measures, and Explores, and create derived tables to extend existing datasets. A key lab component involves constructing a complete LookML model from scratch, including defining joins, setting up persistent derived tables, and implementing datagroups to manage caching policies. Students also convert user-defined dashboards into LookML-managed assets, simulating real-world scenarios where standardized, reusable data models are deployed across large organizations for consistent reporting.

By completing Developing Data Models with LookML, learners gain critical skills that align with Google Cloud’s Looker certification tracks, enhancing career advancement in high-demand analytics roles. Certified professionals report salary increases of 15–25%, with mid-level Looker developers earning between $10,000 and $14,000 monthly. Koenig Solutions supports this journey with Guaranteed-to-Run scheduling, official Google Cloud courseware, and 1-on-1 mentoring, ensuring learners master both theoretical and practical aspects. Graduates are positioned to lead data modeling initiatives, driving enterprise-wide adoption of trusted, reusable metrics in modern cloud analytics environments.

What You'll Learn

Define LookML components and their role in Google Looker, the leading data platform, to optimize your data modeling skills
Model dimensions and measures using LookML in Google Looker, enabling precise data analysis and reporting
Design Explores with LookML to empower users with flexible and intuitive data exploration tools
Implement derived tables in Google Looker to create custom data sets that meet specific business needs
Configure caching policies using datagroups in Looker to improve report performance and reduce query load
Manage LookML project lifecycle with Git in Google Cloud to ensure reliable collaboration and version control

Prerequisites

Recommended knowledge before taking this course
  • Basic understanding of SQL, essential for developing data models with LookML in Google’s Looker platform
  • Familiarity with Git version control concepts to manage LookML code effectively
  • Experience with Looker business user features such as Explores, visualizations, and dashboards to grasp data modeling context
  • Understanding of data modeling fundamentals including dimensions, measures, and joins to build accurate models
  • Exposure to symmetric aggregation and filtering in analytics tools to optimize data analysis
  • Recommended: Completion of Analyzing and Visualizing Data in Looker or equivalent experience to ensure readiness
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Certification Exam

Everything you need to know about the Developing Data Models with LookML certification exam

Exam Details
Exam Name
Format
Multiple choice, labs & case studies
Questions
Duration
Passing Score
Validity
Retake Policy
Candidates must wait 14 days between attempts; no limit applies, though each attempt requires the full $250 fee
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Course Curriculum

Structured learning with hands-on labs and real-world scenarios

1
Day 1– Mastering Google Looker and LookML
Looker and LookML fundamentals Navigating the Looker IDE Structuring View files and Model files Managing Git integration workflows Analyzing BigQuery SQL generation Optimizing LookML development cycles Defining core LookML terminology Implementing Git version control
2
Day 2– Developing Data Models with LookML
Anatomy of LookML projects Modeling dimensions and measures Implementing dimension types and parameters Defining measure types and aggregations Mastering dimension and measure logic Designing efficient LookML dashboards Using Liquid for dynamic LookML Lab: Building dimensions and measures
3
Day 3– Modeling Explores for Business Users
Developing high-performance Explores Filtering Explores via LookML Applying symmetric aggregation concepts Connecting Explores to BigQuery datasets Best practices for Explore design User-centric data modeling strategies Managing LookML project hierarchies Optimizing IDE Explore connectivity
4
Day 4– Advanced Derived Tables in LookML
Introduction to derived tables Building SQL derived tables Implementing native derived tables Configuring persistent derived tables (PDTs) Optimizing native table parameters Managing Looker caching strategies Overview of Looker datagroups Implementing efficient datagroup policies
5
Day 5– Advanced LookML Architecture and Security
Implementing LookML Refinements Extending LookML objects with Extends Configuring Access Filters for data security Managing User Attributes for dynamic filtering Integrating with the Looker API Advanced query optimization techniques Managing enterprise caching policies Scaling LookML project architecture

What's Included in Your Training

Every enrollment comes packed with resources to maximise your learning and exam success

Career Outcomes

88%

of Developing Data Models with LookML certified professionals report career advancement within 6 months

Salary Impact

+28%

Average salary increase reported after obtaining the Developing Data Models with LookML certification

Typical Salary Range (Global)
Entry$90,000–$115,000
Mid$115,000–$145,000
Senior$145,000–$180,000

*Source: Glassdoor / LinkedIn 2025

Job Roles

6
  • LookML Developer
  • Business Intelligence Engineer
  • Data Modeling Specialist
  • Analytics Engineer
  • Semantic Layer Architect
  • Cloud BI Developer

Companies Hiring

5,000+
Google Deloitte Accenture Snowflake Meta Salesforce TCS Capgemini Ernst & Young

and 5,000+ organizations worldwide seeking Developing Data Models with LookML certified professionals

Real Transformations

Course Student Reviews

Real results from IT professionals who trained with Koenig — rated 4.9/5 from 18,400+ verified reviews.

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  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified
  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified

Frequently Asked Questions

Everything you need to know about the Developing Data Models with LookML training course

Is the certification exam included in the Developing Data Models with LookML course, and what is the exam fee?
The Google certification exam is not included in the Developing Data Models with LookML course and requires a separate purchase. The official Google LookML Developer exam fee is $250 USD, plus applicable taxes, as detailed on the Google Cloud certification portal.
What training formats does Koenig offer for Developing Data Models with LookML, and is Guaranteed-to-Run scheduling available?
Koenig provides live online instructor-led training and classroom sessions for Developing Data Models with LookML. We offer Guaranteed-to-Run scheduling to ensure your training proceeds as planned. Self-paced learning modules are currently not available for this specific Google course.
How long is lab access provided, and what environment is used during the Developing Data Models with LookML course?
You receive 30 days of lab access post-completion, utilizing Google Cloud-hosted sandbox environments. These cloud-based labs facilitate hands-on practice with the Looker IDE, complex LookML modeling, and derived tables, removing the need for any local software configuration.
What is Koenig's rescheduling and cancellation policy for the Developing Data Models with LookML course?
Koenig permits free rescheduling up to 7 days before your start date; changes within 7 days incur a 10% fee. Cancellations made 7+ days in advance receive a full refund minus 10% administrative charges, while late cancellations are non-refundable.
What is the format, number of questions, time limit, and passing score for the Google LookML Developer certification exam?
The Google LookML Developer exam features approximately 50 multiple-choice and multiple-select questions with a 100-minute time limit. Google does not publish a specific passing score; results are pass/fail based on meeting a rigorous industry-standard competency threshold.
How long is the Google LookML Developer certification valid, and what is the renewal process and cost?
The Google LookML Developer certification remains valid for two years. Renewal requires passing the current exam again at the full $250 USD fee. There is currently no continuing education or abbreviated renewal path available for this professional certification.
Does Koenig provide post-training support such as mentor access, community forums, or course retake options after completing Developing Data Models with LookML?
Koenig offers 30 days of post-training instructor email support, community forum access, and one free course retake within one year. Optional expert mentor access is available through our premium add-on plans starting at $99 per month.
What are the prerequisites or recommended experience needed before taking the Developing Data Models with LookML course?
Learners should possess a foundational understanding of SQL, Git, and the Looker business user interface. We strongly recommend completing the Analyzing and Visualizing Data in Looker course if you lack prior experience with Looker data exploration.
What career impact and salary benefits can professionals expect after earning the Google LookML Developer certification?
LookML Developers earn an average salary of $110,000–$140,000 in the U.S., with certified professionals often seeing a 15–20% increase in earning potential. This certification validates essential data modeling skills highly valued in modern cloud analytics roles.
How does instructor-led training for Developing Data Models with LookML compare to self-study in terms of exam success and skill retention?
Instructor-led training improves exam pass rates by 35% compared to self-study, per Koenig's internal data. Our course features guided labs, real-world projects, and expert feedback, resulting in superior LookML modeling proficiency and faster certification achievement for our students.

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