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Training BigQuery - Analyze Terabytes of Data Quickly

Ref: APT923
10 people max.
From $4,620 HT / per person
On-site on request · +$540 with certification exam
4 days
Remote

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Equans
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Equans
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Microsoft
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ArcelorMittal
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Ubisoft
Microsoft
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Learning objectives

  • Master advanced BigQuery SQL queries for scalable professional analyses
  • Optimize BigQuery job performance and costs on petabytes of data
  • Implement automated ETL pipelines with Dataflow and BigQuery ML
  • Configure governance, security and sharing of certified datasets
  • Develop real-time analyses via Streaming Inserts and Subscriptions
  • Integrate BigQuery with Looker Studio for interactive enterprise dashboards
  • Deploy predictive ML models with BigQuery ML in production
A child walking to school with a backpack
Our social commitment

A school kit donated to a child for every training

To fight inequalities in access to education, Learni donates a complete school kit to a child in need for every training booked. You build your skills, a child heads back to school.

  • Backpack, notebooks and essential supplies
  • Distributed through our partner charities
  • Included, at no extra cost to you

The Learni story

Founded by engineers and learning experts, Learni's mission is to make high-impact tech training accessible to teams everywhere. We work remotely with organizations across the US and Canada, in your time zone, to help teams upskill fast.

Don't let this gap widen

Why this program matters

  • Without advanced BigQuery mastery, your teams waste up to 60% of cloud budget on unoptimized queries, with execution times multiplied by 10 on terabytes of data.

  • Data analysts spend 40% of their time debugging unexpected costs, causing critical reporting delays and 25% losses in business opportunities.

  • In 2024, 68% of GCP companies fail their BI audits due to lack of BigQuery governance, risking GDPR fines and massive competitive gaps.

  • Every quarter without certified skills widens a productivity gap estimated at 50k€ per analyst.

Allan BUSI
Allan BUSI

Learni trainer · AI expert

73%productivity gap
×3cost of inaction

Program

Module 1Advanced BigQuery Queries: Optimize SQL on Massive Datasets (window functions, CTE, partitioning)

Dive into complex BigQuery queries by practicing advanced analytic functions like ROW_NUMBER and LAG, building recursive CTEs for data hierarchies, partitioning and clustering to accelerate scans, exercises on real 1 TB datasets from companies, manual slot optimization with cost analysis, production of reusable materialized views, and personalized code review to validate your professional skills.

Module 2BigQuery Performance and Costs: Tuning Jobs and Slots (query plans, caching, BI Engine)

Learn to decipher execution query plans in BigQuery Console, enable caching and BI Engine for x10 accelerations on BI queries, dynamic slot management to avoid overcosts, enterprise workload simulations with traffic peaks, refactoring slow queries via approximations and sampling, monitoring via Cloud Monitoring to alert on waste, and development of a quantified optimization plan applicable immediately to your certified projects.

Module 3BigQuery Pipelines and ML: Integrate Dataflow and BigQuery ML (serverless ETL, predictive models)

Build automated ETL pipelines linking Dataflow to BigQuery for batch and streaming ingestion, creation of external tables from GCS and Pub/Sub, training native ML models with BigQuery ML on raw data, hyperparameter tuning and cross-validation in a few SQL statements, deployment of forecasts for sales or churn, end-to-end tests on concrete enterprise cases, and generation of Terraform scripts for reproducible infrastructure as code in teams.

Module 4BigQuery Governance and Integrations: Security, Looker and Real-Time (IAM, authorized views, Streaming)

Master BigQuery security via IAM policies, authorized views and column-level security for GDPR compliance, configuration of cross-project shared datasets, seamless integration with Looker Studio for live dashboards, implementation of Streaming Inserts for real-time analyses on IoT or logs, collaborative exercises in multi-user mode, governance audit with Data Catalog, and finalization of an ongoing project deployed with monitoring, ready for production in certified enterprise.

Evaluation method

  • Advanced multiple-choice quiz on BigQuery SQL and optimization
  • Practical case studies with large datasets
  • Presentation of the ongoing ETL/ML pipeline project to the expert trainer

Learning method

  • Courses led by a Google Cloud certified trainer active in data engineering
  • Practical exercises on real enterprise datasets and simulated petabytes
  • Progressive ongoing ETL/ML project over 4 days
  • Detailed course materials and online GCP resources provided to each participant

Methods, materials and delivery

The Training BigQuery - Analyze Terabytes of Data Quickly program is delivered onsite or remote (blended-learning, virtual classroom, remote presence). At Learni, an industry-certified training organization, every program is built to maximize skills acquisition regardless of the chosen format.

The trainer alternates between demonstrative, interrogative and active methods (through hands-on labs and/or scenarios). This pedagogical approach guarantees concrete learning that's immediately applicable at work.

Equipment required

For the smooth delivery of the Training BigQuery - Analyze Terabytes of Data Quickly program, the following equipment is required:

  • Mac or PC computers, high-speed fiber internet, whiteboard or flipchart, projector or interactive touch screen (for remote sessions)
  • Training environments installed on workstations or accessible online
  • Course materials, hands-on exercises and complementary resources
  • Post-training access to materials and educational resources

For intra-company training on a site outside Learni, the client commits to providing all required teaching materials (computers, internet, etc.) for the smooth delivery of the program in line with the prerequisites in the communicated program.

* contact us for remote delivery feasibility** ratio varies depending on the program

Skills assessment methods

Assessment of skills acquired during the Training BigQuery - Analyze Terabytes of Data Quickly program is performed through:

  • During training: case studies, hands-on labs and professional scenarios
  • End of training: self-assessment questionnaire and skills evaluation by the trainer
  • After training: completion certificate detailing acquired skills

Program accessibility

Learni is committed to making its programs accessible. All our programs are accessible to people with disabilities. Our teams are available to adapt the pedagogical methods to your specific needs. Please contact us for any adjustment request.

Enrollment terms and lead times

Registration is possible up to 48 business hours before the start of training. All our programs are built for corporate L&D budgets and delivered onsite or remotely.

Our method

Training quality, guaranteed at every step

Before, during, after: we frame the brief, introduce the trainer, tailor the content and measure impact. You stay in control from kickoff to wrap-up.

Step 1

Rigorous trainer selection

Each trainer is validated on three criteria: hands-on field expertise, proven pedagogy and alignment with your industry.

  • Triple validation: technical, pedagogical, sectoral.
  • Minimum rating 4.8/5 over the last 12 sessions.
Step 2

You meet the trainer beforehand

30-minute video call between you and the selected trainer to validate the fit, adjust content and clear any final doubts.

  • Live briefing on goals and team context.
  • Veto right — we swap the trainer for free if needed.
Step 3

Content tailored to your context

No recycled slides. The syllabus is reworked from your real cases: tools, constraints, vocabulary, ongoing projects.

  • Hands-on cases drawn from your stack and projects.
  • Program co-written then validated by your team.
Step 4

Continuous quality follow-up

Live evaluations, 30/90/180-day check-ins and a consolidation plan. If the impact misses the mark, we rework it.

  • NPS, knowledge quizzes and skills self-assessment.
  • Satisfaction guarantee: fully satisfied or free rework.

A simple promise: you don't pay to discover the trainer on day one. Everything is validated upfront, by you.

FAQ

Frequently asked questions

How much does the Training BigQuery - Analyze Terabytes of Data Quickly training cost?+
The price is $4,620 (USD) per participant. A detailed quote is sent within one business day.
How long is the Training BigQuery - Analyze Terabytes of Data Quickly training?+
The training lasts 4 journées, available live online (US time zones) or on-site at your offices.
How is this training paid for?+
Most US teams pay directly through their company (L&D or training budget). We invoice in US dollars and accept bank transfer (ACH/wire) or card, with volume pricing for teams. A purchase order is welcome.
Are there any prerequisites?+
Advanced mastery of SQL, experience on Google Cloud Platform, management of large datasets and ETL
Is a certificate delivered at the end?+
Yes. A Learni completion certificate is issued, along with the individual evaluation report.
Does Learni provide the equipment?+
No. A computer and stable internet connection are required for the participant. Learni provides the educational platform, the trainer and all course materials.
On-site & remote

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