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.
Training BigQuery - Optimize Massive Analyses and GCP Costs
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41,306 programs · 25 countries
Every program built with a dedicated engineer
Companies: Aptar, ArcelorMittal, Equans, EDF, Ubisoft, Microsoft and Atos.
BigQuery training objectives
- Optimize advanced SQL queries with window functions and CTEs
- Manage partitioned and clustered datasets
- Integrate native machine learning with BigQuery ML
- Automate pipelines via scheduled queries
- Analyze performance and control slot costs
- Integrate BigQuery with Dataflow and Pub/Sub
Program
BigQuery curriculum: 4 modules over 4 days
Module 1 : Advanced Queries: Master Optimized SQL (BigQuery Console, Window Functions, CTEs)
Dive into executing complex queries via the BigQuery Console, practice analytic functions like ROW_NUMBER and LAG on real e-commerce datasets, build CTEs for massive joins, test timed exercises to speed up your analyses by 5x, produce your first scalable, ready-to-use reports.
Module 2 : Data Management: Partitioning and Clustering (BigQuery Tables, Schemas)
Create and optimize date-partitioned tables on terabytes of logs, apply multi-column clustering to reduce scans by 70%, migrate existing datasets through practical exercises, manage schemas with IAM for security, export to GCS live, leave with your optimized tables and maintenance scripts.
Module 3 : BigQuery ML and Scripting: Integrated AI (Models, Predictions)
Train ML models without leaving BigQuery using pure SQL, predict customer churn on real telecom cases, automate with JavaScript UDFs for custom transformations, integrate hyperparameter tuning for +20% precision, test end-to-end pipelines, generate deliverable Colab notebooks for your immediate AI projects.
Module 4 : Optimization and Integrations: Monitoring, Costs (Slots, Dataflow)
Analyze slots and costs via INFORMATION_SCHEMA for 40% savings, configure Budget API alerts, integrate Dataflow streams for real-time ETL, monitor with Cloud Monitoring on production-like exercises, automate scheduled queries, conclude with a capstone project deploying BigQuery-to-Dashboard.
How BigQuery skills are assessed
- Daily interactive quizzes
- Graded final ETL ML project
- Self-assessment of skills
How the BigQuery course is taught
- 70% hands-on real-world exercises
- 30% theory and GCP use cases
BigQuery training: access and practical arrangements
The Training BigQuery - Optimize Massive Analyses and GCP Costs 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 - Optimize Massive Analyses and GCP Costs 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 - Optimize Massive Analyses and GCP Costs 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.
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.
Our method
How Learni guarantees the quality of your BigQuery training
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.
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.
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.
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.
Our social commitment
A school kit donated to a child for every training booked
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
FAQ
BigQuery: frequently asked questions
Which tools are used in BigQuery training?+
Hands-on work runs on bigQuery Console, window Functions, CTEs, bigQuery Tables, schemas and models. Those tools come from the BigQuery program itself, delivered on site over 4 days, so participants practise on the stack they will use at work.
What can participants do after BigQuery training?+
They can optimize advanced SQL queries with window functions and CTEs, manage partitioned and clustered datasets and integrate native machine learning with BigQuery ML. Those are the stated objectives of the BigQuery program at Intermediate level, checked by the end-of-session assessment.
What does the BigQuery program cover, day by day?+
Day 1: Advanced Queries: Master Optimized SQL (BigQuery Console, Window Functions, CTEs). Day 2: Data Management: Partitioning and Clustering (BigQuery Tables, Schemas). Day 3: BigQuery ML and Scripting: Integrated AI (Models, Predictions). Day 4: Optimization and Integrations: Monitoring, Costs (Slots, Dataflow). The BigQuery program runs over 4 days, delivered on site.
How is BigQuery training assessed?+
Assessment relies on daily interactive quizzes, graded final ETL ML project and self-assessment of skills. Learni issues a completion certificate together with the individual assessment report at the end of the BigQuery program, which an L&D team can file as evidence.
How much does BigQuery training cost per participant?+
BigQuery training costs $4,620 per participant. For an in-company team, the flat rate starts at $7,865 for the whole group, up to 8 people. AWS, Azure or OVH infrastructure is extra, from $158 per day. The detailed quote, sent within one business day, adjusts the amount to the format and how far the syllabus is tailored to your team.
How long does BigQuery training take?+
4 days, available live online (US time zones) or on-site at your offices. Half-day tracks spread over several weeks are possible so the team stays operational.
Who pays for BigQuery training?+
Most US teams pay directly through their company L&D or training budget. Learni invoices in US dollars and accepts bank transfer (ACH/wire) or card, with volume pricing for teams. A purchase order is welcome.
What do participants need to know before BigQuery training?+
Mastery of basic SQL, knowledge of data analysis, access to a Google Cloud account.
Is a certificate issued after BigQuery training?+
Yes. A Learni completion certificate is issued, along with the individual evaluation report. Learni is a certified training provider and prepares for third-party certifications, but does not award them itself.
Does Learni provide the equipment for BigQuery training?+
No. A computer and a stable internet connection are required for each participant. Learni provides the learning platform, the trainer and all course materials.
Your professional training, anywhere
Let's build your BigQuery learning path.
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