WrenAI OSS Deep Dive: Semantic Modeling, Text to SQL, and Guardrails Training Course
WrenAI is an open-source generative BI tool that enables natural language to SQL conversion and semantic data modeling.
This instructor-led, live training (online or onsite) is aimed at advanced-level data engineers, analytics engineers, and ML engineers who wish to build robust semantic layers, tune prompts, and ensure reliable SQL generation.
By the end of this training, participants will be able to:
- Implement semantic models for consistent metric definitions across teams.
- Optimize text-to-SQL performance for accuracy and scalability.
- Configure and enforce guardrails to avoid invalid or risky queries.
- Integrate WrenAI OSS into data pipelines and analytics workflows.
Format of the Course
- Interactive lecture and discussion.
- Lots of exercises and practice.
- Hands-on implementation in a live-lab environment.
Course Customization Options
- To request a customized training for this course, please contact us to arrange.
Course Outline
Introduction to WrenAI OSS
- Overview of WrenAI architecture
- Key OSS components and ecosystem
- Installation and setup
Semantic Modeling in Wren AI
- Defining semantic layers
- Designing reusable metrics and dimensions
- Best practices for consistency and maintainability
Text to SQL in Practice
- Mapping natural language to queries
- Improving SQL generation accuracy
- Common challenges and troubleshooting
Prompt Tuning and Optimization
- Prompt engineering strategies
- Fine-tuning for enterprise datasets
- Balancing accuracy and performance
Implementing Guardrails
- Preventing unsafe or costly queries
- Validation and approval mechanisms
- Governance and compliance considerations
Integrating WrenAI into Data Workflows
- Embedding Wren AI in pipelines
- Connecting to BI and visualization tools
- Multi-user and enterprise deployments
Advanced Use Cases and Extensions
- Custom plugins and API integrations
- Extending WrenAI with ML models
- Scaling for large datasets
Summary and Next Steps
Requirements
- Strong understanding of SQL and database systems
- Experience with data modeling and semantic layers
- Familiarity with machine learning or natural language processing concepts
Audience
- Data engineers
- Analytics engineers
- ML engineers
Need help picking the right course?
uae@nobleprog.com or +971 4871 6715
WrenAI OSS Deep Dive: Semantic Modeling, Text to SQL, and Guardrails Training Course - Enquiry
Upcoming Courses
Related Courses
Governance and Security Patterns for WrenAI in the Enterprise
14 HoursWrenAI is an AI-driven analytics platform engineered to bridge data sources, model insights, and produce dynamic dashboards. Within enterprise settings, implementing robust governance and security measures is essential to guarantee safe and compliant adoption.
This instructor-led, live training (available online or on-site) is tailored for advanced-level enterprise professionals seeking to deploy governance, compliance, and security frameworks for WrenAI at scale.
Upon completion of this training, participants will be equipped to:
- Design and implement permissioning architectures within WrenAI.
- Apply auditability and monitoring protocols to ensure compliance.
- Establish secure environments with enterprise-grade controls.
- Safely deploy WrenAI across large organizational structures.
Course Format
- Interactive lectures and discussions.
- Hands-on labs focused on governance and security configurations.
- Practical exercises that simulate enterprise rollout scenarios.
Customization Options
- To arrange customized training for this course, please contact us.
Modernizing Legacy BI with WrenAI: Adoption, Migration, and Change Management
14 HoursWrenAI empowers organizations to shift from static dashboards to conversational analytics and embedded generative BI. This transformation necessitates strategic adoption planning, comprehensive asset migration, and robust change management practices.
This instructor-led, live training (available online or onsite) is designed for intermediate-level BI and data platform professionals aiming to modernize their legacy BI systems using WrenAI.
Upon completion of this training, participants will be equipped to:
- Assess legacy BI environments and pinpoint modernization opportunities.
- Plan and execute migrations from static dashboards to WrenAI.
- Implement conversational analytics and embedded GenBI functionalities.
- Drive organizational change management efforts for BI modernization.
Course Format
- Interactive lectures and discussions.
- Practical exercises focused on migration and adoption planning.
- Hands-on labs covering conversational analytics and embedded GenBI.
Course Customization Options
- To request tailored training for this course, please contact us to arrange.
Quality and Observability for WrenAI: Evaluation, Prompt Tuning, and Monitoring
14 HoursWrenAI facilitates the conversion of natural language into SQL and provides AI-driven analytics, streamlining data access and making it more intuitive. For enterprise-level applications, rigorous quality assurance and observability practices are critical to guarantee accuracy, reliability, and regulatory compliance.
This instructor-led live training, available online or onsite, is designed for advanced data and analytics professionals seeking to assess query accuracy, apply prompt tuning methods, and establish observability practices for monitoring WrenAI in production environments.
Upon completion of this training, participants will be equipped to:
- Assess the accuracy and reliability of natural language to SQL outputs.
- Implement prompt tuning techniques to enhance system performance.
- Monitor data drift and query behavior over time.
- Integrate WrenAI with logging and observability frameworks.
Course Format
- Interactive lectures and discussions.
- Practical exercises focused on evaluation and tuning techniques.
- Hands-on labs covering observability and monitoring integrations.
Customization Options
- For tailored training arrangements, please contact us to discuss your specific needs.
Building with the WrenAI API: Applications, Charts, and NL to SQL
14 HoursThe WrenAI API serves as a robust interface for transforming natural language into SQL queries, constructing bespoke applications, and embedding visualizations within internal platforms.
This instructor-led live training (available online or onsite) targets intermediate-level engineers seeking to leverage the WrenAI API for practical use cases, such as SQL generation, data visualization, and application integration.
Upon completing this training, participants will be equipped to:
- Authenticate and link applications to the WrenAI API.
- Derive SQL queries from natural language prompts.
- Generate and embed charts utilizing API endpoints.
- Integrate WrenAI into backend infrastructure and internal tools.
Course Format
- Interactive lectures and discussions.
- Practical exercises involving API calls and integrations.
- Real-world projects connecting applications, charts, and data pipelines.
Customization Options
- For tailored training on this course, please reach out to us to make arrangements.
WrenAI Cloud Essentials: From Data Sources to Dashboards
14 HoursWrenAI Cloud is a contemporary platform designed for linking data sources, modeling data, and creating interactive dashboards.
This instructor-led, live training (available online or onsite) targets beginner to intermediate-level data professionals eager to master the setup of WrenAI Cloud, model data, and visualize insights within dashboards.
Upon completion of this training, participants will be able to:
- Set up and configure WrenAI Cloud environments.
- Connect WrenAI Cloud to various data sources.
- Model data and define relationships for analytics.
- Create interactive dashboards for business insights.
Format of the Course
- Interactive lecture and discussion.
- Hands-on cloud platform configuration and data modeling.
- Practical exercises in dashboard building and visualization.
Course Customization Options
- To request a customized training for this course, please contact us to arrange.
WrenAI for Financial Analytics: KPI Modeling and Regulatory-Aware Dashboards
14 HoursWrenAI empowers finance teams to model KPIs, integrate standardized metrics, and design dashboards that align with regulatory requirements and audit standards.
This instructor-led, live training (online or onsite) is aimed at intermediate-level to advanced-level finance professionals who wish to use WrenAI for building compliant financial data models and dashboards that support decision-making and risk management.
By the end of this training, participants will be able to:
- Model financial KPIs and metrics in WrenAI.
- Build dashboards aligned with regulatory and audit requirements.
- Integrate WrenAI with finance data sources for real-time reporting.
- Apply best practices for financial analytics and risk monitoring.
Format of the Course
- Interactive lecture and discussion.
- Hands-on exercises with financial data models.
- Practical labs on dashboard design and compliance reporting.
Course Customization Options
- To request a customized training for this course, please contact us to arrange.
WrenAI for Product Teams: Conversational Analytics and Self-Service BI
14 HoursWrenAI serves as a conversational analytics platform that converts natural-language queries into dependable analytics. This empowers non-technical teams to generate insights rapidly and consistently.
This instructor-led live training, available either online or onsite, targets intermediate-level product managers, analysts, and data champions seeking to implement conversational analytics and establish self-service BI capabilities using WrenAI.
Upon completion of this training, participants will be capable of:
- Designing conversational analytics workflows that reveal reliable product insights.
- Developing and maintaining a standardized metrics layer to ensure consistent reporting.
- Effectively utilizing natural-language to SQL features to address product-related inquiries.
- Integrating WrenAI-powered self-service dashboards and safeguarding mechanisms into product workflows.
Course Format
- Interactive lectures and discussions.
- Practical labs involving Wren AI and sample datasets.
- Workshop session to construct a self-service dashboard and a set of conversational queries.
Course Customization Options
- For requests regarding customized training for this course, please contact us to make arrangements.
Deploying WrenAI for SaaS: Embedded GenBI in Customer-Facing Products
14 HoursWrenAI empowers SaaS providers to seamlessly embed generative business intelligence (GenBI) directly into their customer-facing applications. This course equips SaaS teams with the expertise to integrate Wren AI via its Embedded API, configure white-label analytics solutions, and manage multi-tenant deployments effectively.
Delivered as an instructor-led, live training session (available online or onsite), this program is designed for intermediate to advanced SaaS product leaders, data engineers, and full-stack developers aiming to deploy WrenAI as an embedded analytics solution within SaaS environments.
Upon completion of this training, participants will be capable of:
- Integrating WrenAI via the Embedded API for customer-facing applications.
- Implementing white-label conversational BI with tailored branding and customization.
- Designing secure and scalable multi-tenant deployments.
- Monitoring usage, optimizing performance, and ensuring compliance in SaaS environments.
Course Format
- Interactive lectures and discussions.
- Hands-on labs utilizing the WrenAI Embedded API.
- Workshop: Design and deploy a white-label analytics feature tailored to a SaaS use case.
Course Customization Options
- To request a customized training session for this course, please contact us to arrange.
Operational Analytics with WrenAI Spreadsheets and Metrics Library
14 HoursWrenAI Spreadsheets and the Metrics Library facilitate rapid reporting by combining AI-driven spreadsheet workflows with a repository of pre-built, cross-platform business metrics.
This instructor-led live training, available both online and onsite, targets beginner to intermediate operations professionals seeking to accelerate their reporting and analytical capabilities using WrenAI Spreadsheets and the Metrics Library.
Upon completing this training, participants will be able to:
- Develop AI-powered spreadsheets for robust data analysis and reporting.
- Utilize the WrenAI Metrics Library to implement standardized KPIs.
- Link spreadsheets to various data sources to ensure live data updates.
- Establish automated workflows to streamline operational reporting processes.
Course Format
- Interactive lectures and discussions.
- Practical, hands-on experience building spreadsheets with WrenAI.
- Applied exercises focused on metrics and KPI reporting.
Customization Options
- To request a tailored training session for this course, please contact us to arrange it.