# Bruin full LLM index

Bruin gives teams an AI data analyst in Slack, Microsoft Teams, Google Chat, WhatsApp, Discord, Telegram, email, and browser. It is built on an open-source-first data platform: Bruin CLI for SQL and Python pipelines, ingestr for data movement, and Bruin Cloud for orchestration, catalog, lineage, access controls, audit logs, quality checks, and observability.

## What Bruin is

- [Home](https://getbruin.com/) - Bruin's AI data team overview.
- [AI data analyst](https://getbruin.com/ai-data-analyst/) - Chat with company data, build dashboards, and trace issues.
- [Slack AI data analyst](https://getbruin.com/ai-data-analyst/slack/) - Ask governed company data questions from Slack.
- [WhatsApp AI analyst](https://getbruin.com/ai-data-analyst/whatsapp/) - Ask questions and get data answers in WhatsApp.
- [Platform](https://getbruin.com/platform/) - Ingestion, pipelines, lineage, governance, checks, and AI workflows.
- [Scheduled agents](https://getbruin.com/scheduled-agents/) - Run recurring AI analyses and reports.
- [Security](https://getbruin.com/security/) - Enterprise controls, auditability, and private deployment options.

## Open-source and docs

- [Bruin CLI docs](https://getbruin.com/docs/bruin/) - Author pipelines, run assets, validate data, and manage projects.
- [Bruin Cloud docs](https://getbruin.com/docs/bruin/cloud/overview.html) - Orchestration, schedules, notifications, catalog, and governance.
- [Connections docs](https://getbruin.com/docs/bruin/cloud/connections.html) - Connect warehouses, databases, and SaaS sources.
- [Asset definition schema](https://getbruin.com/docs/bruin/assets/definition-schema.html) - YAML schema for Bruin assets.
- [ingestr docs](https://getbruin.com/docs/ingestr/) - Scriptable ELT from SaaS tools, databases, files, and APIs.
- [Bruin GitHub repo](https://github.com/bruin-data/bruin) - Open-source CLI for pipelines and data quality checks.
- [ingestr GitHub repo](https://github.com/bruin-data/ingestr) - Open-source ingestion CLI.

## Learn and tutorials

- [Bruin Academy](https://getbruin.com/learn/) - Tutorial hub.
- [Bruin CLI](https://getbruin.com/learn/bruin-cli/) - Learn the CLI workflow.
- [Bruin Cloud](https://getbruin.com/learn/bruin-cloud/) - Create projects, connect data, and run pipelines.
- [AI data analyst](https://getbruin.com/learn/ai-data-analyst/) - Build a data analyst agent.
- [Connect data](https://getbruin.com/learn/ai-data-analyst/connect-data/) - Connect warehouse data for AI analysis.
- [Build context](https://getbruin.com/learn/ai-data-analyst/build-context/) - Add metadata and context for better answers.
- [Analyze data](https://getbruin.com/learn/ai-data-analyst/analyze-data/) - Ask analytical questions and inspect answers.
- [SEO optimizer agent](https://getbruin.com/learn/seo-optimizer-agent/) - Scheduled GA and GSC optimization workflow.
- [Data Engineering Zoomcamp Bruin companion guide](https://getbruin.com/learn/zoomcamp/) - Unofficial companion for the free DataTalks.Club course, showing learners how to build a portfolio-ready Bruin pipeline with ingestr, SQL/Python transforms, checks, and lineage.
- [Migrate Fivetran connectors to Bruin ingestr](https://getbruin.com/learn/fivetran-to-bruin-ingestr/) - Staged agent-assisted connector migration with a read-only Fivetran importer, review gates, and an isolated v0 validation run.

## Product and use cases

- [Ingestion](https://getbruin.com/product/ingestion/) - Data movement from SaaS tools, databases, APIs, and files.
- [Integrations](https://getbruin.com/integrations/) - Supported connectors and platform pages.
- [SaaS use case](https://getbruin.com/use-cases/saas/) - Analytics workflows for SaaS teams.
- [E-commerce use case](https://getbruin.com/use-cases/ecommerce/) - Customer, order, and marketing data analysis.
- [Dashboards use case](https://getbruin.com/use-cases/dashboards/) - AI-generated dashboards from company data.
- [Mobile gaming use case](https://getbruin.com/use-cases/mobile-gaming/) - App analytics, attribution, and monetization pipelines.

## Comparisons and alternatives

- [Alternatives to Airflow](https://getbruin.com/alternatives/airflow-alternative/) - Airflow comparison for data teams.
- [dbt vs Bruin](https://getbruin.com/comparisons/dbt-vs-bruin/) - Compare dbt with Bruin's broader workflow.
- [Fivetran vs Bruin](https://getbruin.com/blog/fivetran-vs-bruin/) - Compare managed ELT with Bruin.
- [Migrate from Fivetran to Bruin](https://getbruin.com/blog/migrate-from-fivetran-to-bruin/) - Postgres-to-BigQuery migration guide for cutting Fivetran MAR costs with Bruin and ingestr.
- [dbt vs Bruin article](https://getbruin.com/blog/dbt-vs-bruin/) - Blog comparison of transformation workflows.

## Articles

- [Build your own AI data analyst](https://getbruin.com/blog/build-your-own-ai-data-analyst/) - Practical AI analyst architecture.
- [Meet Bruin AI data analyst](https://getbruin.com/blog/meet-bruin-ai-data-analyst/) - Product introduction.
- [Prompt to dashboard conversational BI](https://getbruin.com/blog/prompt-to-dashboard-conversational-bi/) - Dashboard creation from prompts.
- [AI data analyst vs traditional BI](https://getbruin.com/blog/ai-data-analyst-vs-traditional-bi/) - BI workflow comparison.
- [Best AI data analyst tools 2026](https://getbruin.com/blog/best-ai-data-analyst-tools-2026/) - Tool comparison for AI-assisted analytics.
- [Best semantic layer tools 2026](https://getbruin.com/blog/semantic-layer-tools/) - Compare dbt Semantic Layer, Cube, Looker, Power BI, Tableau, AtScale, Lightdash, and Bruin CLI / DAC for BI, reusable metrics, dashboards, and AI agents.
- [What is CDC in data engineering? Change data capture explained](https://getbruin.com/blog/what-is-cdc-change-data-capture/) - Explains CDC, log-based database capture, CDC vs ETL, CDC vs incremental loading, popular CDC tools, Bruin and ingestr CDC support, delete handling, snapshots, offsets, and governed data pipeline design.
- [What is CDC streaming? Change data capture guide](https://getbruin.com/blog/what-is-cdc-streaming/) - Explains CDC streaming, real-time change data capture, database log readers, source offsets, Kafka topics and partitions, initial snapshots, deletes, schema evolution, lag monitoring, and Bruin CDC stream mode with Kafka ingestion support.
- [How to choose an incremental data loading strategy](https://getbruin.com/blog/how-to-choose-the-right-incremental-strategy/) - Decision framework for full refresh, append, merge, delete+insert, time_interval, SCD2, late-arriving data, source deletes, data quality checks, and CDC.
- [Best data pipeline tools 2026](https://getbruin.com/blog/best-data-pipeline-tools-2026/) - Pipeline tool comparison, including Dagster vs Prefect and AI-agent fit.
- [Best reverse ETL tools 2026](https://getbruin.com/blog/best-reverse-etl-data-activation-tools-2026/) - Segment vs Hightouch vs Census reverse ETL comparison, plus Bruin and other activation tools.
- [What is reverse ETL?](https://getbruin.com/blog/what-is-reverse-etl/) - Definition, examples, sync model, governance risks, and tool-selection guidance.
- [No-code data platform is a lie](https://getbruin.com/blog/no-code-data-platform-is-a-lie/) - Why data teams still need code and governance.
- [Hidden costs of DIY pipelines](https://getbruin.com/blog/hidden-costs-diy-pipelines/) - Operational costs of homegrown data platforms.
- [Export Firebase data to BigQuery](https://getbruin.com/blog/exporting-firebase-data-to-bigquery/) - Firebase Analytics export setup and BigQuery retention notes.
- [Reliable Firebase A/B tests](https://getbruin.com/blog/reliable-firebase-ab-tests/) - Firebase experiment analysis patterns.
- [Go is the best language for agents](https://getbruin.com/blog/go-is-the-best-language-for-agents/) - Agent engineering perspective.

## Contact and navigation

- [Support](https://getbruin.com/support/) - Contact Bruin.
- [Blog](https://getbruin.com/blog/) - All articles.
- [Sitemap](https://getbruin.com/sitemap.xml) - Canonical sitemap.