AI Analyst
For analystsAsk business questions in plain language, first from your editor, then from a governed Cloud agent.
6 guides - 98 min - Beginner to intermediate
Bruin Academy
Learn Bruin through guided paths, role tracks, and practical guides.
Start with AI analyst workflows or data pipelines, choose local setup or Cloud setup, then use role guides and the full library when you need a specific example.
73 guides and courses6 role tracksRuns on the open-source Bruin CLI
Pick a starting path.
Each path starts on your own machine, then moves the same project into Bruin Cloud. Follow the two stages in order, or jump straight to the one you need.
Data Pipeline
For data engineersIngest, transform, and validate data with the CLI, then schedule the same repo in Cloud.
7 guides - 91 min - Beginner
Tracks by role.
Pick the team you work on and jump straight to the tracks built for it.
Data Analyst / BI Analyst
9SQL in the Age of AI
SQLBruin AIBeginnerBuild an AI Data Analyst
Data AnalystMCPSQLdbt + Bruin AI Data Analyst
Data AnalystdbtBigQueryDashboards as Code with Bruin DAC
BIBruin DACDuckDBBuild Dashboards with an AI Agent
BIDashboardsBruin CloudMigrate Metabase Dashboards to Bruin
BIMetabaseBruin DACBuild Data Apps in Bruin Cloud
BIData AppsBruin CloudQuery Databases from Your IDE
SQLIDE ExtensionDatabaseBuild an AI Context Layer
Data AnalystMCPMetadataData Engineer / Analytics Engineer
12From Data Analyst to Analytics Engineer
Analytics EngineerSQLPythonLocal Pipeline Development
Data EngineerBruin CLIDuckDBEnd-to-End Pipeline: NYC Taxi
Data EngineerDuckDBData QualityBruin Cloud Deployment
Data EngineerBruin CloudGitHubOperate Bruin Cloud From the Terminal
Data EngineerBruin CloudBackfillsBuild a Self-Healing Pipeline Agent
Data QualityBruin AIMCPMigrate Fivetran Connectors to Bruin ingestr
ingestrFivetranMigrationGitHub for Data Practitioners
Analytics EngineerGitHubGitClickHouse + Bruin 101
Data EngineerClickHousePostgresBuild a Local DuckLake Lakehouse
Data EngineerDuckDBLakehouseDeploy Bruin with GitHub Actions
ProductionCI/CDGitHubBruin + Python
Data EngineerPythonSDKMarketing / Growth
4Finance / Investment
4Product Analyst
3Ecommerce / RevOps
4Browse the Academy library.
Start from a common setup, or narrow by product, stack, level, and role.
Common setups
Product
Type
Level
73 guides in 7 categories
Fundamentals
8Local Pipeline DevelopmentBeginnerBruin CLIIDE ExtensionBruin AI4 guides - 83 minInstall BruinBeginnerBruin CLIIDE Extension3 parts - 10 minChess Data to DuckDBBeginnerBruin CLIDuckDBingestr1 guide - 8 minBruin Core ConceptsBeginnerBruin CLI5 concepts - 25 minBruin for WorkBeginnerBruin CLIBruin CloudBruin AI5 role paths - Self-pacedUsing Bruin TemplatesBeginnerBruin CLIDuckDB2 steps - 8 minIDE ExtensionBeginnerBruin CLIIDE ExtensionLineage2 steps - 8 minData Engineering ZoomcampBeginnerBruin CLIingestrPython9 steps - Self-paced
Pipelines & modeling
14Oracle to DuckDBBeginnerBruin CLIDuckDB3 steps - 16 minBruin + PythonBeginnerBruin CLIPython2 steps - 22 minGitHub for Data PractitionersNewBeginnerGitHubBruin CLIdbt5 steps - 55 minDeterministic A/B Test BucketingIntermediateProduct AnalyticsA/B TestingExperimentation7 minReliable Firebase A/B Tests GuideIntermediateProduct AnalyticsFirebaseA/B Testing6 minUsing the Bruin Python SDKBeginnerBruin CLIPythonBigQuery12 minMaterializing Python Assets into Your WarehouseBeginnerBruin CLIPythonBigQuery10 minValidate Pipelines Before DeployingBeginnerBruin CLIIDE Extension3 min - videoNavigate Your Run HistoryAdvancedBruin CLIIDE Extension2 min - videoUnderstand Materialization with RenderIntermediateBruin CLIIDE Extension4 min - videoQuery Databases from Your IDEBeginnerBruin CLIIDE Extension2 min - videoAuto-Generate Asset DependenciesAdvancedBruin CLIIDE ExtensionLineage2 min - videoAuto-Generate Column Schema from Your DatabaseBeginnerBruin CLIIDE ExtensionMetadata2 min - videoRun Multiple Specific AssetsBeginnerBruin CLIIDE Extension2 min - video
Ingestion & sources
11Stripe Billing Analytics on BigQueryNewBeginnerBruin CLIingestrStripe6 steps - 21 minPostHog Product Analytics Pipeline with BigQueryNewIntermediateBruin CLIingestrPostHog7 steps - 41 minStock AnalystNewBeginnerBruin CLIBruin AIDuckDB6 steps - 60 minMarketing AnalystNewBeginnerBruin CLIBruin AIDuckDB6 steps - 60 minShopify Data PipelineNewIntermediateBruin CLIBruin CloudBruin AI6 steps - 70 minNotion to PostgreSQLBeginnerBruin CLIingestrNotion2 steps - 10 minMigrate Fivetran connectors to Bruin ingestrNewIntermediateBruin CLIingestrMCP5 steps - Self-pacedClickHouse + Bruin 101NewIntermediateBruin CLIClickHousePostgres6 steps - 71 minShopify to ClickHouseNewIntermediateBruin CLIingestrClickHouse4 steps - 31 minBuild a Local DuckLake LakehouseNewIntermediateBruin CLIDuckDBPostgres4 steps - 23 minIncremental vs. Full Refresh Runs in BruinBeginnerBruin CLIPythoningestr7 min
AI analysts & agents
16Build an AI Data AnalystIntermediateBruin CLIBruin AIMCP6 steps - 55 minFrom Data Analyst to Analytics EngineerNewBeginnerBruin CLIDuckDBData Quality14 steps - 105 minSQL in the Age of AI: Ask the DataNewBeginnerBruin CLIBruin AIDuckDB15 lessons - 153 minBuild an AI Context LayerNewBeginnerBruin CLIBruin AIMCP4 steps - 24 minSEO Optimizer AgentNewBeginnerBruin CloudBruin AISEO3 steps - 26 minBuild a Self-Healing Pipeline AgentNewIntermediateBruin CLIBruin CloudBruin AI4 steps - 70 minGrowth MarketingNewBeginnerBruin CloudBruin AISEO5 workflows - Self-pacedDeploy a Slack AI AgentBeginnerBruin CloudBruin AISlack9 steps - 20 minEnd-to-End Pipeline: NYC TaxiIntermediateBruin CLIDuckDBBruin AI4 steps - 40 mindbt + Bruin AI Data AnalystNewIntermediateBruin CLIBruin AIBigQuery5 steps - 45 minChat with an AI AgentBeginnerBruin CloudBruin AI6 min - videoConfigure AI AgentsBeginnerBruin CloudBruin AI6 min - videoSchedule an AI AgentBeginnerBruin CloudBruin AI6 min - videoConnect Bruin Cloud MCP to Claude CodeAdvancedBruin CloudBruin AIMCP5 min - videoAI Analyst for Stock Market Data with BigQuery & ClaudeIntermediateBruin CLIBigQueryMCP15 min - videoSet Up Bruin MCP with Claude CodeBeginnerBruin CLIBruin AIMCP3 min - video
Dashboards & BI
6Cloud AI AgentBeginnerBruin CloudBruin AISlack5 guides - 43 minGA4 and Search Console Reporting on BigQueryNewIntermediateBruin CLIGA4Search Console4 steps - 33 minDashboards as Code with Bruin DACNewBeginnerBruin DACDuckDBDashboards4 steps - 20 minAI Data Analyst OnboardingBeginnerBruin CloudBruin AISlack7 steps - 15 minBuild Dashboards with an AI AgentNewBeginnerBruin CloudBruin AIDashboards5 min - videoBuild Data Apps in Bruin CloudNewBeginnerBruin CloudBruin AIDashboards4 steps - 24 min
Bruin Cloud operations
4Pipelines OverviewBeginnerBruin Cloud5 min - videoMigrate a Project to the Bruin GitHub AppBeginnerBruin CloudGitHub2 minDeploy an AI Analyst to Bruin Cloud & SlackIntermediateBruin CloudSlackBruin CLI20 min - videoConnect a Slack AI Analyst to the Stock MarketIntermediateBruin CloudSlackBruin CLI20 min - video
Deployment & production
14Bruin Cloud DeploymentBeginnerBruin CloudDeploymentProduction3 starter guides - 12 minSalesforce to Snowflake ELTNewAdvancedBruin CLIBruin CloudBruin AI15 min - videoOperate Bruin Cloud From the TerminalNewIntermediateBruin CloudBruin CLIBruin AI5 steps - 22 minMigrate Metabase Dashboards to BruinNewIntermediateBruin DACDashboardsBruin Cloud5 steps - 33 minDeploy Bruin with Apache AirflowAdvancedBruin CLIDeploymentAirflow4 minDeploy Bruin with AWS ECSAdvancedBruin CLIDeploymentAWS4 minDeploy Bruin with AWS LambdaAdvancedBruin CLIDeploymentAWS4 minDeploy Bruin with GitHub ActionsIntermediateBruin CLIDeploymentCI/CD4 minDeploy Bruin with GitLab CI/CDIntermediateBruin CLIDeploymentCI/CD4 minDeploy Bruin with Google Cloud Run JobsAdvancedBruin CLIDeploymentGCP4 minDeploy Bruin on Ubuntu with CronIntermediateBruin CLIDeploymentProduction4 minCreate a ProjectBeginnerBruin CloudProductionDeployment4 min - videoManage ConnectionsBeginnerBruin CloudProductionDeployment4 min - videoEnable a PipelineBeginnerBruin CloudProductionDeployment4 min - video
Ready to run this for real?
Every guide here runs on the open-source Bruin CLI. When you need scheduled runs, shared connections, lineage, and governed AI agents, the same project moves to Bruin Cloud unchanged.