dbt Resources

dbt Expectations Comprehensive Summary

Comprehensive guide to dbt-expectations package and testing methodologies

dbt Merge Complete Guide

Complete guide to dbt merge operations and best practices

dbt Modeling Guidelines

Guidelines and best practices for dbt data modeling

dbt Utils Macros Comprehensive Summary

Comprehensive summary of dbt-utils package macros and utilities

dbt Incremental Strategies Guide

Complete guide to dbt incremental models and materialization strategies

dbt Macros Comprehensive Guide

Comprehensive guide to creating and using dbt macros for code reusability and dynamic SQL generation

dbt Lambda Functions and Functional Programming Comprehensive Guide

Complete guide to functional programming patterns in dbt using lambda-like functions, higher-order functions, and advanced Jinja templating

dbt CI/CD Pipelines: Complete Production Deployment Guide

Comprehensive guide to implementing robust CI/CD pipelines for dbt projects, from basic automation to advanced production deployment strategies

Data Integrity in dbt: A Migration Guide from Traditional SQL

Complete guide for migrating from traditional database constraints (SQL Server, Oracle, PostgreSQL) to dbt's data testing and validation approach, with practical examples and migration strategies

dbt Performance Optimization: Complete Production Strategy Guide

Advanced performance optimization techniques for dbt in production environments. Learn query optimization, warehouse-specific strategies, cost control, and monitoring for scalable data transformations

dbt Semantic Layer Implementation: Complete Enterprise Guide to MetricFlow

Cutting-edge guide to implementing the dbt Semantic Layer with MetricFlow. Master semantic models, advanced metric definitions, BI tool integrations, and enterprise governance patterns for scalable analytics

dbt Change Data Capture (CDC): Complete Implementation Guide

Comprehensive guide to implementing Change Data Capture patterns in dbt for tracking and processing data changes over time. Learn timestamp-based, log-based, trigger-based, and snapshot comparison CDC methods with real-time processing, SCD integration, and production monitoring