dlt Resources
Official Documentation
Core Documentation
-
dlt Docs: https://dlthub.com/docs/
- Complete documentation
- Getting started guides
- API reference
- Best practices
-
dlt GitHub: https://github.com/dlt-hub/dlt
- Source code
- Issue tracking
- Feature requests
- Contributions welcome
-
dlt Verified Sources: https://dlthub.com/docs/dlt-ecosystem/verified-sources/
- 50+ pre-built sources
- GitHub, Stripe, Slack, Google Analytics, etc.
- Installation and configuration guides
API Reference
-
Python API: https://dlthub.com/docs/api_reference/
@dlt.sourcedecorator@dlt.resourcedecorator@dlt.transformerdecorator- Pipeline API
- Incremental loading
- Schema management
-
Configuration: https://dlthub.com/docs/general-usage/credentials/
- Config files (.dlt/config.toml)
- Secrets (.dlt/secrets.toml)
- Environment variables
- Runtime configuration
Learning Resources
Official Tutorials
dlt Quick Start: https://dlthub.com/docs/tutorial/
- 5-minute introduction
- Load your first data
- Understand core concepts
- Deploy to production
dlt Walkthrough: https://dlthub.com/docs/walkthroughs/
- Build REST API source
- Database replication
- File processing
- Custom transformations
Video Tutorials: https://www.youtube.com/@dlthub
- Getting started with dlt
- Building custom sources
- Production deployment
- Integration tutorials
Community Tutorials
Blog Posts:
- "From API to Analytics with dlt" - Complete walkthrough
- "Building Production Data Pipelines with dlt" - Best practices
- "dlt + dbt: The Perfect Combo" - Integration patterns
Example Projects: https://github.com/dlt-hub/dlt-examples
- GitHub to BigQuery
- Stripe to Snowflake
- REST API integration
- Database replication
Community Resources
Community Channels
dlt Slack: https://dlthub.com/community
- Active community (1,000+ members)
- Channels:
- #general - General questions
- #help - Get help with issues
- #show-and-tell - Share your pipelines
- #verified-sources - Source-specific help
- dltHub team active daily
- Fast response times
Discord: https://discord.gg/nMM2kNNWvX
- Alternative to Slack
- Real-time chat
- Community support
GitHub Discussions: https://github.com/dlt-hub/dlt/discussions
- Long-form discussions
- Feature requests
- Q&A forum
- Searchable archive
Social Media
Twitter: @dltHub
- Product updates
- Tips and tricks
- Community highlights
- Weekly features
LinkedIn: https://www.linkedin.com/company/dlthub
- Company updates
- Case studies
- Blog posts
- Job opportunities
Stack Overflow
Tag: dlt or data-load-tool
- Growing Q&A collection
- Community answers
- Searchable knowledge base
Verified Sources
Available Sources
SaaS & APIs:
- Marketing: Google Analytics, Facebook Ads, Google Ads, LinkedIn Ads
- CRM: Salesforce, HubSpot, Pipedrive
- Support: Zendesk, Intercom, Freshdesk
- Collaboration: Slack, Notion, Asana, Jira
- Development: GitHub, GitLab, Bitbucket
- Finance: Stripe, Chargebee, Recurly
- Ecommerce: Shopify, WooCommerce
Databases:
- PostgreSQL
- MySQL
- MongoDB
- SQL Server
Generic:
- REST API (configurable)
- SQL Database (universal adapter)
- Filesystem (CSV, Parquet, JSON)
Installation:
Source Documentation: https://dlthub.com/docs/dlt-ecosystem/verified-sources/
- Configuration guides
- Authentication setup
- Available resources
- Customization options
Destinations
Supported Destinations
Cloud Warehouses:
- BigQuery: https://dlthub.com/docs/dlt-ecosystem/destinations/bigquery
- Snowflake: https://dlthub.com/docs/dlt-ecosystem/destinations/snowflake
- Redshift: https://dlthub.com/docs/dlt-ecosystem/destinations/redshift
- Azure Synapse: https://dlthub.com/docs/dlt-ecosystem/destinations/synapse
Databases:
- PostgreSQL: https://dlthub.com/docs/dlt-ecosystem/destinations/postgres
- DuckDB: https://dlthub.com/docs/dlt-ecosystem/destinations/duckdb
- MotherDuck: https://dlthub.com/docs/dlt-ecosystem/destinations/motherduck
Data Lakes:
- Databricks: https://dlthub.com/docs/dlt-ecosystem/destinations/databricks
- Filesystem: Parquet files to S3/GCS/Azure Blob
Others:
- ClickHouse: OLAP database
- Weaviate: Vector database for ML
Coming Soon:
- Elasticsearch
- MongoDB (as destination)
- TimescaleDB
Integration Guides
dbt Integration
Resources:
- Guide: https://dlthub.com/docs/integrations/dbt
- Example Project: https://github.com/dlt-hub/dlt-dbt-example
Pattern:
Workflow:
dbt Sources (reference dlt tables):
Airflow Integration
Installation:
DAG Example:
Dagster Integration
Installation:
Asset Example:
Prefect Integration
Tools & Extensions
dlt CLI
dlt-init-openapi
Generate dlt source from OpenAPI spec:
dlt Helpers
Python Package: Helper utilities for dlt development
Testing Tools
pytest-dlt
Installation:
Usage:
Monitoring & Observability
dlt Cloud (Coming Soon)
Features (planned):
- Pipeline monitoring
- Alerting and notifications
- Data quality checks
- Usage analytics
- Team collaboration
Sign up for beta: https://dlthub.com/cloud
Custom Monitoring
OpenTelemetry Integration:
Prometheus Metrics:
Case Studies & Blog Posts
Official Blog: https://dlthub.com/blog
- Use case walkthroughs
- Product updates
- Best practices
- Community spotlights
Notable Posts:
- "Building a Modern Data Stack with dlt and dbt"
- "From 500 Lines to 50: Simplifying Data Pipelines"
- "Incremental Loading Patterns in dlt"
- "Schema Evolution Best Practices"
Customer Stories:
- How companies use dlt in production
- Migration stories (from Fivetran, Airbyte, custom scripts)
- Scale and performance metrics
Contributing
How to Contribute
Code Contributions: https://github.com/dlt-hub/dlt/blob/devel/CONTRIBUTING.md
- Bug fixes
- New features
- Performance improvements
- Documentation
Verified Sources:
- Build new sources
- Improve existing sources
- Add tests and documentation
- Submit PR to dlt-hub/verified-sources
Documentation:
- Fix typos
- Add examples
- Improve clarity
- Translate to other languages
Community:
- Answer questions in Slack
- Write blog posts
- Create tutorials
- Share your pipelines
Conference Talks & Presentations
Conferences:
- Data Council
- Coalesce (dbt conference)
- PyData
- EuroPython
Talks:
- "Declarative Data Loading with dlt"
- "Building Data Pipelines in Python"
- "The Future of ELT Tools"
Watch: https://www.youtube.com/@dlthub
Comparison Resources
dlt vs Alternatives
vs Fivetran/Airbyte: https://dlthub.com/blog/dlt-vs-fivetran
- Code-first vs UI-first
- Flexibility vs managed connectors
- Cost comparison
vs Custom Scripts: https://dlthub.com/blog/why-not-build-yourself
- Development time
- Maintenance burden
- Feature comparison
vs Other Python Libraries: https://dlthub.com/blog/python-etl-tools
- Singer
- Meltano
- PipelineWise
Quick Reference
Common Commands
Configuration Patterns
Python Patterns
Need help? Join the dlt Slack community or check the documentation!