Build a RAG assistant
Index PDFs, wire up retrieval, ground answers with citations and ship the assistant to your team in a day.
Resources
Guides for shipping AI and analytics
Hands-on, end-to-end guides that take you from raw data to a production deployment, with code you can copy.
Migrate to the lakehouse
A practical playbook for moving from legacy warehouses to an open, governed Iceberg lakehouse.
Self-serve analytics
Design semantic layers, metrics and dashboards that scale without becoming a maintenance burden.
Operate AI in production
Patterns for evaluation, monitoring, cost control and rollback when running LLM apps at scale.
Guides that match how teams actually build
40+
End-to-end guides
Covering data, AI and ops.
Copy
Working code
Every guide ships with a repo.
Real
Customer stories
Not toy examples.
Fresh
Reviewed quarterly
Updated as the platform evolves.
How it works
- 01
Pick a use case
Browse guides by goal — analytics, AI assistants, ingestion or governance.
- 02
Clone the starter
Each guide ships with a starter repo and seed data so you can run it immediately.
- 03
Adapt to your data
Swap in your sources, models and policies — the structure stays the same.
- 04
Promote to prod
Follow the operations checklist to roll out safely with monitoring in place.
Frequently asked questions
Who writes the guides?+
Our solutions engineering team writes them based on real customer projects, then customers review for accuracy.
Are they free?+
Yes. All guides are free to read and use. Many include code under a permissive open-source license.
Can I request a guide?+
Definitely. Open an issue on our docs repo or reach out — we prioritize based on community demand.
Do guides cover my stack?+
We cover the most common stacks (dbt, Airflow, Snowflake migration, Databricks, OpenAI). Niche stacks may live in the community cookbook.
Find a guide that matches your project
Jump into a hands-on walkthrough and ship something real this week.