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Learning path

SQL

Guided path · 1 stage · 18 resources

The guided path

Set-based thinking, window functions, CTEs and query plans. The highest-ROI skill in the field. This path sequences the category's 18 resources by roadmap stage and composite score — work top-down inside each step.

Python + SQL

  1. DuckDB / MotherDuck MCP Server 44.4 — DuckDB / MotherDuck MCP Server
  2. SQL Review 39.9 — A review pass that catches correctness bugs before the query reaches production.
  3. SQLFluff Core Rule Pack 39.7 — Production-ready SQL linting rules for dbt, Spark, and warehouse dialects
  4. SQL Query Plan Explainer 38.5 — Translate an EXPLAIN plan into plain language and the one change worth making.
  5. SQL Reviewer 34.5 — SQL Reviewer
  6. First hands-on — a correct SELECT with a justified join 34.15 — First hands-on — a correct SELECT with a justified join

12 more on the category page.

Prerequisites across the path

Documented prerequisites, deduplicated: skill-sql-review.

What you will be able to do

  • Prove a join cannot fan out before writing it
  • Spot NULL-unsafe `NOT IN` and `=` predicates
  • State the grain of a result set in one sentence
  • Configure SQLFluff for your warehouse dialect
  • Customize rules for team standards
  • Integrate SQLFluff into CI/CD pipelines
  • Fix legacy SQL debt incrementally
  • Read a plan bottom-up and name the expensive node

Before you start

Security-flagged: DuckDB / MotherDuck MCP Server, SQL Review, SQLFluff Core Rule Pack, SQL Query Plan Explainer, SQL Reviewer — review the security posture first. Verification on these records: 18 community. Nothing here is independently audited — the trust scan and your own review are the controls.

Where this sits

Phase 1 of the roadmap. Stage context: Python + SQL · side-by-side comparison · all learning topics

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