Data pipelines & reproducible compute

Patterns and practical steps to build reproducible ETL and containerized compute workflows that preserve provenance and support reliable re-runs.

Template

Data management plan (DMP) template

Comprehensive, FAIR-aligned DMP template with clear section prompts, examples, and a short checklist to help teams document dataset inventories, metadata standards, storage & security, sharing/licensing, retention, and roles.

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Data management plan (DMP) & FAIR checklist — Interactive template

An actionable, interactive DMP template that guides teams through data description, metadata, storage, access, provenance, archiving and an embedded FAIR alignment checklist. Saveable responses support reproducibility, clearer responsibilities, and easier handoff to repositories or compliance reviewers.

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