⛔ [ARCHIVING ON 2026-11-01] One framework to develop, deploy and operate data workflows with Python and SQL.
A deterministic 0–100 hygiene score — README, license, CI, tests, docs, and freshness.
Who ships this repo — author concentration and the bus factor across the last 300 mainline commits.
How welcoming this repo is to contributors — issue throughput, close time, responsiveness, and good-first-issue count.
What this project is built on — dependency count by ecosystem, the license mix, and anything worth a legal look before you adopt it.
Whether this project's CI can be trusted — pass rate, run times, flaky runs, and which workflow is the weak link.
Grounded in versatile-data-kit's README, structure, and recent commits — answers won't invent code they haven't seen.
A Monday email with what shipped, in plain English — no account needed.
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Update repository archive date format
The README's archival notice now displays the date in ISO 8601 format (2026.11.01) instead of European format (01.11.2026) for clarity.
Added archival notice to README
A warning banner was added to the README notifying visitors that the repository will be archived and set to read-only on November 1st, 2026, and that new features, issues, and pull requests are no longer accepted.
Fix data job build success detection
Updated how the system determines when a data job build has succeeded on Kubernetes, adapting to newer K8s versions that report job completion with different status conditions. The service now recognizes both 'Complete' and 'SuccessCriteriaMet' job conditions as indicators of successful builds.
Optimize SCD1 upsert memory usage
The SCD1 upsert template for Trino now splits staging table creation into two steps instead of one complex union query, reducing memory strain when processing large tables. This change moves existing target data insertion into a separate append operation after the new source data is loaded.
A floor, not a guess: counts only commits whose author, co-author trailer, or message explicitly credits an AI tool (Claude, Copilot, Cursor, aider, Codex…). Based on 30 mainline commits. Unattributed AI code isn't counted here — the full audit estimates that separately.