{"schema_version":"onlylabs.public_signal.v1","title":"Snowflake (Arctic) Release: Snowflake-Labs/dbt_constraints 1.0.12","description":"Snowflake (Arctic) release signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/3f5983c0-c1a8-47a6-92cd-cea83907ef95","json_url":"https://onlylabs.fyi/signals/3f5983c0-c1a8-47a6-92cd-cea83907ef95/signal.json","generated_at":"2026-10-24T20:19:29.919Z","evidence_latest_fetched_at":"2026-10-21T07:04:01.375051+00:00","signal_first_seen_at":"2026-10-21T07:01:02.865673+00:00","org":{"slug":"snowflake","name":"Snowflake (Arctic)","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/snowflake","dossier_json_url":"https://onlylabs.fyi/labs/snowflake/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/3f5983c0-c1a8-47a6-92cd-cea83907ef95","signal_json":"https://onlylabs.fyi/signals/3f5983c0-c1a8-47a6-92cd-cea83907ef95/signal.json","source":"https://github.com/Snowflake-Labs/dbt_constraints/releases/tag/1.0.12","lab_dossier":"https://onlylabs.fyi/labs/snowflake","lab_dossier_json":"https://onlylabs.fyi/labs/snowflake/dossier.json","analysis":"https://onlylabs.fyi/analysis/snowflake","analysis_json":"https://onlylabs.fyi/analysis/snowflake/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/snowflake/evidence.json","category":"https://onlylabs.fyi/neoclouds","category_json":"https://onlylabs.fyi/neoclouds.json","category_feed":"https://onlylabs.fyi/neoclouds/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","topic":"https://onlylabs.fyi/topics/releases","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml?category=neocloud","data_business":null},"answer_pack":{"answer":"Snowflake (Arctic) published Snowflake-Labs/dbt_constraints 1.0.12 (Snowflake-Labs/dbt_constraints). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: dbt Constraints v1.0.12 Repository: Snowflake-Labs/dbt_constraints Tag: 1.0.12 Published: 2026-10-21T05:00:32Z Prerelease: no Release notes: What's Changed *.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","signal_desk":"releases","source_context":{"source_url":"https://github.com/Snowflake-Labs/dbt_constraints/releases/tag/1.0.12","source_host":"github.com","occurred_at":"2026-10-21T05:00:32+00:00","first_seen_at":"2026-10-21T07:01:02.865673+00:00","date_source":"source","context":"Snowflake-Labs/dbt_constraints"},"context_markers":[{"label":"Lab","value":"Snowflake (Arctic)","source":"signal"},{"label":"Signal desk","value":"releases","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"Snowflake-Labs/dbt_constraints","source":"source"},{"label":"Release","value":"dbt Constraints v1.0.12","source":"source"}],"evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://github.com/Snowflake-Labs/dbt_constraints/releases/tag/1.0.12"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-10-21T07:04:01.375051+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/3f5983c0-c1a8-47a6-92cd-cea83907ef95/signal.json","dossier_json":"https://onlylabs.fyi/labs/snowflake/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/snowflake/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/snowflake/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml?category=neocloud","category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","data_radar_json":null,"opportunities_json":null},"analysis_playbook":{"objective":"Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.","evidence_focus":["model card","release note","version or tag","pipeline tag","license","downloads, likes, stars, and linked papers"],"extraction_questions":["What actually shipped, and through which public artifact?","Which releases include inspectable model, repo, paper, or package evidence?","Which launches create new eval, data, infra, or deployment needs?","Which shipped signals are missing captured page context?"],"signal_questions":["What changed in this release, and what downstream data or infrastructure need could it create?","What actually shipped, and through which public artifact?","Which releases include inspectable model, repo, paper, or package evidence?","Do the 6 related release signals show a repeated pattern?"],"output_fields":["org","release_type","artifact","traction","evidence_url"],"data_business_relevance":"Data-business lane extraction is scoped to frontier labs; for this category, keep conclusions tied to category-specific strategy, source evidence, and follow-up questions.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/3f5983c0-c1a8-47a6-92cd-cea83907ef95/signal.json","required":true},{"label":"source","url":"https://github.com/Snowflake-Labs/dbt_constraints/releases/tag/1.0.12","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/snowflake/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/snowflake/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/releases/signals.json?category=neocloud","required":false},{"label":"data_radar_json","url":null,"required":false}],"expected_output":["one-paragraph source-grounded interpretation","category-specific implication","confidence and missing evidence","recommended next source to inspect"],"prompt_seed":"Using only the linked onlylabs JSON, captured source context, and cited evidence, analyze Snowflake (Arctic)'s release signal \"Snowflake-Labs/dbt_constraints 1.0.12\" for neocloud strategy."},"semantic_triples":[{"subject":"Snowflake (Arctic)","predicate":"released","object":"Snowflake-Labs/dbt_constraints 1.0.12","text":"Snowflake (Arctic) released Snowflake-Labs/dbt_constraints 1.0.12."},{"subject":"Snowflake-Labs/dbt_constraints 1.0.12","predicate":"is classified as","object":"release signal","text":"Snowflake-Labs/dbt_constraints 1.0.12 is classified as release signal."},{"subject":"Snowflake-Labs/dbt_constraints 1.0.12","predicate":"belongs to","object":"releases desk","text":"Snowflake-Labs/dbt_constraints 1.0.12 belongs to releases desk."},{"subject":"Snowflake-Labs/dbt_constraints 1.0.12","predicate":"has context","object":"Snowflake-Labs/dbt_constraints","text":"Snowflake-Labs/dbt_constraints 1.0.12 has context Snowflake-Labs/dbt_constraints."},{"subject":"Snowflake-Labs/dbt_constraints 1.0.12","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Snowflake-Labs/dbt_constraints 1.0.12 has evidence coverage 1 captured evidence page."},{"subject":"Snowflake-Labs/dbt_constraints 1.0.12","predicate":"has captured page count","object":"1","text":"Snowflake-Labs/dbt_constraints 1.0.12 has captured page count 1."},{"subject":"Snowflake-Labs/dbt_constraints 1.0.12","predicate":"has readable page count","object":"1","text":"Snowflake-Labs/dbt_constraints 1.0.12 has readable page count 1."},{"subject":"Snowflake-Labs/dbt_constraints 1.0.12","predicate":"has related signal count","object":"6","text":"Snowflake-Labs/dbt_constraints 1.0.12 has related signal count 6."},{"subject":"Snowflake-Labs/dbt_constraints 1.0.12","predicate":"has analysis playbook objective","object":"Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.","text":"Snowflake-Labs/dbt_constraints 1.0.12 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"Snowflake-Labs/dbt_constraints 1.0.12","predicate":"has source host","object":"github.com","text":"Snowflake-Labs/dbt_constraints 1.0.12 has source host github.com."},{"subject":"Snowflake-Labs/dbt_constraints 1.0.12","predicate":"has lab","object":"Snowflake (Arctic)","text":"Snowflake-Labs/dbt_constraints 1.0.12 has lab Snowflake (Arctic)."},{"subject":"Snowflake-Labs/dbt_constraints 1.0.12","predicate":"has signal desk","object":"releases","text":"Snowflake-Labs/dbt_constraints 1.0.12 has signal desk releases."},{"subject":"Snowflake-Labs/dbt_constraints 1.0.12","predicate":"has source host","object":"github.com","text":"Snowflake-Labs/dbt_constraints 1.0.12 has source host github.com."},{"subject":"Snowflake-Labs/dbt_constraints 1.0.12","predicate":"has repository","object":"Snowflake-Labs/dbt_constraints","text":"Snowflake-Labs/dbt_constraints 1.0.12 has repository Snowflake-Labs/dbt_constraints."},{"subject":"Snowflake-Labs/dbt_constraints 1.0.12","predicate":"has release","object":"dbt Constraints v1.0.12","text":"Snowflake-Labs/dbt_constraints 1.0.12 has release dbt Constraints v1.0.12."}]},"intelligence":{"signal_desk":"releases","answer":"Snowflake (Arctic) published Snowflake-Labs/dbt_constraints 1.0.12 (Snowflake-Labs/dbt_constraints). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: dbt Constraints v1.0.12 Repository: Snowflake-Labs/dbt_constraints Tag: 1.0.12 Published: 2026-10-21T05:00:32Z Prerelease: no Release notes: What's Changed *.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"Snowflake (Arctic)","predicate":"released","object":"Snowflake-Labs/dbt_constraints 1.0.12","text":"Snowflake (Arctic) released Snowflake-Labs/dbt_constraints 1.0.12."},{"subject":"Snowflake-Labs/dbt_constraints 1.0.12","predicate":"is classified as","object":"release signal","text":"Snowflake-Labs/dbt_constraints 1.0.12 is classified as release signal."},{"subject":"Snowflake-Labs/dbt_constraints 1.0.12","predicate":"belongs to","object":"releases desk","text":"Snowflake-Labs/dbt_constraints 1.0.12 belongs to releases desk."},{"subject":"Snowflake-Labs/dbt_constraints 1.0.12","predicate":"has context","object":"Snowflake-Labs/dbt_constraints","text":"Snowflake-Labs/dbt_constraints 1.0.12 has context Snowflake-Labs/dbt_constraints."},{"subject":"Snowflake-Labs/dbt_constraints 1.0.12","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Snowflake-Labs/dbt_constraints 1.0.12 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"3f5983c0-c1a8-47a6-92cd-cea83907ef95","url":"https://onlylabs.fyi/signals/3f5983c0-c1a8-47a6-92cd-cea83907ef95","json_url":"https://onlylabs.fyi/signals/3f5983c0-c1a8-47a6-92cd-cea83907ef95/signal.json","source_url":"https://github.com/Snowflake-Labs/dbt_constraints/releases/tag/1.0.12","title":"Snowflake-Labs/dbt_constraints 1.0.12","summary":"Snowflake (Arctic) published release notes. onlylabs watches releases for what actually shipped.","context":"Snowflake-Labs/dbt_constraints","kind":{"key":"release","label":"Release"},"org":{"slug":"snowflake","name":"Snowflake (Arctic)","category":"neocloud"},"occurred_at":"2026-10-21T05:00:32+00:00","first_seen_at":"2026-10-21T07:01:02.865673+00:00","date_source":"source","evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://github.com/Snowflake-Labs/dbt_constraints/releases/tag/1.0.12"]},"facets":{"repo":"Snowflake-Labs/dbt_constraints"},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"is_primary":true,"source_match":true,"url":"https://github.com/Snowflake-Labs/dbt_constraints/releases/tag/1.0.12","final_url":"https://github.com/Snowflake-Labs/dbt_constraints/releases/tag/1.0.12","title":"Snowflake-Labs/dbt_constraints 1.0.12","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-10-21T07:04:01.375051+00:00","bytes":4535,"raw_path":"88632f52a7e1c816cd7bd804a7eff21f860590e4593597293377e37ed42fd120.json","content_hash":"c100bee44bcd6d76280862d96d5f149c5cd76ff1b66da6325b73882a166cb1e2","excerpt_chars":1200,"truncated":true,"excerpt":"dbt Constraints v1.0.12 Repository: Snowflake-Labs/dbt_constraints Tag: 1.0.12 Published: 2026-10-21T05:00:32Z Prerelease: no Release notes: What's Changed * **Constraints now use a test's own `quote_columns` setting.** Before, the package quoted columns in the test SQL but created the constraint with the hook's global setting, so the `ALTER TABLE` failed on a column that needs quotes, such as `\"OrderKey\"`. A `quote_columns: \"false\"` string no longer counts as true. Credit goes to @kokorin for the fix. * **`dbt_constraints_enabled: false` now turns a test's constraint off wherever you set it.** A test can set the flag under `config:` or under `config: meta:`. Before, a `false` in one place was ignored if the other place still had its default of true. Use `meta`: dbt Fusion rejects an unknown key directly under a test's `config:`, and dbt-core 1.5 drops it. Fixes #137. * **New opt-in var `dbt_constraints_skip_tests_if_enforced`.** When it is true, a `primary_key`, `unique_key` or `foreign_key` test is skipped if the database already enforces a validated constraint that proves it. The test still compiles to its full SQL, wrapped in `where 1 = 0`, and the package logs the constraint..."},"evidence_pages":[],"related_signals":[{"id":"a730d62c-46b5-47f7-acfc-7f85f3fedbcf","url":"https://onlylabs.fyi/signals/a730d62c-46b5-47f7-acfc-7f85f3fedbcf","source_url":"https://github.com/Snowflake-Labs/pg_lake/releases/tag/v3.5.8","title":"Snowflake-Labs/pg_lake v3.5.8","context":"Snowflake-Labs/pg_lake","kind":{"key":"release","label":"Release"},"org":{"slug":"snowflake","name":"Snowflake (Arctic)","category":"neocloud"},"occurred_at":"2026-10-24T01:32:11+00:00","first_seen_at":"2026-10-24T07:01:03.501658+00:00","date_source":"source"},{"id":"5261555a-f81c-4592-95dc-a6bd9555d0cc","url":"https://onlylabs.fyi/signals/5261555a-f81c-4592-95dc-a6bd9555d0cc","source_url":"https://github.com/Snowflake-Labs/schemachange/releases/tag/v4.4.0","title":"Snowflake-Labs/schemachange v4.4.0","context":"Snowflake-Labs/schemachange","kind":{"key":"release","label":"Release"},"org":{"slug":"snowflake","name":"Snowflake (Arctic)","category":"neocloud"},"occurred_at":"2026-10-23T11:07:58+00:00","first_seen_at":"2026-10-24T07:01:03.501658+00:00","date_source":"source"},{"id":"2cb9c492-3bd5-49d4-a5c0-12caec2061c2","url":"https://onlylabs.fyi/signals/2cb9c492-3bd5-49d4-a5c0-12caec2061c2","source_url":"https://github.com/Snowflake-Labs/dbt_constraints/releases/tag/1.0.11","title":"Snowflake-Labs/dbt_constraints 1.0.11","context":"Snowflake-Labs/dbt_constraints","kind":{"key":"release","label":"Release"},"org":{"slug":"snowflake","name":"Snowflake (Arctic)","category":"neocloud"},"occurred_at":"2026-10-20T13:41:27+00:00","first_seen_at":"2026-10-21T07:01:02.865673+00:00","date_source":"source"},{"id":"b129068d-93f7-453f-a525-8672b9cb7093","url":"https://onlylabs.fyi/signals/b129068d-93f7-453f-a525-8672b9cb7093","source_url":"https://github.com/Snowflake-Labs/pg_lake/releases/tag/v3.5.7","title":"Snowflake-Labs/pg_lake v3.5.7","context":"Snowflake-Labs/pg_lake","kind":{"key":"release","label":"Release"},"org":{"slug":"snowflake","name":"Snowflake (Arctic)","category":"neocloud"},"occurred_at":"2026-10-12T13:59:41+00:00","first_seen_at":"2026-10-13T07:01:10.414843+00:00","date_source":"source"},{"id":"d6d8cb46-0c07-4f11-80ac-4cad3bc6f76e","url":"https://onlylabs.fyi/signals/d6d8cb46-0c07-4f11-80ac-4cad3bc6f76e","source_url":"https://github.com/Snowflake-Labs/pg_lake/releases/tag/v3.5.6","title":"Snowflake-Labs/pg_lake v3.5.6","context":"Snowflake-Labs/pg_lake","kind":{"key":"release","label":"Release"},"org":{"slug":"snowflake","name":"Snowflake (Arctic)","category":"neocloud"},"occurred_at":"2026-10-09T09:35:04+00:00","first_seen_at":"2026-10-10T07:01:08.089453+00:00","date_source":"source"},{"id":"c53bd9a2-1ba4-41ba-a2c0-74a504cb41a4","url":"https://onlylabs.fyi/signals/c53bd9a2-1ba4-41ba-a2c0-74a504cb41a4","source_url":"https://github.com/Snowflake-Labs/dlsync/releases/tag/v3.3.0","title":"Snowflake-Labs/dlsync v3.3.0","context":"Snowflake-Labs/dlsync","kind":{"key":"release","label":"Release"},"org":{"slug":"snowflake","name":"Snowflake (Arctic)","category":"neocloud"},"occurred_at":"2026-10-07T15:23:57+00:00","first_seen_at":"2026-10-08T07:01:08.253985+00:00","date_source":"source"}]}