{"schema_version":"onlylabs.public_signal.v1","title":"Snowflake (Arctic) Repo: Snowflake-Labs/dbt_constraints","description":"Snowflake (Arctic) repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/10ac13da-8453-4a10-aa6d-cc2ffafc0176","json_url":"https://onlylabs.fyi/signals/10ac13da-8453-4a10-aa6d-cc2ffafc0176/signal.json","generated_at":"2026-06-11T04:07:05.422199+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/10ac13da-8453-4a10-aa6d-cc2ffafc0176","signal_json":"https://onlylabs.fyi/signals/10ac13da-8453-4a10-aa6d-cc2ffafc0176/signal.json","source":"https://github.com/Snowflake-Labs/dbt_constraints","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":null,"topic_signals_json":null,"topic_feed":null,"data_business":null},"answer_pack":{"answer":"Snowflake (Arctic) published Snowflake-Labs/dbt_constraints (SQL). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo Snowflake-Labs/dbt_constraints · language SQL. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/Snowflake-Labs/dbt_constraints","source_host":"github.com","occurred_at":"2022-03-17T12:54:10+00:00","first_seen_at":"2026-06-06T01:50:06.05122+00:00","date_source":"source","context":"SQL"},"context_markers":[{"label":"Lab","value":"Snowflake (Arctic)","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"Snowflake-Labs/dbt_constraints","source":"source"},{"label":"Language","value":"SQL","source":"source"},{"label":"Stars","value":"174","source":"traction"}],"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"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:07:05.422199+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/10ac13da-8453-4a10-aa6d-cc2ffafc0176/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":null,"topic_feed":null,"category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","data_radar_json":null,"opportunities_json":null},"analysis_playbook":{"objective":"Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","evidence_focus":["repo name","owner","description","language","stars","source URL","first seen time","data, eval, infra, safety, and product terms"],"extraction_questions":["What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Is the repo new evidence for a lab direction that is not yet in writing or releases?","Which related signals should an analyst inspect next?"],"signal_questions":["What does this new repository reveal before a formal announcement exists?","What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Do the 6 related repo signals show a repeated pattern?"],"output_fields":["org","repo","technical_theme","evidence_url"],"data_business_relevance":"Data-business lane extraction is scoped to frontier labs; for this category, interpret the repository as source-grounded category strategy evidence.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/10ac13da-8453-4a10-aa6d-cc2ffafc0176/signal.json","required":true},{"label":"source","url":"https://github.com/Snowflake-Labs/dbt_constraints","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":null,"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 repo signal \"Snowflake-Labs/dbt_constraints\" for neocloud strategy."},"semantic_triples":[{"subject":"Snowflake (Arctic)","predicate":"published repo","object":"Snowflake-Labs/dbt_constraints","text":"Snowflake (Arctic) published repo Snowflake-Labs/dbt_constraints."},{"subject":"Snowflake-Labs/dbt_constraints","predicate":"is classified as","object":"repo signal","text":"Snowflake-Labs/dbt_constraints is classified as repo signal."},{"subject":"Snowflake-Labs/dbt_constraints","predicate":"belongs to","object":"repos desk","text":"Snowflake-Labs/dbt_constraints belongs to repos desk."},{"subject":"Snowflake-Labs/dbt_constraints","predicate":"has context","object":"SQL","text":"Snowflake-Labs/dbt_constraints has context SQL."},{"subject":"Snowflake-Labs/dbt_constraints","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Snowflake-Labs/dbt_constraints has evidence coverage 1 captured evidence page."},{"subject":"Snowflake-Labs/dbt_constraints","predicate":"has captured page count","object":"1","text":"Snowflake-Labs/dbt_constraints has captured page count 1."},{"subject":"Snowflake-Labs/dbt_constraints","predicate":"has readable page count","object":"1","text":"Snowflake-Labs/dbt_constraints has readable page count 1."},{"subject":"Snowflake-Labs/dbt_constraints","predicate":"has related signal count","object":"6","text":"Snowflake-Labs/dbt_constraints has related signal count 6."},{"subject":"Snowflake-Labs/dbt_constraints","predicate":"has analysis playbook objective","object":"Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","text":"Snowflake-Labs/dbt_constraints has analysis playbook objective Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.."},{"subject":"Snowflake-Labs/dbt_constraints","predicate":"has source host","object":"github.com","text":"Snowflake-Labs/dbt_constraints has source host github.com."},{"subject":"Snowflake-Labs/dbt_constraints","predicate":"has lab","object":"Snowflake (Arctic)","text":"Snowflake-Labs/dbt_constraints has lab Snowflake (Arctic)."},{"subject":"Snowflake-Labs/dbt_constraints","predicate":"has signal desk","object":"repos","text":"Snowflake-Labs/dbt_constraints has signal desk repos."},{"subject":"Snowflake-Labs/dbt_constraints","predicate":"has source host","object":"github.com","text":"Snowflake-Labs/dbt_constraints has source host github.com."},{"subject":"Snowflake-Labs/dbt_constraints","predicate":"has repository","object":"Snowflake-Labs/dbt_constraints","text":"Snowflake-Labs/dbt_constraints has repository Snowflake-Labs/dbt_constraints."},{"subject":"Snowflake-Labs/dbt_constraints","predicate":"has language","object":"SQL","text":"Snowflake-Labs/dbt_constraints has language SQL."},{"subject":"Snowflake-Labs/dbt_constraints","predicate":"has stars","object":"174","text":"Snowflake-Labs/dbt_constraints has stars 174."}]},"intelligence":{"signal_desk":"repos","answer":"Snowflake (Arctic) published Snowflake-Labs/dbt_constraints (SQL). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo Snowflake-Labs/dbt_constraints · language SQL. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Snowflake (Arctic)","predicate":"published repo","object":"Snowflake-Labs/dbt_constraints","text":"Snowflake (Arctic) published repo Snowflake-Labs/dbt_constraints."},{"subject":"Snowflake-Labs/dbt_constraints","predicate":"is classified as","object":"repo signal","text":"Snowflake-Labs/dbt_constraints is classified as repo signal."},{"subject":"Snowflake-Labs/dbt_constraints","predicate":"belongs to","object":"repos desk","text":"Snowflake-Labs/dbt_constraints belongs to repos desk."},{"subject":"Snowflake-Labs/dbt_constraints","predicate":"has context","object":"SQL","text":"Snowflake-Labs/dbt_constraints has context SQL."},{"subject":"Snowflake-Labs/dbt_constraints","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Snowflake-Labs/dbt_constraints has evidence coverage 1 captured evidence page."}]},"signal":{"id":"10ac13da-8453-4a10-aa6d-cc2ffafc0176","url":"https://onlylabs.fyi/signals/10ac13da-8453-4a10-aa6d-cc2ffafc0176","json_url":"https://onlylabs.fyi/signals/10ac13da-8453-4a10-aa6d-cc2ffafc0176/signal.json","source_url":"https://github.com/Snowflake-Labs/dbt_constraints","title":"Snowflake-Labs/dbt_constraints","summary":"Snowflake (Arctic) published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"SQL","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"snowflake","name":"Snowflake (Arctic)","category":"neocloud"},"occurred_at":"2022-03-17T12:54:10+00:00","first_seen_at":"2026-06-06T01:50:06.05122+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"]},"facets":{"repo":"Snowflake-Labs/dbt_constraints","language":"SQL"},"traction":{"github_stars":174,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"url":"https://github.com/Snowflake-Labs/dbt_constraints","final_url":"https://github.com/Snowflake-Labs/dbt_constraints","title":"Snowflake-Labs/dbt_constraints repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:07:05.422199+00:00","bytes":24259,"raw_path":"926cfcb569f43017f55b99c0c550abefad069711e4bd45ecf10ee452c55442b0.json","content_hash":"82957b3f6e018730fb47f3bcad971a40ec17df4935b124a68c07791675ceda5a","excerpt_chars":1200,"truncated":true,"excerpt":"Snowflake-Labs/dbt_constraints Description: This package generates database constraints based on the tests in a dbt project Language: SQL License: Apache-2.0 Stars: 174 Forks: 36 Open issues: 8 Created: 2022-03-17T12:54:10Z Pushed: 2026-05-28T19:15:12Z Default branch: main Fork: no Archived: no README: dbt Constraints Package This package generates database constraints based on the tests in a dbt project. It is currently compatible with Snowflake, PostgreSQL, Oracle, Redshift, and Vertica only. How the dbt Constraints Package differs from dbt's Model Contracts feature This package focuses on automatically generating constraints based on the tests already in a user's dbt project. In most cases, merely adding the dbt Constraints package is all that is needed to generate constraints. dbt's recent [model contracts feature](https://docs.getdbt.com/docs/collaborate/govern/model-contracts) allows users to explicitly document constraints for models in yml. This package and the core feature are 100% compatible with one another and the dbt Constraints package will skip generating constraints already created by a model contract. However, the dbt Constraints package will also generate..."},"evidence_pages":[{"url":"https://github.com/Snowflake-Labs/dbt_constraints","final_url":"https://github.com/Snowflake-Labs/dbt_constraints","title":"Snowflake-Labs/dbt_constraints repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:07:05.422199+00:00","bytes":24259,"raw_path":"926cfcb569f43017f55b99c0c550abefad069711e4bd45ecf10ee452c55442b0.json","content_hash":"82957b3f6e018730fb47f3bcad971a40ec17df4935b124a68c07791675ceda5a","excerpt_chars":1200,"truncated":true,"excerpt":"Snowflake-Labs/dbt_constraints Description: This package generates database constraints based on the tests in a dbt project Language: SQL License: Apache-2.0 Stars: 174 Forks: 36 Open issues: 8 Created: 2022-03-17T12:54:10Z Pushed: 2026-05-28T19:15:12Z Default branch: main Fork: no Archived: no README: dbt Constraints Package This package generates database constraints based on the tests in a dbt project. It is currently compatible with Snowflake, PostgreSQL, Oracle, Redshift, and Vertica only. How the dbt Constraints Package differs from dbt's Model Contracts feature This package focuses on automatically generating constraints based on the tests already in a user's dbt project. In most cases, merely adding the dbt Constraints package is all that is needed to generate constraints. dbt's recent [model contracts feature](https://docs.getdbt.com/docs/collaborate/govern/model-contracts) allows users to explicitly document constraints for models in yml. This package and the core feature are 100% compatible with one another and the dbt Constraints package will skip generating constraints already created by a model contract. However, the dbt Constraints package will also generate..."}],"related_signals":[{"id":"f731ec60-8a20-424b-a87c-e64ae645ea20","url":"https://onlylabs.fyi/signals/f731ec60-8a20-424b-a87c-e64ae645ea20","source_url":"https://github.com/Snowflake-Labs/ml-pipelines","title":"Snowflake-Labs/ml-pipelines","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"snowflake","name":"Snowflake (Arctic)","category":"neocloud"},"occurred_at":"2026-06-02T18:03:34+00:00","first_seen_at":"2026-06-05T22:32:24.605515+00:00","date_source":"source"},{"id":"d88990ee-42fe-412e-9c64-5026e7870150","url":"https://onlylabs.fyi/signals/d88990ee-42fe-412e-9c64-5026e7870150","source_url":"https://github.com/Snowflake-Labs/nifihub","title":"Snowflake-Labs/nifihub","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"snowflake","name":"Snowflake (Arctic)","category":"neocloud"},"occurred_at":"2026-05-22T07:35:44+00:00","first_seen_at":"2026-06-05T22:32:24.605515+00:00","date_source":"source"},{"id":"9d79e773-6e22-47b5-a358-fea78a34c5c5","url":"https://onlylabs.fyi/signals/9d79e773-6e22-47b5-a358-fea78a34c5c5","source_url":"https://github.com/Snowflake-Labs/snowflake-feature-store-online-benchmark-kit","title":"Snowflake-Labs/snowflake-feature-store-online-benchmark-kit","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"snowflake","name":"Snowflake (Arctic)","category":"neocloud"},"occurred_at":"2026-05-04T18:57:02+00:00","first_seen_at":"2026-06-05T22:32:24.605515+00:00","date_source":"source"},{"id":"eae8b6ce-b956-4e8a-80fd-17c2196f9659","url":"https://onlylabs.fyi/signals/eae8b6ce-b956-4e8a-80fd-17c2196f9659","source_url":"https://github.com/Snowflake-Labs/snowflake360-self-assessment","title":"Snowflake-Labs/snowflake360-self-assessment","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"snowflake","name":"Snowflake (Arctic)","category":"neocloud"},"occurred_at":"2026-04-29T22:08:55+00:00","first_seen_at":"2026-06-05T22:32:24.605515+00:00","date_source":"source"},{"id":"f9a1c5bd-7613-4d48-a12d-1bb157c462ab","url":"https://onlylabs.fyi/signals/f9a1c5bd-7613-4d48-a12d-1bb157c462ab","source_url":"https://github.com/Snowflake-Labs/automated-intelligence-dev-day-2026-hol","title":"Snowflake-Labs/automated-intelligence-dev-day-2026-hol","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"snowflake","name":"Snowflake (Arctic)","category":"neocloud"},"occurred_at":"2026-04-29T14:22:15+00:00","first_seen_at":"2026-06-05T22:32:24.605515+00:00","date_source":"source"},{"id":"c515658b-8bef-473c-93b4-012ccdfafd6c","url":"https://onlylabs.fyi/signals/c515658b-8bef-473c-93b4-012ccdfafd6c","source_url":"https://github.com/Snowflake-Labs/sfguide-build-autonomous-pipelines-for-ai-agents","title":"Snowflake-Labs/sfguide-build-autonomous-pipelines-for-ai-agents","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"snowflake","name":"Snowflake (Arctic)","category":"neocloud"},"occurred_at":"2026-04-29T09:19:30+00:00","first_seen_at":"2026-06-05T22:32:24.605515+00:00","date_source":"source"}]}