{"adoption": {"forks": 163, "observed_at": "2026-08-28T04:04:04.702194+00:00", "stars": 1234}, "canonical_url": "https://ross.abutalabs.com/products/dbt-expectations", "card": {"archived": false, "artifact_type": "library", "description": "Port(ish) of Great Expectations to dbt test macros", "domain": ["databases", "analytics", "testing"], "enriched": true, "function": ["testing", "data-science", "etl"], "health_score": 28, "homepage": "https://calogica.github.io/dbt-expectations/", "language": "Shell", "license": "Apache-2.0", "license_family": "permissive", "maturity": "maintenance", "member_repos": ["calogica/dbt-expectations"], "name": "calogica/dbt-expectations", "platform": ["python", "cloud"], "pushed_at": "2024-12-16T16:31:42+00:00", "repo": "calogica/dbt-expectations", "stars": 1234, "tags": ["dbt", "data-quality", "great-expectations", "sql", "data-warehouse", "data-tests", "data-engineering", "postgres"], "topics": ["dbt"], "urls": [], "use_cases": ["add great expectations style tests to dbt models", "validate data quality in snowflake or bigquery from dbt", "assert table columns and row counts in dbt tests", "check for recent data in warehouse tables", "compare table schemas and aggregations across tables", "run data expectation tests without a separate GE integration"], "what_it_is": "A dbt extension package that ports Great Expectations-style data quality tests as dbt test macros. It lets data teams run expectation tests (column existence, recency, value ranges, schema comparisons) directly in their warehouse via dbt.", "when_to_avoid": ["you need a standalone data quality framework outside dbt", "you need actively developed features - the package is no longer actively supported", "you use a warehouse or dbt version outside the supported matrix"], "when_to_choose": ["you already use dbt and want declarative data quality tests in SQL", "you want Great Expectations-like assertions without deploying a separate GE stack", "your warehouse is Postgres, Snowflake, BigQuery, DuckDB, Spark, or Trino"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/dbt-expectations", "repo": "calogica/dbt-expectations", "role": "main", "score": 23}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:04:04.702194+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T08:22:09.719923+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "051d8149cff92827a4cebe61826560e54e59c383538fecc3510fdc06b99bc90f", "fetched_at": "2026-08-28T04:04:04.702194+00:00", "kind": "readme", "missing": false, "url": "https://github.com/calogica/dbt-expectations"}, {"content_hash": "74a7ea5eb7bfa377b8ac1328a138b9c327224a1087f2dfc5b47ba468bf802765", "fetched_at": "2026-08-29T12:21:32.580918+00:00", "kind": "homepage", "missing": false, "url": "https://calogica.github.io/dbt-expectations/"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:04:04.702194+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T08:22:09.719923+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "051d8149cff92827a4cebe61826560e54e59c383538fecc3510fdc06b99bc90f", "fetched_at": "2026-08-28T04:04:04.702194+00:00", "kind": "readme", "missing": false, "url": "https://github.com/calogica/dbt-expectations"}, {"content_hash": "74a7ea5eb7bfa377b8ac1328a138b9c327224a1087f2dfc5b47ba468bf802765", "fetched_at": "2026-08-29T12:21:32.580918+00:00", "kind": "homepage", "missing": false, "url": "https://calogica.github.io/dbt-expectations/"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T08:22:09.719923+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "051d8149cff92827a4cebe61826560e54e59c383538fecc3510fdc06b99bc90f", "fetched_at": "2026-08-28T04:04:04.702194+00:00", "kind": "readme", "missing": false, "url": "https://github.com/calogica/dbt-expectations"}, {"content_hash": "74a7ea5eb7bfa377b8ac1328a138b9c327224a1087f2dfc5b47ba468bf802765", "fetched_at": "2026-08-29T12:21:32.580918+00:00", "kind": "homepage", "missing": false, "url": "https://calogica.github.io/dbt-expectations/"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:04:04.702194+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:04:04.702194+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:04:04.702194+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T08:22:09.719923+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "051d8149cff92827a4cebe61826560e54e59c383538fecc3510fdc06b99bc90f", "fetched_at": "2026-08-28T04:04:04.702194+00:00", "kind": "readme", "missing": false, "url": "https://github.com/calogica/dbt-expectations"}, {"content_hash": "74a7ea5eb7bfa377b8ac1328a138b9c327224a1087f2dfc5b47ba468bf802765", "fetched_at": "2026-08-29T12:21:32.580918+00:00", "kind": "homepage", "missing": false, "url": "https://calogica.github.io/dbt-expectations/"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:04:04.702194+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:04:04.702194+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T08:22:09.719923+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "051d8149cff92827a4cebe61826560e54e59c383538fecc3510fdc06b99bc90f", "fetched_at": "2026-08-28T04:04:04.702194+00:00", "kind": "readme", "missing": false, "url": "https://github.com/calogica/dbt-expectations"}, {"content_hash": "74a7ea5eb7bfa377b8ac1328a138b9c327224a1087f2dfc5b47ba468bf802765", "fetched_at": "2026-08-29T12:21:32.580918+00:00", "kind": "homepage", "missing": false, "url": "https://calogica.github.io/dbt-expectations/"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:04:04.702194+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:04:04.702194+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:04:04.702194+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T08:22:09.719923+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "051d8149cff92827a4cebe61826560e54e59c383538fecc3510fdc06b99bc90f", "fetched_at": "2026-08-28T04:04:04.702194+00:00", "kind": "readme", "missing": false, "url": "https://github.com/calogica/dbt-expectations"}, {"content_hash": "74a7ea5eb7bfa377b8ac1328a138b9c327224a1087f2dfc5b47ba468bf802765", "fetched_at": "2026-08-29T12:21:32.580918+00:00", "kind": "homepage", "missing": false, "url": "https://calogica.github.io/dbt-expectations/"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:04:04.702194+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:04:04.702194+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T08:22:09.719923+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "051d8149cff92827a4cebe61826560e54e59c383538fecc3510fdc06b99bc90f", "fetched_at": "2026-08-28T04:04:04.702194+00:00", "kind": "readme", "missing": false, "url": "https://github.com/calogica/dbt-expectations"}, {"content_hash": "74a7ea5eb7bfa377b8ac1328a138b9c327224a1087f2dfc5b47ba468bf802765", "fetched_at": "2026-08-29T12:21:32.580918+00:00", "kind": "homepage", "missing": false, "url": "https://calogica.github.io/dbt-expectations/"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T08:22:09.719923+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "051d8149cff92827a4cebe61826560e54e59c383538fecc3510fdc06b99bc90f", "fetched_at": "2026-08-28T04:04:04.702194+00:00", "kind": "readme", "missing": false, "url": "https://github.com/calogica/dbt-expectations"}, {"content_hash": "74a7ea5eb7bfa377b8ac1328a138b9c327224a1087f2dfc5b47ba468bf802765", "fetched_at": "2026-08-29T12:21:32.580918+00:00", "kind": "homepage", "missing": false, "url": "https://calogica.github.io/dbt-expectations/"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T08:22:09.719923+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "051d8149cff92827a4cebe61826560e54e59c383538fecc3510fdc06b99bc90f", "fetched_at": "2026-08-28T04:04:04.702194+00:00", "kind": "readme", "missing": false, "url": "https://github.com/calogica/dbt-expectations"}, {"content_hash": "74a7ea5eb7bfa377b8ac1328a138b9c327224a1087f2dfc5b47ba468bf802765", "fetched_at": "2026-08-29T12:21:32.580918+00:00", "kind": "homepage", "missing": false, "url": "https://calogica.github.io/dbt-expectations/"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T08:22:09.719923+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "051d8149cff92827a4cebe61826560e54e59c383538fecc3510fdc06b99bc90f", "fetched_at": "2026-08-28T04:04:04.702194+00:00", "kind": "readme", "missing": false, "url": "https://github.com/calogica/dbt-expectations"}, {"content_hash": "74a7ea5eb7bfa377b8ac1328a138b9c327224a1087f2dfc5b47ba468bf802765", "fetched_at": "2026-08-29T12:21:32.580918+00:00", "kind": "homepage", "missing": false, "url": "https://calogica.github.io/dbt-expectations/"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 100, "rhythm": 8}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 2141, "days_push": 625, "days_rel": 722, "gap_med": null, "n_releases_24m": 1}, "score": 23, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}