Öffentliches RegisterGut
Software-GesundheitsberichtSchema 0.27.0 · Metriken 1.13.0 · 2026-07-29 17:15 UTC
GoogleCloudPlatform / professional-services-data-validator
Utility to compare data between homogeneous or heterogeneous environments to ensure source and target tables match
GoogleCloudPlatform/professional-services-data-validator erreicht einen Gesundheitsindex von 80 von 100 und liegt damit im Bereich Gut. Am stärksten schneidet es bei Vitality (94/100) ab, am schwächsten bei AI Readiness (50/100). Zuletzt heute aktualisiert. 2 Mitwirkende tragen den Großteil der jüngsten Arbeit.
80
gesamt / 100Software-Gesundheitsindex
Metriken werden auf einer Skala von 1–100 in gewichtete Kategorien gruppiert. Der Gesamtwert beginnt als ihr Mittel; sobald öffentliche Evidenz die Richtlinie für Hochrisikojurisdiktionen auslöst, wird die Bewertung angepasst und erhält die Obergrenze 49 (Gefährdet). AI Readiness liegt außerhalb.
80
Exzellent85-100Vorbildlich; erfüllt im Wesentlichen alle geprüften Kriterien
Gut70-84Gesund; geringfügige Lücken
Mittel50-69Akzeptabel mit deutlichen Lücken; Überprüfung empfohlen
Gefährdet30-49Erhebliche Schwächen; eine Übernahme erfordert Vorsicht
Kritisch1-29Schwerwiegende Probleme (aufgegeben, nur ein Maintainer, keine Hygiene)
Bewertungsprofil
Jede Achse ist eine Kategorie. Die Form zählt mehr als der Durchschnitt — ein gesundes Projekt füllt die gesamte Fläche, während ein Profil aus Spitzen und Kratern bedeutet, dass Stärke in einer Dimension Risiken in einer anderen verdeckt.
Eigentümerschaft
Google Cloud PlatformOrganisation
21.384 Follower1.498 öffentliche Reposseit Nov. 2012
Dieses Repository wird von einer Organisation getragen — geteilte, rechenschaftspflichtige Trägerschaft, die jeden einzelnen Maintainer überdauern kann.
Paket-Ökosysteme
| Registry | Paket | Version | Downloads / Monat | Versionen | Zuletzt veröffentlicht |
|---|---|---|---|---|---|
| PyPI | google-pso-data-validator | 8.8.2 | 10.612 | 62 | vor 1 Tag |
Metriken nach Kategorie
Vitalität
Lebt das Projekt — wird Code geschrieben und werden Releases ausgeliefert?
94
Entwicklungsaktivität
90Exzellent
Wie die Bewertung erfolgt
| 36/36 | Push-Aktualität — letzter Push vor 0 Tagen |
| 26.3/36 | Commit-Rhythmus — 38/52 Wochen mit Commits |
| 18/18 | Commit-Volumen — 103 Commits im letzten Jahr |
| 10/10 | OpenSSF Scorecard: Maintained — 26 commit(s) and 25 issue activity found in the last 90 days -- score normalized to 10 |
Verwendete Eingangsdaten
| commits_last_year | 103 |
| human_commit_share | 0,86 |
| days_since_last_push | 0 |
| active_weeks_last_year | 38 |
Release-Disziplin
100Exzellent
Wie die Bewertung erfolgt
| 27/27 | Liefert Releases aus — 70 Releases veröffentlicht |
| 36/36 | Release-Aktualität — letztes Release vor 1 Tagen |
| 27/27 | Release-Rhythmus — ein Release etwa alle 21,8 Tage |
| 0/10 | OpenSSF Scorecard: Signed-Releases — keine Daten |
Verwendete Eingangsdaten
| releases_count | 70 |
| latest_release_tag | v8.8.2 |
| releases_from_tags | nein |
| days_since_latest_release | 1 |
| mean_days_between_releases | 21,8 |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): OpenSSF Scorecard: Signed-Releases. Die verbleibenden Gewichte wurden renormalisiert.
Community & Verbreitung
Hat das Projekt Nutzer, Downloads, Aufmerksamkeit und ein einladendes Umfeld für Beitragende?
78
Wie die Bewertung erfolgt
| 44/60 | Stars — 516 Stars |
| 18.5/25 | Forks — 166 Forks |
| 9/15 | Watcher — 42 Watcher |
Verwendete Eingangsdaten
| forks | 166 |
| stars | 516 |
| watchers | 42 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community-Gesundheit
92Exzellent
Wie die Bewertung erfolgt
| 22.5/22.5 | README |
| 22.5/22.5 | Lizenz — anerkannte Lizenz (Apache-2.0) |
| 18/18 | CONTRIBUTING-Leitfaden |
| 13.5/13.5 | Verhaltenskodex |
| 0/7.2 | Issue-Vorlage |
| 6.3/6.3 | PR-Vorlage |
Verwendete Eingangsdaten
| has_readme | ja |
| has_license | ja |
| has_contributing | ja |
| has_issue_template | nein |
| has_code_of_conduct | ja |
| has_pull_request_template | ja |
Wie die Bewertung erfolgt
| 53.7/80 | Downloads pro Monat — 10.612 Downloads/Monat über pypi |
| 0/20 | Abhängige in der Registry — von diesem Ökosystem nicht ausgewiesen |
Verwendete Eingangsdaten
| packages | google-pso-data-validator |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 10.612 |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Abhängige in der Registry. Die verbleibenden Gewichte wurden renormalisiert.
Nachhaltigkeit & Governance
Überdauert das Projekt die Menschen, die es tragen — Bus-Faktor, Reaktionsfähigkeit, Trägerschaft und Paketpflege?
81
Wie die Bewertung erfolgt
| 25.2/54 | Bus-Faktor — 2 Beitragende decken die Hälfte aller Commits ab |
| 13.1/22.5 | Commit-Verteilung — wichtigste beitragende Person verfasste 42 % der Commits |
| 13.5/13.5 | Breite der Beitragenden — 56 Beitragende |
| 10/10 | OpenSSF Scorecard: Contributors — project has 7 contributing companies or organizations |
Verwendete Eingangsdaten
| bus_factor | 2 |
| contributors_sampled | 56 |
| top_contributor_share | 0,417 |
Reaktionsfähigkeit bei Issues & PRs
89Exzellent
Wie die Bewertung erfolgt
| 39.9/46.8 | Issue-Lösungsquote — 85 % der Issues geschlossen |
| 33.9/38.3 | PR-Annahme — 723/816 entschiedene PRs gemergt |
| 15/15 | OpenSSF Scorecard: Code-Review — all changesets reviewed |
Verwendete Eingangsdaten
| merged_prs | 723 |
| open_issues | 142 |
| closed_issues | 825 |
| issue_closed_ratio | 0,853 |
| closed_unmerged_prs | 93 |
Wie die Bewertung erfolgt
| 30/30 | Organisatorische Trägerschaft — im Besitz einer Organisation |
| 0/20 | Verifizierte Domain |
| 25/25 | Reichweite des Inhabers — 21.384 Follower von GoogleCloudPlatform |
| 25/25 | Kontohistorie — 1.498 öffentliche Repos, Kontoalter ca. 13 Jahre |
Verwendete Eingangsdaten
| followers | 21.384 |
| owner_type | Organization |
| is_verified | — |
| owner_login | GoogleCloudPlatform |
| public_repos | 1.498 |
| account_age_days | 5.003 |
Paketpflege
100Exzellent
Wie die Bewertung erfolgt
| 25/25 | Veröffentlicht & auflösbar — 1 Paket(e) auf pypi |
| 35/35 | Veröffentlichungsaktualität — letzte Veröffentlichung vor 1 Tagen |
| 20/20 | Versionshistorie — 62 veröffentlichte Versionen |
| 20/20 | Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen |
Verwendete Eingangsdaten
| packages | google-pso-data-validator |
| ecosystems | pypi |
| any_deprecated | nein |
| min_days_since_publish | 1 |
Engineering-Qualität
Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?
66
Engineering-Praktiken
60Mittel
Wie die Bewertung erfolgt
| 0/24 | CI-Workflows |
| 24/24 | Tests vorhanden |
| 16/16 | Linter-Konfiguration — .flake8 |
| 0/9.6 | Pre-Commit-Hooks |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
Verwendete Eingangsdaten
| has_ci | nein |
| has_tests | ja |
| has_editorconfig | nein |
| has_linter_config | ja |
| has_precommit_config | nein |
Dokumentation
75Gut
Wie die Bewertung erfolgt
| 30/30 | README |
| 25/25 | Dokumentationsverzeichnis |
| 0/15 | Dokumentations-/Homepage-Site |
| 10/10 | Repository-Beschreibung |
| 0/10 | Topics |
| 10/10 | Wiki |
Verwendete Eingangsdaten
| topics | — |
| has_wiki | ja |
| homepage | — |
| has_readme | ja |
| has_docs_dir | ja |
| has_description | ja |
Sicherheit
Sind die sichtbaren Sicherheits- und Lieferkettenpraktiken belastbar, ohne ungeklärte Exposition gegenüber Hochrisikojurisdiktionen?
77
Sicherheitslage
80Gut
Wie die Bewertung erfolgt
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — keine Daten |
| 2.5/2.5 | CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 7.5/7.5 | Code-Review — all changesets reviewed |
| 2.5/2.5 | Contributors — project has 7 contributing companies or organizations |
| 0/10 | Dangerous-Workflow — keine Daten |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | Lizenz — license file detected |
| 7.5/7.5 | Maintained — 26 commit(s) and 25 issue activity found in the last 90 days -- score normalized to 10 |
| 0/5 | Packaging — keine Daten |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 4.5/5 | SAST — SAST tool is not run on all commits -- score normalized to 9 |
| 5/5 | Security-Policy — security policy file detected |
| 0/7.5 | Signed-Releases — keine Daten |
| 0/7.5 | Token-Permissions — keine Daten |
| 6.8/7.5 | Vulnerabilities — 1 existing vulnerabilities detected |
Verwendete Eingangsdaten
| source | openssf_scorecard |
| checks_evaluated | 13 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 5 |
| scorecard_aggregate | 8 |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): branch_protection, dangerous_workflow, packaging, signed_releases, token_permissions. Die verbleibenden Gewichte wurden renormalisiert.
Abhängigkeits-Advisories
64Mittel
Wie die Bewertung erfolgt
| 7/35 | Direkte Abhängigkeiten ohne bekannte Advisories — 1 betroffen: ibis-framework 5.1.0 (critical) |
| 25/25 | Indirekte Abhängigkeiten ohne bekannte Advisories — keine indirekte Abhängigkeit trägt ein bekanntes Advisory |
| 32/40 | Keine offenen Advisories — 1 Paket(e) mit Advisory seit über 90 Tagen unbehandelt; ältestes vor 984 Tagen veröffentlicht |
Verwendete Eingangsdaten
| source | osv |
| advisories | 1 |
| affected_packages | 1 |
| assessed_packages | 88 |
| unassessed_packages | 0 |
| affected_by_severity | critical 1 |
| direct_affected_packages | 1 |
Abgeglichen wurde die Laufzeit-Abhängigkeitshülle von pypi:google-pso-data-validator@8.8.2 — das, was die Installation des veröffentlichten Pakets nach sich zieht — mit 88 Paketen. Erreichbarkeit wird nicht analysiert.
AI Readiness
Wie gut ist das Repository dafür ausgestattet, mit KI-Coding-Agenten entwickelt und gepflegt zu werden? Ein unabhängiges, experimentelles Badge — Gewicht 0,0, es wird eigenständig ausgewiesen und verändert den Gesamt-Gesundheitswert nicht.
50
AI-Agentenkontext & Leitlinien
40Gefährdet
Wie die Bewertung erfolgt
| 0/45 | Agentenanweisungen — keine CLAUDE.md / AGENTS.md / Editor-Regeln |
| 0/15 | Maschinenlesbare Doku (llms.txt) |
| 40/40 | Lesbare Commit-Historie — 86 von 86 menschlichen Commits benennen ihre Absicht (strukturierter Betreff oder erläuternder Text) |
Verwendete Eingangsdaten
| has_llms_txt | nein |
| legible_history_share | 1 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
Wie die Bewertung erfolgt
| 18/18 | Bootstrap mit einem Befehl — noxfile.py |
| 22/22 | Automatisierte Tests |
| 11/11 | Lint-/Format-Konfiguration — .flake8 |
| 0/11 | Statische Typprüfung |
| 10/10 | Reproduzierbare Umgebung — Dockerfile |
| 0/10 | Belegte Agentenpraxis — keine von Agenten verfassten Commits unter den letzten 100 |
| 0/8 | Automatisierte Wartung — keine automatisierten Abhängigkeits-Updates beobachtet |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
Verwendete Eingangsdaten
| has_nix | nein |
| has_tests | ja |
| lockfiles | — |
| has_dockerfile | ja |
| typed_language | nein |
| bootstrap_files | noxfile.py |
| has_devcontainer | nein |
| has_linter_config | ja |
| typecheck_configs | — |
| agent_commit_share | 0 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
AI-Code-Lesbarkeit für Modelle
53Mittel
Wie die Bewertung erfolgt
| 0/45 | Typprüfbarer Code — Python ohne Typprüfungs-Konfiguration |
| 52.9/55 | Handhabbare Dateigrößen — 4/105 Quelldateien über 60 KB |
Verwendete Eingangsdaten
| primary_language | Python |
| largest_source_bytes | 69.773 |
| source_files_sampled | 105 |
| oversized_source_files | 4 |
Maschinenlesbare AI-Schnittstellen
40Gefährdet
Wie die Bewertung erfolgt
| 0/40 | API-Schema (OpenAPI/GraphQL/proto) |
| 0/20 | MCP-Server |
| 40/40 | Lauffähige Beispiele — samples |
Verwendete Eingangsdaten
| example_dirs | samples |
| has_mcp_signal | nein |
| api_schema_files | — |
Eckdaten
516GitHub-Sterne
56Mitwirkende
103Commits, letzte 12 Monate
0Tage seit letztem Push
70Releases
2Bus-Faktor
142offene Issues
PyPIPaket-Ökosysteme
Warnungen zur Datenerhebung
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
Weitere Details
Stern- und Fork-Verlauf 0 ★ / 166 ⇿
0Sterne
166Forks
62Releases
Wann jeder Stern und Fork hinzugefügt wurde, von GitHub erfasst und nach Tagen gruppiert. Das kumulierte Wachstum steht direkt über den täglichen Zugängen, aus denen es besteht, sodass beide gegeneinander lesbar sind: stetiger organischer Zuwachs sieht ganz anders aus als ein abrupter, kurzlebiger Ausschlag. Wo dieser Unterschied messbar ist, wird er als Wachstumsauthentizität ausgewiesen.
Major 7Minor 41Patch 14
Jeder Punkt umfasst 5 Tage.
OpenSSF Scorecard 8.0 / 10
8.0Gesamtwert
Unabhängige, werkzeugneutrale Sicherheitsbewertung durch das quelloffene OpenSSF Scorecard. Jede Prüfung honoriert eine Sicherheits-Praxis, nicht das Werkzeug eines bestimmten Anbieters. Prüfungen, die Scorecard nicht ermitteln konnte, sind mit k. A. markiert und vom Sicherheitswert ausgeschlossen (nie als null gezählt).
| 10 | Binary-Artifacts | no binaries found in the repo |
| k. A. | Branch-Protection | internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md |
| 10 | CI-Tests | 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 10 | Code-Review | all changesets reviewed |
| 10 | Contributors | project has 7 contributing companies or organizations |
| k. A. | Dangerous-Workflow | no workflows found |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 26 commit(s) and 25 issue activity found in the last 90 days -- score normalized to 10 |
| k. A. | Packaging | packaging workflow not detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 9 | SAST | SAST tool is not run on all commits -- score normalized to 9 |
| 10 | Security-Policy | security policy file detected |
| k. A. | Signed-Releases | no releases found |
| k. A. | Token-Permissions | No tokens found |
| 9 | Vulnerabilities | 1 existing vulnerabilities detected |
Alle Abhängigkeiten 32
Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 0 direkte und 32 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.
| Registry | Paket | Version | Beziehung |
|---|---|---|---|
| PyPI | 0 | — | indirekt |
| PyPI | 1 | — | indirekt |
| PyPI | 3 | — | indirekt |
| PyPI | black | 26.5.1 | indirekt |
| PyPI | flake8 | — | indirekt |
| PyPI | flask | — | indirekt |
| PyPI | freezegun | — | indirekt |
| PyPI | fsspec | — | indirekt |
| PyPI | google-api-python-client | — | indirekt |
| PyPI | google-cloud-bigquery | — | indirekt |
| PyPI | google-cloud-bigquery-storage | — | indirekt |
| PyPI | google-cloud-secret-manager | — | indirekt |
| PyPI | google-cloud-spanner | — | indirekt |
| PyPI | google-cloud-storage | — | indirekt |
| PyPI | google-pso-data-validator | — | indirekt |
| PyPI | ibis-framework | 7.1.0 | indirekt |
| PyPI | impyla | — | indirekt |
| PyPI | jellyfish | — | indirekt |
| PyPI | pandas | — | indirekt |
| PyPI | parsy | — | indirekt |
| PyPI | psycopg2-binary | — | indirekt |
| PyPI | pyarrow | — | indirekt |
| PyPI | pydata-google-auth | — | indirekt |
| PyPI | pyfakefs | — | indirekt |
| PyPI | pymysql | — | indirekt |
| PyPI | pytest | — | indirekt |
| PyPI | pytest-cov | — | indirekt |
| PyPI | pytest-rerunfailures | — | indirekt |
| PyPI | pytest-timeout | — | indirekt |
| PyPI | pyyaml | — | indirekt |
| PyPI | sqlalchemy | — | indirekt |
| PyPI | tabulate | — | indirekt |
Abhängigkeits-Advisories 1
Die Installation von pypi:google-pso-data-validator@8.8.2 zieht 88 Pakete nach sich, direkt und transitiv: 1 tragen bekannte Advisories, davon 1 direkte Abhängigkeiten.
| Paket | Version | Beziehung | Schweregrad | Advisories | Behoben in |
|---|---|---|---|---|---|
| ibis-framework | 5.1.0 | direkt | kritisch | 1 | 7.1.0 |
Ein Advisory bedeutet, dass die im Abhängigkeitsgraphen erfasste Version in den betroffenen Bereich eines Advisories fällt. Erreichbarkeit wird nicht analysiert, und der Graph enthält Entwicklungs- und Test-Pins — ein Fund kann das Werkzeug betreffen und nicht die ausgelieferte Software.
JSON-Rohbericht maschinenlesbar
{
"data": {
"repo": {
"topics": [],
"is_fork": false,
"size_kb": 3655,
"has_wiki": true,
"homepage": null,
"languages": {
"HCL": 2694,
"TSQL": 55894,
"Shell": 7332,
"Python": 1255126
},
"pushed_at": "2026-07-29T17:13:08Z",
"created_at": "2020-04-10T21:18:19Z",
"owner_type": "Organization",
"updated_at": "2026-07-28T20:03:26Z",
"description": "Utility to compare data between homogeneous or heterogeneous environments to ensure source and target tables match",
"is_archived": false,
"is_disabled": false,
"license_spdx": "Apache-2.0",
"default_branch": "develop",
"license_spdx_raw": "Apache-2.0",
"primary_language": "Python",
"significant_languages": [
"Python"
]
},
"owner": {
"blog": "https://cloud.google.com",
"name": "Google Cloud Platform",
"type": "Organization",
"login": "GoogleCloudPlatform",
"company": null,
"location": null,
"followers": 21384,
"avatar_url": "https://avatars.githubusercontent.com/u/2810941?v=4",
"created_at": "2012-11-16T04:52:17Z",
"is_verified": null,
"public_repos": 1498,
"account_age_days": 5003
},
"license": {
"state": "standard",
"spdx_id": "Apache-2.0",
"raw_spdx": "Apache-2.0",
"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
"releases": [
{
"tag": "v8.8.2",
"kind": "patch",
"published_at": "2026-07-28T11:13:44Z"
},
{
"tag": "v8.8.1",
"kind": "patch",
"published_at": "2026-07-20T09:45:37Z"
},
{
"tag": "v8.8.0",
"kind": "minor",
"published_at": "2026-06-18T12:51:05Z"
},
{
"tag": "v8.7.1",
"kind": "patch",
"published_at": "2026-05-22T09:07:05Z"
},
{
"tag": "v8.7.0",
"kind": "minor",
"published_at": "2026-04-20T15:07:46Z"
},
{
"tag": "v8.6.0",
"kind": "minor",
"published_at": "2026-04-13T19:50:34Z"
},
{
"tag": "v8.5.2",
"kind": "patch",
"published_at": "2026-02-26T17:34:50Z"
},
{
"tag": "v8.5.1",
"kind": "patch",
"published_at": "2026-02-24T16:02:09Z"
},
{
"tag": "v8.5.0",
"kind": "minor",
"published_at": "2026-02-06T13:41:43Z"
},
{
"tag": "v8.4.0",
"kind": "minor",
"published_at": "2026-01-13T16:26:25Z"
},
{
"tag": "v8.3.0",
"kind": "minor",
"published_at": "2025-11-13T14:57:13Z"
},
{
"tag": "v8.2.0",
"kind": "minor",
"published_at": "2025-09-23T17:14:56Z"
},
{
"tag": "v8.1.1",
"kind": "patch",
"published_at": "2025-08-09T09:51:01Z"
},
{
"tag": "v8.1.0",
"kind": "minor",
"published_at": "2025-08-07T10:42:14Z"
},
{
"tag": "v8.0.0",
"kind": "major",
"published_at": "2025-07-30T15:16:15Z"
},
{
"tag": "v7.7.0",
"kind": "minor",
"published_at": "2025-05-21T15:16:33Z"
},
{
"tag": "v7.6.1",
"kind": "patch",
"published_at": "2025-05-06T13:30:38Z"
},
{
"tag": "v7.6.0",
"kind": "minor",
"published_at": "2025-04-17T22:12:52Z"
},
{
"tag": "v7.5.2",
"kind": "patch",
"published_at": "2025-04-02T12:00:59Z"
},
{
"tag": "v7.5.1",
"kind": "patch",
"published_at": "2025-03-31T13:12:09Z"
},
{
"tag": "v7.5.0",
"kind": "minor",
"published_at": "2025-03-26T13:12:38Z"
},
{
"tag": "v7.4.0",
"kind": "minor",
"published_at": "2025-03-05T16:50:52Z"
},
{
"tag": "v7.3.0",
"kind": "minor",
"published_at": "2025-02-26T09:54:49Z"
},
{
"tag": "v7.2.0",
"kind": "minor",
"published_at": "2025-02-05T09:50:21Z"
},
{
"tag": "v7.1.0",
"kind": "minor",
"published_at": "2025-01-10T10:57:58Z"
},
{
"tag": "v7.0.0",
"kind": "major",
"published_at": "2024-12-18T15:24:01Z"
},
{
"tag": "v6.4.0",
"kind": "minor",
"published_at": "2024-11-13T12:01:21Z"
},
{
"tag": "v6.3.0",
"kind": "minor",
"published_at": "2024-10-24T09:44:24Z"
},
{
"tag": "v6.2.0",
"kind": "minor",
"published_at": "2024-09-27T23:30:37Z"
},
{
"tag": "v6.1.0",
"kind": "minor",
"published_at": "2024-08-28T12:52:15Z"
},
{
"tag": "v6.0.0",
"kind": "major",
"published_at": "2024-08-07T18:05:42Z"
},
{
"tag": "v5.1.1",
"kind": "patch",
"published_at": "2024-06-13T09:22:05Z"
},
{
"tag": "v5.1.0",
"kind": "minor",
"published_at": "2024-06-11T17:19:15Z"
},
{
"tag": "v5.0.0",
"kind": "major",
"published_at": "2024-05-21T18:10:02Z"
},
{
"tag": "v4.5.0",
"kind": "minor",
"published_at": "2024-03-18T19:55:03Z"
},
{
"tag": "v4.4.0",
"kind": "minor",
"published_at": "2024-02-23T18:16:20Z"
},
{
"tag": "v4.3.0",
"kind": "minor",
"published_at": "2023-11-29T18:12:35Z"
},
{
"tag": "v4.2.0",
"kind": "minor",
"published_at": "2023-10-03T20:28:55Z"
},
{
"tag": "v4.1.0",
"kind": "minor",
"published_at": "2023-08-18T12:39:59Z"
},
{
"tag": "v4.0.0",
"kind": "major",
"published_at": "2023-08-02T18:25:48Z"
},
{
"tag": "v3.2.0",
"kind": "minor",
"published_at": "2023-06-02T16:18:35Z"
},
{
"tag": "v3.1.0",
"kind": "minor",
"published_at": "2023-04-24T05:20:43Z"
},
{
"tag": "v3.0.0",
"kind": "major",
"published_at": "2023-03-30T17:28:06Z"
},
{
"tag": "v2.9.0",
"kind": "minor",
"published_at": "2023-02-16T20:56:21Z"
},
{
"tag": "v2.8.0",
"kind": "minor",
"published_at": "2023-01-19T20:28:38Z"
},
{
"tag": "v2.7.0",
"kind": "minor",
"published_at": "2023-01-07T18:06:01Z"
},
{
"tag": "v2.6.0",
"kind": "minor",
"published_at": "2022-11-30T21:23:47Z"
},
{
"tag": "v2.5.0",
"kind": "minor",
"published_at": "2022-10-18T21:31:39Z"
},
{
"tag": "v2.4.0",
"kind": "minor",
"published_at": "2022-10-06T20:25:19Z"
},
{
"tag": "v2.3.0",
"kind": "minor",
"published_at": "2022-09-15T15:15:01Z"
},
{
"tag": "v2.2.0",
"kind": "minor",
"published_at": "2022-08-29T22:27:25Z"
},
{
"tag": "v2.1.0",
"kind": "minor",
"published_at": "2022-07-14T20:51:34Z"
},
{
"tag": "v2.0.1",
"kind": "patch",
"published_at": "2022-06-11T12:24:15Z"
},
{
"tag": "v2.0.0",
"kind": "major",
"published_at": "2022-05-27T14:52:57Z"
},
{
"tag": "v1.7.2",
"kind": "patch",
"published_at": "2022-05-13T00:46:31Z"
},
{
"tag": "v1.7.1",
"kind": "patch",
"published_at": "2022-04-14T19:23:32Z"
},
{
"tag": "v1.7.0",
"kind": "minor",
"published_at": "2022-03-23T13:30:24Z"
},
{
"tag": "v1.6.0",
"kind": "minor",
"published_at": "2021-12-01T22:12:16Z"
},
{
"tag": "v1.5.0",
"kind": "minor",
"published_at": "2021-10-19T16:34:14Z"
},
{
"tag": "v1.4.0",
"kind": "minor",
"published_at": "2021-10-06T00:43:06Z"
},
{
"tag": "v1.3.2",
"kind": "patch",
"published_at": "2021-06-29T16:18:36Z"
},
{
"tag": "v1.3.1",
"kind": "patch",
"published_at": "2021-06-28T22:26:24Z"
},
{
"tag": "v1.3.0",
"kind": "minor",
"published_at": "2021-06-28T18:04:26Z"
},
{
"tag": "v1.2.0",
"kind": "minor",
"published_at": "2021-06-08T18:16:46Z"
},
{
"tag": "1.1.7",
"kind": "patch",
"published_at": "2021-03-19T18:28:02Z"
},
{
"tag": "1.1.5",
"kind": "patch",
"published_at": "2021-03-01T18:28:18Z"
},
{
"tag": "1.1.2",
"kind": "patch",
"published_at": "2020-11-17T20:25:05Z"
},
{
"tag": "1.1.0",
"kind": "minor",
"published_at": "2020-10-21T18:36:37Z"
},
{
"tag": "1.0",
"kind": "other",
"published_at": "2020-10-06T22:11:36Z"
},
{
"tag": "0.1.0",
"kind": "minor",
"published_at": "2020-07-17T18:29:21Z"
}
],
"recent_commits": [
{
"oid": "121b9db2c6c1a9af3cb92b9ac5a625a72db6e324",
"body": "* chore: modernize DVT to upgrade ibis-framework to 7.1.0\n\n* Working Postgres and SQL Server implementations\n\n* Bigquery integration tests pass\n\n* Oracle tests pass, some tests involving Postgres don't pass, because Postgres was not available to JetSki\n\n* Linted\n\n* Special build for testing\n\n* Remov\n[…]\n@gmail.com>\nCo-authored-by: release-please[bot] <55107282+release-please[bot]@users.noreply.github.com>\nCo-authored-by: sundar-mudupalli-work <106282841+sundar-mudupalli-work@users.noreply.github.com>",
"is_bot": false,
"headline": "chore: modernize DVT to upgrade ibis-framework to 7.1.0 (#1745)",
"author_name": "Mike Hilton",
"author_login": "renzokuken",
"committed_at": "2026-07-28T20:01:14Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "2efd0bee5cb24caeb1e7672e714c584a8072edce",
"body": "Co-authored-by: release-please[bot] <55107282+release-please[bot]@users.noreply.github.com>\nCo-authored-by: Neil Johnson <neiljohnson@google.com>",
"is_bot": true,
"headline": "chore(develop): release 8.8.2 (#1793)",
"author_name": "release-please[bot]",
"author_login": "release-please[bot]",
"committed_at": "2026-07-28T11:13:33Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "54b7555dc598271af954276519b343a340e00d1c",
"body": "* feat: Table name indicator in DataValidation exceptions\n\n* chore: reformat",
"is_bot": false,
"headline": "chore: Table name indicator in DataValidation exceptions (#1786)",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2026-07-28T09:39:01Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "901916735a6f1c837ff942cd42d4074066ac365d",
"body": "…792)\n\n* fix: Ensure padded char PK detection works for upper case columns",
"is_bot": false,
"headline": "fix: Ensure padded char PK detection works for upper case columns (#1…",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2026-07-28T08:48:55Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b4eb1cbc36eab1ae6229c0c24d147aed1e95bb11",
"body": "* test: Add test for dvt_int_overflow on SQL Server\n\n* test: Add test for dvt_int_overflow on Sybase\n\n* fix: Fix SQL Server overflow on SUM(INT)\n\n* fix: Fix Sybase overflow on SUM(INT)",
"is_bot": false,
"headline": "fix: Fix SQL Server overflow on SUM(INT) (#1790)",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2026-07-28T07:12:21Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "78658ab718ca021e8a280f1a4c649a8c39ab834e",
"body": "* fix: SQL Server tinyiny type detection\n\n* Linted\n\n* test: Remove test workarounds since reinstating link to sql_server datatypes.py\n\n---------\n\nCo-authored-by: Sundar Mudupalli <mudupalli@google.com>",
"is_bot": false,
"headline": "fix: SQL Server tinyint type detection (#1784)",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2026-07-28T07:09:05Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c723ef1cdd5da3fcbb441ae21e248e985fe8a6bf",
"body": "Co-authored-by: release-please[bot] <55107282+release-please[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "chore(develop): release 8.8.1 (#1783)",
"author_name": "release-please[bot]",
"author_login": "release-please[bot]",
"committed_at": "2026-07-20T09:45:26Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b3ce0ba1444e8ad0d659e31e0a4740b6147d4755",
"body": "* test: Add SQL Server fixed char pk tests\n\n* fix: SQL Server padded char columns are detected correctly\n\n* chore: Temporarily disable Snowflake testing",
"is_bot": false,
"headline": "fix: SQL Server padded char columns are detected correctly (#1779)",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2026-07-20T08:05:21Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b0d2fae534f9a5d029d16b6c9cae00d96fe53ebd",
"body": "* fix: Better message when all columns are pks for -comp-fields\n\n* docs: Limitation when all columns are pks for -comp-fields\n\n* chore: reformat",
"is_bot": false,
"headline": "fix: Better message when all columns are pks for -comp-fields (#1780)",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2026-07-16T10:03:02Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "42be1e515aec61a9c3a4f2c2ce9f85fbfd307946",
"body": "* docs: Add SQL Server AVG limitation\n\n* fix: Fix SQL Server avg for integer columns\n\n* chore: Temporarily disable Snowflake testing",
"is_bot": false,
"headline": "fix: Fix SQL Server avg for integer columns (#1782)",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2026-07-16T08:47:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2b3f61f49d96deb9e6b5f700778f84aa43c78d0b",
"body": "…es (#1775)\n\n* fix: Incorrect concat of Dataframes when broken up into multiple slices\n\n* chore: Log summary into for non-row validations\n\n* test: Tests support custom connection config JSON string\n\n* chore: Reformat\n\n* chore: Remove unused test code\n\n* chore: Temporarily disable Snowflake testing",
"is_bot": false,
"headline": "fix: Incorrect concat of Dataframes when broken up into multiple slic…",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2026-07-16T07:49:09Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "634a07a41710f2acc3a4b667516047dc44032709",
"body": null,
"is_bot": false,
"headline": "docs: Update internal throughput test case (#1770)",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2026-07-16T07:47:06Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "82ebdb3d5d2420436e6ccb9684d1b55e1ff60066",
"body": "Co-authored-by: release-please[bot] <55107282+release-please[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "chore(develop): release 8.8.0 (#1751)",
"author_name": "release-please[bot]",
"author_login": "release-please[bot]",
"committed_at": "2026-06-18T12:50:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d3bba8d2e48861f3bb3e2cd58f4d29bd7cbe8a7f",
"body": "* fix: Use UTC for naive timestamp epoch conversion\n\n* fix: Refactor import of clients to avoid circular imports\n\nMoved the import of clients to within the function to avoid circular imports and reduce heavy weight loading in the utility module.\n\n* test: Cover pre-1970 timezone-aware epoch\n\n---------\n\nCo-authored-by: Neil Johnson <neiljohnson@google.com>",
"is_bot": false,
"headline": "fix: Use UTC for naive timestamp epoch conversion (#1761)",
"author_name": "Kannappan Sirchabesan",
"author_login": "hashkanna",
"committed_at": "2026-06-18T09:34:56Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0c52e8e40bffb4c600ea21a72c69662de46f87cd",
"body": null,
"is_bot": false,
"headline": "fix: Workaround for ibm_db_sa ForeignKeyConstraint exception (#1756)",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2026-06-18T07:38:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "326770c4219b40a6a68d474ade11f756ef1f6694",
"body": "…l ip for all Cloud SQL databases (#1748)\n\n* Gemini response to prompt 'follow the instructions in upgrade_sql.md to create script for me to review and run'\n\n* Able to run Gemini generated scripts with changes; Updated cloudbuild.yaml to reference new SQL instances; Updated install_cloud_proxy to in\n[…]\nthrow a warning with SQL Server 2025\n\n* Updated Cloudbuild.yaml to use new servers and a new version of cloud_sql_proxy\n\n* Lint fix\n\n* Updated file name and removed references to PROJECT_ID and BUCKET",
"is_bot": false,
"headline": "chore: Update versions of MySQL, SQL Server to latest and use interna…",
"author_name": "sundar-mudupalli-work",
"author_login": "sundar-mudupalli-work",
"committed_at": "2026-06-12T15:23:41Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "8a7944e40ccf6a33099fb0b8bd47c90f1aff4132",
"body": "* fix: YAML deserialization fix\n\n* chore: Reformat",
"is_bot": false,
"headline": "fix: YAML deserialization fix (#1752)",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2026-06-12T09:10:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "765560ea3077194db156764a92c00ea101f9c33a",
"body": null,
"is_bot": false,
"headline": "chore: Update black to most recent version (#1741)",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2026-06-10T09:41:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6fcfef1e9c90f5b84f21f16864190eaffa094153",
"body": "* test: Re-org tests by type, schema, column, row, query\n\n* test: Add tests for Oracle mixed case tables\n\n* docs: Add limitation for Oracle mixed case tables",
"is_bot": false,
"headline": "test: Add tests for Oracle mixed case tables (#1734)",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2026-06-10T07:37:57Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f5e9f79983da6ad046f1aa0ca5b3d12a5a4150ff",
"body": "… (#1742)\n\n* chore: Design doc\n\n* feat: Add --config-dir/--config-dir-json to table validation commands\n\n* test: Used a mocked connection in BigQuery tests to remove dependency on internal project/bucket\n\n* fix: Move check for missing target columns above data type retrieval to avoid unhandled exceptions\n\n* docs: Add config file/dir design doc\n\n* feat: Add --config-dir/--config-dir-json to table validation commands",
"is_bot": false,
"headline": "feat: Add --config-dir/--config-dir-json to table validation commands…",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2026-06-09T19:45:39Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "af4d7e82f9baff3f9876cf518bd703519abfd92d",
"body": "* chore: Update ibm-db package version for tests\n\n* chore: Reformat",
"is_bot": false,
"headline": "test: Update ibm-db package version for tests (#1749)",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2026-06-09T17:49:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a09844dfe52a38b1bc7e6c8df746b121f1cbefaf",
"body": "* fix: Fix extract epoch expression for Db2\n\n* test: Remove limit on ibm-db-sa in integration tests\n\n* chore: Reinstate comment",
"is_bot": false,
"headline": "fix: Fix extract epoch expression for Db2 (#1750)",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2026-06-09T16:42:00Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5692a17ea1bb984805401e030ae584342a6a1059",
"body": "* test: Remove LONG RAW Oracle test column\n\n* fix: Exclude Oracle LOB columns from row validation",
"is_bot": false,
"headline": "test: Remove LONG RAW Oracle test column (#1737)",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2026-06-04T07:52:34Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b0d3275addb26b200b33ac793b6ef60400561bea",
"body": "Co-authored-by: release-please[bot] <55107282+release-please[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "chore(develop): release 8.7.1 (#1735)",
"author_name": "release-please[bot]",
"author_login": "release-please[bot]",
"committed_at": "2026-05-22T09:06:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "76d797dd1176bb8c2a1baeed5dde4639aa833b76",
"body": "* fix: Remove source/target conn from JSON config file",
"is_bot": false,
"headline": "fix: Remove source/target conn from JSON config file (#1739)",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2026-05-21T16:42:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b62e238bb63104588a471b3e1e56e6b1c09bae26",
"body": "* fix: Review and update samples/cloud_run files\n\n* docs: Update Python version in sample Dockerfile\n\n* docs: Add sample Dockerfile with Oracle client commands\n\n* fix: Update data_validation/app.py to match samples/cloud_run/main.py\n\n* chore: Remove unused import",
"is_bot": false,
"headline": "fix: Review and update samples/cloud_run files (#1730)",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2026-05-05T14:18:10Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e6ab13276f13d9b900834e5a72af745571b98b74",
"body": "Co-authored-by: release-please[bot] <55107282+release-please[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "chore(develop): release 8.7.0 (#1731)",
"author_name": "release-please[bot]",
"author_login": "release-please[bot]",
"committed_at": "2026-04-20T15:07:35Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "62cef8cfc42282993ebd909c8477d76defcac3bc",
"body": "* feat: Prototype Db2 z/OS support\n\n* feat: Prototype Db2 z/OS support\n\n* feat: Move Impala/Hive functions to dedicated registry file\n\n* fix: Db2 GROUP BY support in column validation\n\n* feat: Prototype Db2 z/OS support\n\n* chore: Pandas deprecation warning\n\n* chore: Resolve Pandas FutureWarning\n\n* f\n[…]\nReformat\n\n* chore: Remove unused imports\n\n* feat: Add Db2 z/OS support\n\n* chore: PR comment\n\n---------\n\nCo-authored-by: sundar-mudupalli-work <106282841+sundar-mudupalli-work@users.noreply.github.com>",
"is_bot": false,
"headline": "feat: Add Db2 z/OS support (#1721)",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2026-04-20T07:32:22Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "0c0c557ccc84d5d0e4e589d6fb5f8e1c3d36067f",
"body": "* docs: Add missing doc entry for BigQuery --client-project-id option\n\n* docs: Fix broken links in Docker readme\n\n* docs: Fix incorrect curl commands in SQL Server Dockerfile\n\n* chore: Backout BigQuery doc changes\n\n---------\n\nCo-authored-by: sundar-mudupalli-work <106282841+sundar-mudupalli-work@users.noreply.github.com>",
"is_bot": false,
"headline": "docs: Documentation and samples updates (#1677)",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2026-04-19T11:16:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c9ccb0c05830420cf561ec21dc0720b2d5c8e5d2",
"body": "…(#1715)\n\n* fix: Modify BQ connection to use the correct project id for billing.\n\n* Linted\n\n* Updated unit testsfor billing_project_id parameter\n\n* Updates to mark Service Keys as deprecated\n\n* fix typo\n\n* chore: Sync storage api client options with BigQuery client options\n\n---------\n\nCo-authored-by: Neil Johnson <neiljohnson@google.com>",
"is_bot": false,
"headline": "fix: Modify BQ connection to use the correct project id for billing. …",
"author_name": "sundar-mudupalli-work",
"author_login": "sundar-mudupalli-work",
"committed_at": "2026-04-18T00:00:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7f3139ccff8141a5fc862f8ca65a41ee015edaab",
"body": "Co-authored-by: release-please[bot] <55107282+release-please[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "chore(develop): release 8.6.0 (#1689)",
"author_name": "release-please[bot]",
"author_login": "release-please[bot]",
"committed_at": "2026-04-13T19:50:21Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e67dccfd27746567c05e56e1ffc8d2b095b575be",
"body": "…E columns (#1723)\n\n* fix: Prevent scientific notation in row validation for Db2 REAL/DOUBLE columns\n\n* docs: Add general floating-point data limitation",
"is_bot": false,
"headline": "fix: Prevent scientific notation in row validation for Db2 REAL/DOUBL…",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2026-04-10T08:52:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "806e30b6c6a1415a8317030795b728dc8fd48e1c",
"body": "…726)\n\n* test: Enable tests to reproduce null padded char issue\n\n* fix: Protect PostgreSQL padded chars length expression from NULLs",
"is_bot": false,
"headline": "fix: Protect PostgreSQL padded chars length expression from NULLs (#1…",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2026-04-09T19:45:02Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ff3573f2c9e293ec5bc243f4431e1863dab094ac",
"body": "…727)",
"is_bot": false,
"headline": "fix: custom query row validation on Db2 loses precision and scale (#1…",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2026-04-09T19:41:35Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "cc0b62f3e875b0c935e1f24cbbd7d0793f943706",
"body": "* fix: Add raw datatype support for Db2 custom queries\n\n* chore: Fix merge\n\n* test: Add more custom-query tests for Db2\n\n* docs: Add implementation plan for third_party Backend result cache\n\n* docs: Add Db2 custom query limitation\n\n* chore: Add cache for metadata method in Db2 Backend\n\n* fix: Add checks for characters used in dvt_temp_object_name prefix\n\n* docs: Add Db2 custom query limitation\n\n* fix: Add argument type checking to cache_generator_results\n\n* test: Fix unit test",
"is_bot": false,
"headline": "fix: Add raw datatype support for Db2 custom queries (#1707)",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2026-04-02T17:00:08Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "80305540e1c0605cea258175e27aafbf8076b66f",
"body": "* test: Add 'connections add' tests\n\n* test: Disable Impala connection option test, see issue-1720",
"is_bot": false,
"headline": "test: Add 'connections add' tests (#1714)",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2026-04-02T12:34:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "46632d52fb0592e9bfa1abbe653c04b798e1f670",
"body": null,
"is_bot": false,
"headline": "test: Add tests for Oracle to PostgreSQL null values (#1719)",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2026-04-02T07:48:17Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b9e6f27cfaa823b4af0e2fa71b8eabafb03cdc40",
"body": "* fix: Add raw datatype support for Db2 custom queries\n\n* chore: Fix merge\n\n* fix: Add raw datatype support for Db2 custom queries\n\n* test: Add more custom-query tests for Db2\n\n* test: Add more custom-query tests for Db2\n\n* docs: Add implementation plan for third_party Backend result cache\n\n* docs: \n[…]\n changes included in cherry-pick\n\n* feat: added try finally block and temp object name\n\n* fix: fix broken circular import\n\n* chore: Reformat\n\n---------\n\nCo-authored-by: nj1973 <neiljohnson@google.com>",
"is_bot": false,
"headline": "feat: Add caching mechanism for Backend functions (#1711)",
"author_name": "Neha Nene",
"author_login": "nehanene15",
"committed_at": "2026-04-01T19:17:56Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "2882d50ebe85ba1af2dadf3bac39a23df0d5159a",
"body": "…dency (#1708)\n\nTests test_config_runner_2 and test_config_runner_4 were accessing real\nGCS buckets (gs://pso-kokoro-resources) via cli_tools.list_validations,\ncausing failures for external contributors without GCS credentials.\n\nThis change:\n- Mocks cli_tools.list_validations to return expected YAML file lists\n- Replaces GCS paths in test config with local paths\n\nFixes #1482",
"is_bot": false,
"headline": "fix: mock list_validations in config_runner tests to remove GCS depen…",
"author_name": "Yasunori Morishima（盛島康徳）",
"author_login": "yasumorishima",
"committed_at": "2026-04-01T10:36:57Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "97e959c0bbe615103b89844b23f7c2a40a9bf8a1",
"body": null,
"is_bot": false,
"headline": "fix: Replace typehints that are incompatible with Python 3.9 (#1704)",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2026-03-19T16:24:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ec29feb752e41b850a3d3ef0df7def7a11756eff",
"body": "* test: Standardize Db2 tests\n\n* chore: reformat",
"is_bot": false,
"headline": "test: Standardize Db2 tests (#1700)",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2026-03-19T14:35:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "63c16a80aaad467046c71cdce7fef8e96c7bac23",
"body": "* chore: Bump black version\n\n* chore: Reformat",
"is_bot": false,
"headline": "chore: Bump black version (#1694)",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2026-03-16T09:35:58Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "752170b682ab23fb167e020b08e7a8d1bf2c5936",
"body": "* fix: Force Db2 FOR BIT DATA columns to Ibis Binary\n\n* fix: Add ifnull token length for Db2 binary data types\n\n* test: Correct test columns for Db2 FOR BIT DATA columns\n\n* test: Add Db2 tests for FOR BIT DATA columns\n\n* chore: Fix merge\n\n* test: Fix Db2 test col_binary column\n\n* Update third_party/ibis/ibis_db2/__init__.py\n\nCo-authored-by: Cody Fincher <204685+cofin@users.noreply.github.com>\n\n---------\n\nCo-authored-by: Cody Fincher <204685+cofin@users.noreply.github.com>",
"is_bot": false,
"headline": "fix: Force Db2 FOR BIT DATA columns to Ibis Binary (#1690)",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2026-03-13T10:07:51Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "da96a2f2031685c101a865f2fa713af6c3d88572",
"body": "* test: Add varbinary columns to SQL Server testing",
"is_bot": false,
"headline": "test: Fix test data for SQL Server varbinary columns (#1686)",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2026-03-11T18:22:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b0155eccb9d9258695b30f09483f02e48467120b",
"body": "* fix: revert breaking redshift change\n\n* fix: get metadata from svv_all_columns table instead\n\n* feat: remove pessimistic handling to avoid too many sessions\n\n* feat: set isolation level to autocommit\n\n* feat: lint\n\n---------\n\nCo-authored-by: Neil Johnson <neiljohnson@google.com>",
"is_bot": false,
"headline": "feat: Reduce Redshift queries (#1687)",
"author_name": "Neha Nene",
"author_login": "nehanene15",
"committed_at": "2026-03-06T14:59:49Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a9b537756c9312a2b572b8c3f1d799164ea54e0e",
"body": "…bles (#1692)\n\n* feat: Add support for differing source/target schema names to find-tables",
"is_bot": false,
"headline": "feat: Add support for differing source/target schema names to find-ta…",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2026-03-05T17:57:51Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "04ad3a8551e8d55226c0b1de567dad9cd16d8e0b",
"body": "* tests: Add tests for binary columns\n\n* fix: Skip Db2 BLOB columns in row validation due to data type limitations\n\n* fix: Fix casting of Db2 binary to string and vice versa\n\n* test: Add tests for binary columns\n\n* feat: Add Db2 binary types to supported types\n\n* docs: Document Db2 BLOB limitation\n\n* test: Remove cross pollination from issue-1655",
"is_bot": false,
"headline": "feat: Add Db2 binary types to supported types (#1679)",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2026-02-27T17:19:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "03777269094daa992b526eed47abe92f50b2ff83",
"body": "Co-authored-by: release-please[bot] <55107282+release-please[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "chore(develop): release 8.5.2 (#1685)",
"author_name": "release-please[bot]",
"author_login": "release-please[bot]",
"committed_at": "2026-02-26T17:34:36Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "dc3b0a0250643983f4789ba8dcba4a3c0b3f0cdf",
"body": "* fix: Ensure we use casefold column name in raw data type map\n\n* docs: Document SQL Server text length limitation\n\n* test: Add test for CamelCase primary key column",
"is_bot": false,
"headline": "fix: Ensure we use casefold column name in raw data type map (#1684)",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2026-02-26T15:09:32Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b043071c0aa09c6722d7f7faf7ee7a2499c20ca0",
"body": "…code path (#1658)\n\n* fix: Move global cast to string length limit of 3000 to Db2 specific code\n\n* chore: Fix Pandas 3 FutureWarning\n\n* test: Test workaround to enable Python 3.10 testing again",
"is_bot": false,
"headline": "fix: Move global cast to string length limit of 3000 to Db2 specific …",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2026-02-25T22:35:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "48f9ad0ad8f1459ba8f32cda54a5f56a87b1222a",
"body": "Co-authored-by: release-please[bot] <55107282+release-please[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "chore(develop): release 8.5.1 (#1671)",
"author_name": "release-please[bot]",
"author_login": "release-please[bot]",
"committed_at": "2026-02-24T16:01:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "db482e52fdc53cccc5a0d425b5f26f0a526196f8",
"body": "* test: Change dvt_db2_types tests to compare with BigQuery instead of back to Db2\n\n* fix: Correct formatting of Db2 TIME columns for row validation\n\n* fix: Fix broken merge\n\n* chore: Fix merge conflict mistake",
"is_bot": false,
"headline": "fix: Correct formatting of Db2 TIME columns for row validation (#1665)",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2026-02-24T11:47:55Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8efd4cf4616b722c0ddb16ca193f4351f1d424e6",
"body": "* test: Add SQL Server CamelCase test table\n\n* test: Add SQL Server tests for CamelCase table/column names",
"is_bot": false,
"headline": "test: Add SQL Server tests for CamelCase table/column names (#1681)",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2026-02-24T08:34:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e2dcf47e1bf55e73a61ba6b96b6b2d13b6148c2a",
"body": "…1678)\n\n* fix: Fix formatting of decimal with scale>0 for Db2 row validation\n\n* fix: Shorter cast for float32 to string which is breaking new test",
"is_bot": false,
"headline": "fix: Fix formatting of decimal with scale>0 for Db2 row validation (#…",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2026-02-23T22:37:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b66538769a8bdc722b258d2dbf03eed22d3df653",
"body": "* fix: revert breaking redshift change\n\n* fix: get metadata from svv_all_columns table instead",
"is_bot": false,
"headline": "fix: revert breaking redshift change (#1656)",
"author_name": "Neha Nene",
"author_login": "nehanene15",
"committed_at": "2026-02-23T16:26:58Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "13c351231f44ed470081f04727ad8c83b05bb1f7",
"body": "* test: Add test to highlight XML issue\n\n* fix: Remove unnecessary LENGTH before COUNTing values in column validation",
"is_bot": false,
"headline": "fix: Fix exceptions when validating Db2 XML columns (#1674)",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2026-02-20T15:11:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "38841b6e0f88abf95bb29d789738478ef8c8b821",
"body": "…acement token (#1641)\n\n* test: Add tests for Db2 char padded pks\n\n* fix: Fix char padded primary key trimming for Db2 LUW\n\n* fix: Trim default IfNull replacement token on Db2\n\n* chore: Pandas deprecation warning\n\n* chore: Resolve Pandas FutureWarning\n\n* fix: Trim default IfNull replacement token on\n[…]\nement token on Db2\n\n* chore: Add comment\n\n* chore: Reformat\n\n* fix: Trim default IfNull replacement token on Db2\n\n* chore: Remove changes that were instead moved to issue 1661\n\n* test: Fix merge issue",
"is_bot": false,
"headline": "fix: Db2 fixes for padded char identification and default IfNull repl…",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2026-02-12T08:18:35Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "bceec8cdea0162a973fe67ea6cfa4eb76e69b50e",
"body": "…670)\n\n* fix: Accurate string length when casting numbers to string in Db2\n\n* chore: Switch to deprecated python-multi image",
"is_bot": false,
"headline": "fix: Accurate string length when casting numbers to string in Db2 (#1…",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2026-02-11T08:22:58Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2acbd8326a395273797af39f62821e87db68b2a8",
"body": "Co-authored-by: release-please[bot] <55107282+release-please[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "chore(develop): release 8.5.0 (#1645)",
"author_name": "release-please[bot]",
"author_login": "release-please[bot]",
"committed_at": "2026-02-06T13:41:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1654b2136b0ba0a25ad549586cc0af146ccbbb68",
"body": "* feat: Add --use-random-row for custom-query row validations\n\n* chore: Change test Python to 3.11 to reflect python-multi versions\n\n* Update data_validation/cli_tools.py\n\nCo-authored-by: Cody Fincher <204685+cofin@users.noreply.github.com>\n\n---------\n\nCo-authored-by: Cody Fincher <204685+cofin@users.noreply.github.com>",
"is_bot": false,
"headline": "feat: Add --use-random-row for custom-query row validations (#1666)",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2026-02-06T07:35:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "28c60255f3a63955e61c1b994fa9599412ca7c0f",
"body": "* fix: Trim default IfNull replacement token on Db2",
"is_bot": false,
"headline": "fix: Trim default IfNull replacement token on Db2 (#1662)",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2026-02-03T11:28:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "91ca7e7b39e5ae1b5993b1043c1a85212bbaa52e",
"body": "* test: Customize dvt_large_decimals test table for Db2\n\n* test: Add dvt_large_decimals tests for Db2",
"is_bot": false,
"headline": "test: Add dvt_large_decimals tests for Db2 (#1654)",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2026-01-28T18:47:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2cf6b9f684ef03ef7b61187cd9671b075d48bf3b",
"body": "* fix: Fix strftime for Db2 LUW",
"is_bot": false,
"headline": "fix: Fix strftime for Db2 LUW (#1652)",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2026-01-28T16:45:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e94f6addc6c5ea5639d8846268a27c40e18eecde",
"body": "Adds optional fields of role and warehouse as **kwargs that the `ibis.snowflake.connect()` method supports. Needed for customer. Tested on Snowflake instance.\r\n\r\nCloses #1659 \r\n\r\n## Checklist\r\n\r\n- [x] I have followed the [`CONTRIBUTING` Guide](https://togithub.com/GoogleCloudPlatform/professional-se\n[…]\nalready checked locally that all unit tests and linting are passing (use the `tests/local_check.sh` script)\r\n- [x] I have manually executed end-to-end testing (E2E) with the affected databases/engines",
"is_bot": false,
"headline": "feat: support role and warehouse params (#1660)",
"author_name": "Neha Nene",
"author_login": "nehanene15",
"committed_at": "2026-01-27T22:10:23Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "5cbc2545a6dfc26c70b38ee19a244c603c206db0",
"body": "* fix: Db2 find-tables by schema test\n\n* fix: Db2 find-tables by schema fix",
"is_bot": false,
"headline": "fix: Db2 find-tables by schema fix (#1647)",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2026-01-23T11:19:30Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3f2c3a79d41415afb46e1b0e65e896a8f97006a2",
"body": null,
"is_bot": false,
"headline": "fix: add no schema binding for support for external schemas (#1651)",
"author_name": "Neha Nene",
"author_login": "nehanene15",
"committed_at": "2026-01-21T14:44:51Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ad07c0738b0760900056eeb39b599b647ec7ff49",
"body": "* test: Add Db2 specific data type test\n\n* fix: Add Db2 DECFLOAT support\n\n* test: Add more columns into Db2 row validation tests\n\n* chore: Move sa_format_hashbytes_db2 into Db2 registry file",
"is_bot": false,
"headline": "fix: Db2 DECFLOAT data type and add tests (#1644)",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2026-01-16T09:11:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "33145f2698793388d64d9dd4b069f9aec9a600f1",
"body": null,
"is_bot": false,
"headline": "fix: Db2 GROUP BY support in column validation (#1642)",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2026-01-14T10:02:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5fac11807bd546fb63b914164b5dd68663cfd497",
"body": "Co-authored-by: release-please[bot] <55107282+release-please[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "chore(develop): release 8.4.0 (#1625)",
"author_name": "release-please[bot]",
"author_login": "release-please[bot]",
"committed_at": "2026-01-13T16:26:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7fef33018ccc3af02298d00414ec01b08817c00c",
"body": "* feat: Add Sybase support\n\n* test: Add end to end generate-table-partitions test\n\n* test: Sybase dependencies\n\n* chore: Rename tmp_path test variable",
"is_bot": false,
"headline": "feat: Add Sybase support (#1614)",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2026-01-13T11:13:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "bc879ff550344f0a4de45c0f3b31cf36dc839048",
"body": "* chore: Migrate gsutil usage to gcloud storage\n\n* Update release_latest.sh",
"is_bot": false,
"headline": "chore: Migrate gsutil usage to gcloud storage (#1639)",
"author_name": "gurusai-voleti",
"author_login": "gurusai-voleti",
"committed_at": "2026-01-05T14:49:00Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "687925f43f40300d59333050ef7ad8bf5ef1f013",
"body": null,
"is_bot": false,
"headline": "fix: Ensure we use BigQuery data project when prefixing tables (#1637)",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2025-12-22T14:44:32Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "543ad0dfe07c6db1a0b76bd37778370da0266a24",
"body": "* docs: Add sample SQL Server Dockerfiles",
"is_bot": false,
"headline": "docs: Add sample SQL Server Dockerfiles (#1636)",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2025-12-17T18:42:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "49ec473bf541a468aa400f5112875009c2b00a41",
"body": "…632)\n\n* Fix: Quota project optional parameter was not working properly. A small fix was necessary on cleints.py\n\n* style: Reformat clients.py\n\n---------\n\nCo-authored-by: Neil Johnson <neiljohnson@google.com>",
"is_bot": false,
"headline": "fix: Small fix to BigQuery quota project parameter implementation (#1…",
"author_name": "FelipeKalinoski",
"author_login": "FelipeKalinoski",
"committed_at": "2025-12-10T12:09:57Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5ef95cedcadaad70e833053271f8c852cda43b48",
"body": "* chore: Remove version limit for pyarrow\n\n* test: Add unit tests on Alpine Linux",
"is_bot": false,
"headline": "chore: Remove version limit for pyarrow (#1628)",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2025-12-05T18:43:56Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2cf331f7fe396e7046ee95a18165b98f093177ab",
"body": "…e in a different project (#1622)\n\n* Execute a validation from a BigQuery project pointing to a table in a different project\n\n* Update consts.py\n\n* Update test__main.py\n\n* chore: Reformat cli_tools.py\n\n* chore: Reformat clients.py\n\n* chore: Reformat clients.py\n\n* Update clients.py\n\n* style(black): format clients.py and cli_tools.py\n\n* style: Update clients.py\n\n---------\n\nCo-authored-by: Neil Johnson <neiljohnson@google.com>",
"is_bot": false,
"headline": "feat: Execute a validation from a BigQuery project pointing to a tabl…",
"author_name": "FelipeKalinoski",
"author_login": "FelipeKalinoski",
"committed_at": "2025-11-26T09:20:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "335b773a3f475c6bb5ac18205d8263e527cc1b0d",
"body": "Co-authored-by: release-please[bot] <55107282+release-please[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "chore(develop): release 8.3.0 (#1605)",
"author_name": "release-please[bot]",
"author_login": "release-please[bot]",
"committed_at": "2025-11-13T14:57:01Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ea803004942465ba170e53ec869f51a85d61f139",
"body": "…#1619)\n\n* fix: Include dialect when compiling predicates in partition builder\n\n* chore: PR comment",
"is_bot": false,
"headline": "fix: Include dialect when compiling predicates in partition builder (…",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2025-11-13T08:41:49Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "73baad71e2b1d78f6b6055547a89d726f38ae314",
"body": "* feat: Add MSSQL connection option --odbc-driver\n\n* feat: Support ODBC driver in --query arg",
"is_bot": false,
"headline": "feat: Support ODBC driver in --query arg (#1620)",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2025-11-10T16:26:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "939240a5caabcebacdd87d48685eba5a7f358c97",
"body": "* chore: Drop Python 3.8 support",
"is_bot": false,
"headline": "chore: Drop Python 3.8 support (#1621)",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2025-11-07T07:44:10Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4a5c8e974471c8339e903a55f658a0e51d8f6367",
"body": "* fix: Skip SQL Server image data type for column validations\n\n* test: Add SQL Server image column into tests\n\n* fix: Skip SQL Server image data type for row validations\n\n* chore: Reformat",
"is_bot": false,
"headline": "fix: Skip SQL Server columns of type image (#1606)",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2025-10-31T09:24:06Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "fb59817b523a9cd818e7075990127f58a4e6a494",
"body": "* test: Added more unit test for some CLI options and some database connections\n\n* test: Add comprehensive unit tests for main module\n\n* fix: Removed unused repeated function and non exist database test in unit tests in main and cli_tools\n\n* fix: Removed useless 15 functions in test_cli_tools and r\n[…]\nre: added newline at test_cli_tools\n\n* removing not needed decorators and etc.\n\n---------\n\nCo-authored-by: Helen Cristina <helensilva14@gmail.com>\nCo-authored-by: Neil Johnson <neiljohnson@google.com>",
"is_bot": false,
"headline": "test: Added more unit tests for CLI options (#1421)",
"author_name": "Dysprosium",
"author_login": "safe049",
"committed_at": "2025-10-20T10:14:14Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "ef3df2e708e08a6d81551b421ce8fec93c469a5e",
"body": "…iles (#1609)\n\n* fix: Prevent result handler credentials from being stored in config files\n\n* tests: Fix result handler tests\n\n* chore: Fix type hints\n\n* docs: Add extra result handler pre-req note\n\n* docs: Add extra BQ result handler detail to installation doc",
"is_bot": false,
"headline": "fix: Prevent result handler credentials from being stored in config f…",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2025-10-17T08:22:20Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b48d6668918d3c60ff700ab3ef2f61c636a18e13",
"body": "…path (PSO_DV_CONN_HOME) (#1598)\n\n* fix: remove if cond in StateManager._get_connections_directory\n\n* tests: fix system test_state_manager.py\n\n---------\n\nCo-authored-by: Helen Silva <helensilva14@gmail.com>\nCo-authored-by: Neil Johnson <neiljohnson@google.com>",
"is_bot": false,
"headline": "fix: Remove implicit \"connections\" subdirectory from GCS connections …",
"author_name": "jj.lee",
"author_login": "jx2lee",
"committed_at": "2025-10-13T13:52:05Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9b0ce24d68e77b1b6f2453daf5afdd88ed2e5a0a",
"body": "…hing names (#1601)\n\n* fix: Lower case schema.table find-tables keys (if possible) when matching names\n\n---------\n\nCo-authored-by: Helen Silva <helensilva14@gmail.com>",
"is_bot": false,
"headline": "fix: Lower case schema.table find-tables keys (if possible) when matc…",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2025-10-09T08:37:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a4eb9b07a07da452153cfe109af6cda7f799f90a",
"body": "* Fix Issue 1428\n\n* Linted",
"is_bot": false,
"headline": "feat: Improve generate-table-partitions for custom queries (#1604)",
"author_name": "sundar-mudupalli-work",
"author_login": "sundar-mudupalli-work",
"committed_at": "2025-10-03T14:07:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "075c87c943e032a90b7e3fd7e2521618a919b80e",
"body": "Co-authored-by: release-please[bot] <55107282+release-please[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "chore(develop): release 8.2.0 (#1570)",
"author_name": "release-please[bot]",
"author_login": "release-please[bot]",
"committed_at": "2025-09-23T17:14:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9a96f3a6b1d4924ac4d9dbbd1a4f8aee8f1dbdea",
"body": "…ons, Teradata (#1588)\n\n* Add renderer for time literals, Teradata\n\n* fix: Support Time data type as primary key for generate-table-partitions, Teradata\n\n---------\n\nCo-authored-by: Helen Silva <helensilva14@gmail.com>\nCo-authored-by: Neil Johnson <neiljohnson@google.com>",
"is_bot": false,
"headline": "fix: Support Time data type as primary key for generate-table-partiti…",
"author_name": "sundar-mudupalli-work",
"author_login": "sundar-mudupalli-work",
"committed_at": "2025-09-22T16:43:21Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "353fee190abd13d7b88941d6540a340b6a084428",
"body": "* feat: grouped-columns in custom query column\n\n* test: add unit test for grouped-columns\n\n* test: Add new option to BigQuery integration test\n\n* chore: Reformat\n\n* Update README.md\n\n---------\n\nCo-authored-by: Neil Johnson <neiljohnson@google.com>",
"is_bot": false,
"headline": "feat: Enable --grouped-columns for validate custom-query column (#1587)",
"author_name": "jj.lee",
"author_login": "jx2lee",
"committed_at": "2025-09-22T13:58:26Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b0dfe13bd462785ec932c7f241a8dc7c12ea3414",
"body": "* fix: Cast SQL Server len() expression to BIGINT\n\n* fix: Pin ibm-db<3.2.7 until we investigate exceptions\n\n* chore: Pin dependencies to enable tests to pass",
"is_bot": false,
"headline": "fix: Cast SQL Server len() expression to BIGINT (#1590)",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2025-09-22T08:51:03Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b792941b7ebbecf830ba313ffb6328bd9acdbfdf",
"body": "* fix: Fix formatting of big columns in row validations.\n\n* test: Add comparison fields test for SQL Server types",
"is_bot": false,
"headline": "fix: Fix formatting of bit columns in row validations (#1586)",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2025-09-17T05:39:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b74c1716891f31a77fafb3815251cbea14bd3224",
"body": "* test: Add integration tests for more SQL Server data types\n\n* fix: SQL Server string length returns character length not byte length.\n\n* test: Remove col_image from SQL Server integration tests\n\n* test: Change SQL Server data type testing to SQL Server to PostgreSQL\n\n* test: Switch SQL Server to P\n[…]\n-by: Helen Silva <helensilva14@gmail.com>\n\n* fix: SQL Server string length returns character length not byte length.\n\n* chore: Reformat\n\n---------\n\nCo-authored-by: Helen Silva <helensilva14@gmail.com>",
"is_bot": false,
"headline": "fix: SQL Server string length fixes (#1579)",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2025-09-05T07:38:22Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "da7324a119abbb56115521f6bc29c8936743efad",
"body": "* fix: Fix BigQuery byte length expression\n\n* chore: Fix type hints for Python 3.8",
"is_bot": false,
"headline": "fix: Fix BigQuery byte length expression (#1581)",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2025-08-28T17:30:01Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "350099337734e765ae898e4cbc132d40df7a1024",
"body": "* feat: type boolean in oracle\n\n* feat: Add Oracle native BOOLEAN to DVT ibis code\n\n* feat: Ensure cast of native Oracle bool to string results in lower case value\n\n* test: Add Oracle integration test table dvt_bool_native\n\n* test: Add Oracle integration test for dvt_bool_native\n\n* remove oracle_boo\n[…]\n* test: Fix native bool test in test_oracle.py\n\n* chore: Reformat datatypes.py\n\n---------\n\nCo-authored-by: Helen Cristina <helensilva14@gmail.com>\nCo-authored-by: Neil Johnson <neiljohnson@google.com>",
"is_bot": false,
"headline": "feat: add support for Oracle BOOLEAN (#1558)",
"author_name": "jj.lee",
"author_login": "jx2lee",
"committed_at": "2025-08-26T10:53:42Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "59939ce9f9a7f913faeaa58a95e3782a91f61fd0",
"body": "…lidator schema (#1575)",
"is_bot": false,
"headline": "test: Add DDL for PostgreSQL test tables and move them to pso_data_va…",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2025-08-26T08:27:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0335f33bb2787dafba83dcefb2d81c6dcd02d438",
"body": "…ly (#1562)\n\n* docs: Document technique for running many table validation concurrently\n\n* docs: Tidy up readme files for Cloud Run Jobs samples\n\n* docs: Fix typo\n\n* docs: Document technique for running many table validation concurrently",
"is_bot": false,
"headline": "docs: Document technique for running many table validation concurrent…",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2025-08-12T16:17:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b9b46b4da2657e916ed1d7b4b37dcaf3f1167712",
"body": "Co-authored-by: release-please[bot] <55107282+release-please[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "chore(develop): release 8.1.1 (#1569)",
"author_name": "release-please[bot]",
"author_login": "release-please[bot]",
"committed_at": "2025-08-09T09:50:50Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0f1dd24a50fc68dbd39ef6ebbd75d8ca1fa50088",
"body": null,
"is_bot": false,
"headline": "fix: Remove logging.error call when Db2 driver is missing (#1567)",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2025-08-08T19:54:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7e24026ce163630e172629b0ed7536b0b2b4b3db",
"body": "Co-authored-by: release-please[bot] <55107282+release-please[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "chore(develop): release 8.1.0 (#1565)",
"author_name": "release-please[bot]",
"author_login": "release-please[bot]",
"committed_at": "2025-08-07T10:42:03Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "03eb513d4a34ead4f987c7264e537010c5065d17",
"body": "…561)\n\n* feat: Reinstate support for SQLAlchemy url for Oracle connections\n\n* docs: Better docs for Oracle --url option",
"is_bot": false,
"headline": "feat: Reinstate support for SQLAlchemy url for Oracle connections (#1…",
"author_name": "Neil Johnson",
"author_login": "nj1973",
"committed_at": "2025-08-07T07:47:40Z",
"body_truncated": false,
"is_coding_agent": false
}
],
"releases_count": 70,
"commits_last_year": 103,
"latest_release_at": "2026-07-28T11:13:44Z",
"latest_release_tag": "v8.8.2",
"releases_from_tags": false,
"days_since_last_push": 0,
"active_weeks_last_year": 38,
"days_since_latest_release": 1,
"mean_days_between_releases": 21.8
},
"community": {
"has_readme": true,
"has_license": true,
"has_description": true,
"has_contributing": true,
"health_percentage": 87,
"has_issue_template": false,
"has_code_of_conduct": true,
"has_pull_request_template": true
},
"ecosystem": {
"packages": [
{
"name": "google-pso-data-validator",
"exists": true,
"license": null,
"keywords": [
"Development Status :: 4 - Beta",
"License :: OSI Approved :: Apache Software License",
"Operating System :: OS Independent",
"Programming Language :: Python",
"Programming Language :: Python :: 3.10",
"Programming Language :: Python :: 3.11",
"Programming Language :: Python :: 3.9"
],
"ecosystem": "pypi",
"matches_repo": null,
"registry_url": "https://pypi.org/project/google-pso-data-validator/",
"is_deprecated": false,
"latest_version": "8.8.2",
"repository_url": null,
"versions_count": 62,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": 10612,
"first_published_at": "2021-06-08T18:26:11.606780Z",
"latest_published_at": "2026-07-28T11:15:58.081037Z",
"latest_version_yanked": null,
"days_since_latest_publish": 1
}
]
},
"popularity": {
"forks": 166,
"stars": 516,
"watchers": 42,
"fork_history": {
"days": [
{
"date": "2021-06-23",
"count": 1
},
{
"date": "2021-06-30",
"count": 1
},
{
"date": "2021-07-23",
"count": 1
},
{
"date": "2021-07-28",
"count": 1
},
{
"date": "2021-08-19",
"count": 1
},
{
"date": "2021-08-20",
"count": 1
},
{
"date": "2021-08-23",
"count": 1
},
{
"date": "2021-09-23",
"count": 1
},
{
"date": "2021-09-27",
"count": 1
},
{
"date": "2021-10-20",
"count": 1
},
{
"date": "2021-10-26",
"count": 1
},
{
"date": "2021-12-08",
"count": 1
},
{
"date": "2021-12-20",
"count": 1
},
{
"date": "2021-12-30",
"count": 1
},
{
"date": "2022-01-15",
"count": 1
},
{
"date": "2022-02-01",
"count": 1
},
{
"date": "2022-02-03",
"count": 1
},
{
"date": "2022-02-24",
"count": 1
},
{
"date": "2022-02-27",
"count": 1
},
{
"date": "2022-02-28",
"count": 1
},
{
"date": "2022-03-15",
"count": 1
},
{
"date": "2022-03-22",
"count": 1
},
{
"date": "2022-03-24",
"count": 1
},
{
"date": "2022-03-28",
"count": 1
},
{
"date": "2022-03-30",
"count": 2
},
{
"date": "2022-04-01",
"count": 2
},
{
"date": "2022-04-04",
"count": 2
},
{
"date": "2022-04-05",
"count": 2
},
{
"date": "2022-04-14",
"count": 1
},
{
"date": "2022-04-24",
"count": 1
},
{
"date": "2022-05-17",
"count": 1
},
{
"date": "2022-05-22",
"count": 1
},
{
"date": "2022-06-07",
"count": 1
},
{
"date": "2022-06-09",
"count": 2
},
{
"date": "2022-06-13",
"count": 1
},
{
"date": "2022-06-16",
"count": 1
},
{
"date": "2022-06-23",
"count": 1
},
{
"date": "2022-06-25",
"count": 1
},
{
"date": "2022-06-27",
"count": 1
},
{
"date": "2022-06-30",
"count": 1
},
{
"date": "2022-07-13",
"count": 1
},
{
"date": "2022-08-08",
"count": 1
},
{
"date": "2022-08-10",
"count": 1
},
{
"date": "2022-08-15",
"count": 1
},
{
"date": "2022-08-23",
"count": 1
},
{
"date": "2022-08-26",
"count": 1
},
{
"date": "2022-09-26",
"count": 1
},
{
"date": "2022-10-06",
"count": 1
},
{
"date": "2022-10-24",
"count": 1
},
{
"date": "2022-11-11",
"count": 1
},
{
"date": "2022-12-01",
"count": 1
},
{
"date": "2022-12-08",
"count": 1
},
{
"date": "2022-12-14",
"count": 1
},
{
"date": "2022-12-29",
"count": 1
},
{
"date": "2023-01-04",
"count": 1
},
{
"date": "2023-01-31",
"count": 2
},
{
"date": "2023-02-07",
"count": 1
},
{
"date": "2023-02-12",
"count": 1
},
{
"date": "2023-02-13",
"count": 1
},
{
"date": "2023-02-16",
"count": 1
},
{
"date": "2023-02-17",
"count": 1
},
{
"date": "2023-02-21",
"count": 1
},
{
"date": "2023-02-28",
"count": 1
},
{
"date": "2023-03-28",
"count": 1
},
{
"date": "2023-04-04",
"count": 1
},
{
"date": "2023-04-06",
"count": 1
},
{
"date": "2023-04-07",
"count": 1
},
{
"date": "2023-06-09",
"count": 1
},
{
"date": "2023-06-25",
"count": 1
},
{
"date": "2023-07-12",
"count": 1
},
{
"date": "2023-07-25",
"count": 1
},
{
"date": "2023-08-15",
"count": 1
},
{
"date": "2023-08-30",
"count": 1
},
{
"date": "2023-09-01",
"count": 1
},
{
"date": "2023-09-17",
"count": 1
},
{
"date": "2023-10-13",
"count": 1
},
{
"date": "2023-11-17",
"count": 1
},
{
"date": "2023-12-20",
"count": 1
},
{
"date": "2024-01-18",
"count": 1
},
{
"date": "2024-01-24",
"count": 1
},
{
"date": "2024-02-02",
"count": 1
},
{
"date": "2024-02-05",
"count": 1
},
{
"date": "2024-02-15",
"count": 1
},
{
"date": "2024-03-04",
"count": 1
},
{
"date": "2024-03-05",
"count": 1
},
{
"date": "2024-03-13",
"count": 1
},
{
"date": "2024-03-24",
"count": 1
},
{
"date": "2024-05-01",
"count": 1
},
{
"date": "2024-05-22",
"count": 1
},
{
"date": "2024-07-13",
"count": 1
},
{
"date": "2024-08-08",
"count": 1
},
{
"date": "2024-09-06",
"count": 1
},
{
"date": "2024-09-09",
"count": 1
},
{
"date": "2024-09-12",
"count": 1
},
{
"date": "2024-09-25",
"count": 1
},
{
"date": "2024-10-02",
"count": 1
},
{
"date": "2024-10-09",
"count": 1
},
{
"date": "2024-10-25",
"count": 1
},
{
"date": "2024-10-29",
"count": 1
},
{
"date": "2024-11-14",
"count": 1
},
{
"date": "2025-01-10",
"count": 1
},
{
"date": "2025-01-15",
"count": 1
},
{
"date": "2025-01-23",
"count": 1
},
{
"date": "2025-01-28",
"count": 1
},
{
"date": "2025-02-02",
"count": 1
},
{
"date": "2025-03-10",
"count": 1
},
{
"date": "2025-03-17",
"count": 1
},
{
"date": "2025-03-23",
"count": 1
},
{
"date": "2025-04-01",
"count": 1
},
{
"date": "2025-04-25",
"count": 1
},
{
"date": "2025-04-30",
"count": 1
},
{
"date": "2025-05-02",
"count": 1
},
{
"date": "2025-05-10",
"count": 1
},
{
"date": "2025-05-12",
"count": 1
},
{
"date": "2025-05-17",
"count": 1
},
{
"date": "2025-06-03",
"count": 1
},
{
"date": "2025-06-05",
"count": 1
},
{
"date": "2025-06-28",
"count": 1
},
{
"date": "2025-07-04",
"count": 1
},
{
"date": "2025-07-26",
"count": 1
},
{
"date": "2025-08-09",
"count": 1
},
{
"date": "2025-08-12",
"count": 1
},
{
"date": "2025-08-20",
"count": 1
},
{
"date": "2025-09-11",
"count": 1
},
{
"date": "2025-09-16",
"count": 1
},
{
"date": "2025-10-03",
"count": 1
},
{
"date": "2025-10-16",
"count": 2
},
{
"date": "2025-10-21",
"count": 1
},
{
"date": "2025-10-23",
"count": 3
},
{
"date": "2025-10-29",
"count": 1
},
{
"date": "2025-11-07",
"count": 1
},
{
"date": "2025-11-13",
"count": 1
},
{
"date": "2025-11-30",
"count": 1
},
{
"date": "2025-12-16",
"count": 1
},
{
"date": "2025-12-18",
"count": 1
},
{
"date": "2025-12-27",
"count": 1
},
{
"date": "2026-01-02",
"count": 1
},
{
"date": "2026-02-17",
"count": 1
},
{
"date": "2026-02-26",
"count": 1
},
{
"date": "2026-02-27",
"count": 1
},
{
"date": "2026-03-21",
"count": 1
},
{
"date": "2026-03-22",
"count": 1
},
{
"date": "2026-04-07",
"count": 1
},
{
"date": "2026-04-14",
"count": 1
},
{
"date": "2026-04-24",
"count": 1
},
{
"date": "2026-05-06",
"count": 1
},
{
"date": "2026-05-14",
"count": 1
},
{
"date": "2026-05-24",
"count": 1
},
{
"date": "2026-06-01",
"count": 1
},
{
"date": "2026-06-02",
"count": 2
},
{
"date": "2026-06-18",
"count": 1
},
{
"date": "2026-07-12",
"count": 1
},
{
"date": "2026-07-16",
"count": 1
},
{
"date": "2026-07-28",
"count": 1
}
],
"complete": true,
"collected": 164,
"total_forks": 166
},
"star_history": null,
"open_issues_and_prs": 144
},
"ai_readiness": {
"has_nix": false,
"example_dirs": [
"samples"
],
"has_llms_txt": false,
"has_dockerfile": true,
"has_mcp_signal": false,
"bootstrap_files": [
"noxfile.py"
],
"api_schema_files": [],
"has_devcontainer": false,
"typecheck_configs": [],
"toolchain_manifests": [],
"largest_source_bytes": 69773,
"source_files_sampled": 105,
"oversized_source_files": 4,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"dependencies": {
"manifests": [
"setup.cfg",
"setup.py"
],
"advisories": {
"error": null,
"scope": "published_package",
"source": "osv",
"findings": [
{
"name": "ibis-framework",
"direct": true,
"version": "5.1.0",
"severity": "critical",
"ecosystem": "pypi",
"cvss_score": null,
"advisory_ids": [
"GHSA-x563-6hqv-26mr"
],
"fixed_version": "7.1.0",
"advisory_count": 1,
"oldest_advisory_days": 984
}
],
"collected": true,
"malicious": [],
"truncated": false,
"by_severity": {
"critical": 1
},
"advisory_count": 1,
"affected_count": 1,
"assessed_count": 88,
"malicious_count": 0,
"assessed_package": "pypi:google-pso-data-validator@8.8.2",
"unassessed_count": 0,
"direct_affected_count": 1
},
"ecosystems": [
"pypi"
],
"dependencies": [],
"all_dependencies": {
"error": null,
"source": "github-sbom",
"packages": [
{
"name": "0",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "1",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "3",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "black",
"direct": false,
"version": "26.5.1",
"ecosystem": "pypi"
},
{
"name": "flake8",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "flask",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "freezegun",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "fsspec",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "google-api-python-client",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "google-cloud-bigquery",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "google-cloud-bigquery-storage",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "google-cloud-secret-manager",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "google-cloud-spanner",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "google-cloud-storage",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "google-pso-data-validator",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "ibis-framework",
"direct": false,
"version": "7.1.0",
"ecosystem": "pypi"
},
{
"name": "impyla",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "jellyfish",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pandas",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "parsy",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "psycopg2-binary",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pyarrow",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pydata-google-auth",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pyfakefs",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pymysql",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pytest",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pytest-cov",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pytest-rerunfailures",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pytest-timeout",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pyyaml",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "sqlalchemy",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "tabulate",
"direct": false,
"version": null,
"ecosystem": "pypi"
}
],
"collected": true,
"truncated": false,
"total_count": 32,
"direct_count": 0,
"indirect_count": 32
}
},
"maintainership": {
"issues": {
"open_prs": 2,
"merged_prs": 723,
"open_issues": 142,
"closed_ratio": 0.853,
"closed_issues": 825,
"closed_unmerged_prs": 93
},
"bus_factor": 2,
"bot_contributors": 2,
"top_contributors": [
{
"type": "User",
"login": "dhercher",
"commits": 447,
"avatar_url": "https://avatars.githubusercontent.com/u/1823111?v=4"
},
{
"type": "User",
"login": "nj1973",
"commits": 189,
"avatar_url": "https://avatars.githubusercontent.com/u/1631013?v=4"
},
{
"type": "User",
"login": "nehanene15",
"commits": 108,
"avatar_url": "https://avatars.githubusercontent.com/u/25696756?v=4"
},
{
"type": "User",
"login": "tswast",
"commits": 60,
"avatar_url": "https://avatars.githubusercontent.com/u/247555?v=4"
},
{
"type": "User",
"login": "helensilva14",
"commits": 47,
"avatar_url": "https://avatars.githubusercontent.com/u/37883833?v=4"
},
{
"type": "User",
"login": "renzokuken",
"commits": 33,
"avatar_url": "https://avatars.githubusercontent.com/u/2968468?v=4"
},
{
"type": "User",
"login": "sundar-mudupalli-work",
"commits": 27,
"avatar_url": "https://avatars.githubusercontent.com/u/106282841?v=4"
},
{
"type": "User",
"login": "dhaval-d",
"commits": 18,
"avatar_url": "https://avatars.githubusercontent.com/u/25624651?v=4"
},
{
"type": "User",
"login": "piyushsarraf",
"commits": 13,
"avatar_url": "https://avatars.githubusercontent.com/u/47020544?v=4"
},
{
"type": "User",
"login": "dmedora",
"commits": 9,
"avatar_url": "https://avatars.githubusercontent.com/u/21352998?v=4"
}
],
"contributors_sampled": 56,
"top_contributor_share": 0.417
},
"quality_signals": {
"has_ci": false,
"has_tests": true,
"ci_workflows": [],
"has_docs_dir": true,
"linter_configs": [
".flake8"
],
"has_editorconfig": false,
"has_linter_config": true,
"has_precommit_config": false
},
"security_signals": {
"lockfiles": [],
"scorecard": {
"checks": [
{
"name": "Binary-Artifacts",
"score": 10,
"reason": "no binaries found in the repo",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
},
{
"name": "Branch-Protection",
"score": null,
"reason": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
},
{
"name": "CI-Tests",
"score": 10,
"reason": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
},
{
"name": "CII-Best-Practices",
"score": 0,
"reason": "no effort to earn an OpenSSF best practices badge detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
},
{
"name": "Code-Review",
"score": 10,
"reason": "all changesets reviewed",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
},
{
"name": "Contributors",
"score": 10,
"reason": "project has 7 contributing companies or organizations",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
},
{
"name": "Dangerous-Workflow",
"score": null,
"reason": "no workflows found",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
},
{
"name": "Dependency-Update-Tool",
"score": 10,
"reason": "update tool detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
},
{
"name": "Fuzzing",
"score": 0,
"reason": "project is not fuzzed",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
},
{
"name": "License",
"score": 10,
"reason": "license file detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
},
{
"name": "Maintained",
"score": 10,
"reason": "26 commit(s) and 25 issue activity found in the last 90 days -- score normalized to 10",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
},
{
"name": "Packaging",
"score": null,
"reason": "packaging workflow not detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
},
{
"name": "Pinned-Dependencies",
"score": 0,
"reason": "dependency not pinned by hash detected -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
},
{
"name": "SAST",
"score": 9,
"reason": "SAST tool is not run on all commits -- score normalized to 9",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
},
{
"name": "Security-Policy",
"score": 10,
"reason": "security policy file detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
},
{
"name": "Signed-Releases",
"score": null,
"reason": "no releases found",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
},
{
"name": "Token-Permissions",
"score": null,
"reason": "No tokens found",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
},
{
"name": "Vulnerabilities",
"score": 9,
"reason": "1 existing vulnerabilities detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
}
],
"commit": "121b9db2c6c1a9af3cb92b9ac5a625a72db6e324",
"ran_at": "2026-07-29T17:15:18Z",
"aggregate_score": 8,
"scorecard_version": "v5.5.0"
},
"has_codeql_workflow": false,
"has_security_policy": true,
"has_dependabot_config": false
},
"contribution_flow": {
"collected": true,
"ci_last_run_at": "2026-07-28T20:01:56Z",
"oldest_open_prs": [
{
"number": 1648,
"created_at": "2026-01-16T18:52:36Z",
"last_comment_at": "2026-01-16T18:53:45Z",
"last_comment_author": "sundar-mudupalli-work"
},
{
"number": 1744,
"created_at": "2026-05-27T01:33:18Z",
"last_comment_at": null,
"last_comment_author": null
}
],
"last_merged_pr_at": "2026-07-28T20:01:15Z",
"ci_last_conclusion": "SUCCESS",
"oldest_open_issues": [
{
"number": 5,
"created_at": "2020-04-28T21:48:38Z",
"last_comment_at": "2021-01-08T18:22:04Z",
"last_comment_author": "freedomofnet"
},
{
"number": 86,
"created_at": "2020-09-03T19:21:45Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 173,
"created_at": "2021-01-05T23:20:45Z",
"last_comment_at": "2022-06-14T18:08:34Z",
"last_comment_author": "nehanene15"
},
{
"number": 426,
"created_at": "2022-04-07T18:31:31Z",
"last_comment_at": "2022-04-07T20:27:26Z",
"last_comment_author": "srikanthgaddam2"
},
{
"number": 474,
"created_at": "2022-05-10T16:43:55Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 497,
"created_at": "2022-06-03T14:38:58Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 595,
"created_at": "2022-09-29T17:50:38Z",
"last_comment_at": "2024-12-18T16:08:31Z",
"last_comment_author": "helensilva14"
},
{
"number": 630,
"created_at": "2022-11-05T20:24:08Z",
"last_comment_at": "2024-01-29T20:11:50Z",
"last_comment_author": "helensilva14"
},
{
"number": 660,
"created_at": "2023-01-13T16:16:45Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 696,
"created_at": "2023-02-02T04:02:47Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 719,
"created_at": "2023-02-10T19:04:09Z",
"last_comment_at": "2023-11-09T18:37:10Z",
"last_comment_author": "helensilva14"
},
{
"number": 758,
"created_at": "2023-03-02T16:55:31Z",
"last_comment_at": "2024-12-12T00:08:21Z",
"last_comment_author": "sundar-mudupalli-work"
},
{
"number": 768,
"created_at": "2023-03-12T05:32:47Z",
"last_comment_at": "2024-06-04T22:10:56Z",
"last_comment_author": "moizarafat"
},
{
"number": 774,
"created_at": "2023-03-14T15:03:47Z",
"last_comment_at": "2026-07-29T08:52:40Z",
"last_comment_author": "nj1973"
},
{
"number": 775,
"created_at": "2023-03-14T18:46:05Z",
"last_comment_at": "2024-08-16T19:07:51Z",
"last_comment_author": "viclinriv"
},
{
"number": 794,
"created_at": "2023-04-05T20:51:47Z",
"last_comment_at": "2024-06-14T07:55:11Z",
"last_comment_author": "nick-redfearn"
},
{
"number": 848,
"created_at": "2023-05-11T22:05:56Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 852,
"created_at": "2023-05-11T22:21:31Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 854,
"created_at": "2023-05-12T03:34:38Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 872,
"created_at": "2023-05-26T16:40:27Z",
"last_comment_at": null,
"last_comment_author": null
}
]
}
},
"config": {
"disabled_metrics": [],
"disabled_categories": [],
"disabled_components": {}
},
"source": {
"url": "https://github.com/GoogleCloudPlatform/professional-services-data-validator",
"host": "github.com",
"name": "professional-services-data-validator",
"owner": "GoogleCloudPlatform"
},
"metrics": {
"overall": {
"key": "overall",
"band": "good",
"name": "Overall health",
"note": null,
"notes": [],
"value": 80,
"inputs": {
"security": 77,
"vitality": 94,
"community": 78,
"governance": 81,
"engineering": 66
},
"components": []
},
"categories": [
{
"key": "vitality",
"band": "excellent",
"name": "Vitality",
"value": 94,
"weight": 0.22,
"metrics": [
{
"key": "development_activity",
"band": "excellent",
"name": "Development activity",
"note": null,
"notes": [],
"value": 90,
"inputs": {
"commits_last_year": 103,
"human_commit_share": 0.86,
"days_since_last_push": 0,
"active_weeks_last_year": 38
},
"components": [
{
"key": "push_recency",
"name": "Push recency",
"detail": "last push 0 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "push_recency",
"params": {
"days": 0
}
}
],
"max_points": 36
},
{
"key": "commit_cadence",
"name": "Commit cadence",
"detail": "38/52 weeks with commits",
"points": 26.3,
"status": "partial",
"details": [
{
"code": "commit_cadence_weeks",
"params": {
"weeks": 38
}
}
],
"max_points": 36
},
{
"key": "commit_volume",
"name": "Commit volume",
"detail": "103 commits in the last year",
"points": 18,
"status": "met",
"details": [
{
"code": "commits_last_year",
"params": {
"count": 103
}
}
],
"max_points": 18
},
{
"key": "openssf_scorecard_maintained",
"name": "OpenSSF Scorecard: Maintained",
"detail": "26 commit(s) and 25 issue activity found in the last 90 days -- score normalized to 10",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "release_discipline",
"band": "excellent",
"name": "Release discipline",
"note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"openssf_scorecard_signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 100,
"inputs": {
"releases_count": 70,
"latest_release_tag": "v8.8.2",
"releases_from_tags": false,
"days_since_latest_release": 1,
"mean_days_between_releases": 21.8
},
"components": [
{
"key": "ships_releases",
"name": "Ships releases",
"detail": "70 releases published",
"points": 27,
"status": "met",
"details": [
{
"code": "releases_published",
"params": {
"count": 70
}
}
],
"max_points": 27
},
{
"key": "release_recency",
"name": "Release recency",
"detail": "latest release 1 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "release_recency",
"params": {
"days": 1
}
}
],
"max_points": 36
},
{
"key": "release_cadence",
"name": "Release cadence",
"detail": "a release every ~21.8 days",
"points": 27,
"status": "met",
"details": [
{
"code": "release_cadence",
"params": {
"gap": 21.8
}
}
],
"max_points": 27
},
{
"key": "openssf_scorecard_signed_releases",
"name": "OpenSSF Scorecard: Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
}
]
},
{
"key": "abandonment",
"band": "excellent",
"name": "Abandonment",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"cap": null,
"state": "maintained",
"guards": [],
"signals": [],
"red_flag": false,
"multiplier_pct": 100,
"declared_reason": null,
"unverified_reason": null,
"unanswered_open_prs": null,
"unanswered_open_issues": null,
"days_since_last_merged_pr": null,
"days_since_last_human_commit": 0,
"days_since_last_human_commit_is_floor": false
},
"components": [
{
"key": "project_is_still_maintained",
"name": "Project is still maintained",
"detail": "last human commit 0 days ago",
"points": 100,
"status": "met",
"details": [
{
"code": "abandonment_maintained",
"params": {
"days": 0
}
}
],
"max_points": 100
}
]
}
],
"description": "Is the project alive — is code being written and are releases shipping?"
},
{
"key": "community",
"band": "good",
"name": "Community & Adoption",
"value": 78,
"weight": 0.18,
"metrics": [
{
"key": "popularity",
"band": "good",
"name": "Popularity & adoption",
"note": null,
"notes": [],
"value": 72,
"inputs": {
"forks": 166,
"stars": 516,
"watchers": 42,
"growth_state": "unverified",
"growth_factor_pct": 100,
"growth_unverified_reason": "no_history"
},
"components": [
{
"key": "stars",
"name": "Stars",
"detail": "516 stars",
"points": 44,
"status": "partial",
"details": [
{
"code": "stars",
"params": {
"count": 516
}
}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "166 forks",
"points": 18.5,
"status": "partial",
"details": [
{
"code": "forks",
"params": {
"count": 166
}
}
],
"max_points": 25
},
{
"key": "watchers",
"name": "Watchers",
"detail": "42 watchers",
"points": 9,
"status": "partial",
"details": [
{
"code": "watchers",
"params": {
"count": 42
}
}
],
"max_points": 15
}
]
},
{
"key": "community_health",
"band": "excellent",
"name": "Community health",
"note": null,
"notes": [],
"value": 92,
"inputs": {
"has_readme": true,
"has_license": true,
"has_contributing": true,
"has_issue_template": false,
"has_code_of_conduct": true,
"has_pull_request_template": true
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 22.5,
"status": "met",
"details": [],
"max_points": 22.5
},
{
"key": "license",
"name": "License",
"detail": "recognized license (Apache-2.0)",
"points": 22.5,
"status": "met",
"details": [
{
"code": "license_standard",
"params": {}
},
{
"code": "license_spdx",
"params": {
"spdx": "Apache-2.0"
}
}
],
"max_points": 22.5
},
{
"key": "contributing_guide",
"name": "CONTRIBUTING guide",
"detail": null,
"points": 18,
"status": "met",
"details": [],
"max_points": 18
},
{
"key": "code_of_conduct",
"name": "Code of conduct",
"detail": null,
"points": 13.5,
"status": "met",
"details": [],
"max_points": 13.5
},
{
"key": "issue_template",
"name": "Issue template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.2
},
{
"key": "pr_template",
"name": "PR template",
"detail": null,
"points": 6.3,
"status": "met",
"details": [],
"max_points": 6.3
}
]
},
{
"key": "ecosystem_adoption",
"band": "moderate",
"name": "Ecosystem adoption (downloads)",
"note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"registry_dependents"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 67,
"inputs": {
"packages": [
"google-pso-data-validator"
],
"dependents": null,
"ecosystems": "pypi",
"total_downloads": null,
"monthly_downloads": 10612
},
"components": [
{
"key": "monthly_downloads",
"name": "Monthly downloads",
"detail": "10,612 downloads/month across pypi",
"points": 53.7,
"status": "partial",
"details": [
{
"code": "downloads_monthly",
"params": {
"count": 10612,
"ecosystems": "pypi"
}
}
],
"max_points": 80
},
{
"key": "registry_dependents",
"name": "Registry dependents",
"detail": "not reported by this ecosystem",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_reported_by_this_ecosystem",
"params": {}
}
],
"max_points": 20
}
]
}
],
"description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
},
{
"key": "governance",
"band": "good",
"name": "Sustainability & Governance",
"value": 81,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "moderate",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 62,
"inputs": {
"bus_factor": 2,
"contributors_sampled": 56,
"top_contributor_share": 0.417
},
"components": [
{
"key": "bus_factor",
"name": "Bus factor",
"detail": "2 contributor(s) cover half of all commits",
"points": 25.2,
"status": "partial",
"details": [
{
"code": "bus_factor",
"params": {
"count": 2
}
}
],
"max_points": 54
},
{
"key": "commit_distribution",
"name": "Commit distribution",
"detail": "top contributor authored 42% of commits",
"points": 13.1,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 42
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "56 contributors",
"points": 13.5,
"status": "met",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 56
}
}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 7 contributing companies or organizations",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "excellent",
"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
"value": 89,
"inputs": {
"merged_prs": 723,
"open_issues": 142,
"closed_issues": 825,
"issue_closed_ratio": 0.853,
"closed_unmerged_prs": 93
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "85% of issues closed",
"points": 39.9,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 85
}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "723/816 decided PRs merged",
"points": 33.9,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 723,
"decided": 816
}
}
],
"max_points": 38.25
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "all changesets reviewed",
"points": 15,
"status": "met",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "good",
"name": "Ownership & stewardship",
"note": null,
"notes": [],
"value": 80,
"inputs": {
"followers": 21384,
"owner_type": "Organization",
"is_verified": null,
"owner_login": "GoogleCloudPlatform",
"public_repos": 1498,
"account_age_days": 5003
},
"components": [
{
"key": "ownership_backing",
"name": "Ownership backing",
"detail": "organization-owned",
"points": 30,
"status": "met",
"details": [
{
"code": "owner_organization",
"params": {}
}
],
"max_points": 30
},
{
"key": "verified_domain",
"name": "Verified domain",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "owner_reach",
"name": "Owner reach",
"detail": "21,384 followers of GoogleCloudPlatform",
"points": 25,
"status": "met",
"details": [
{
"code": "owner_followers",
"params": {
"count": 21384,
"login": "GoogleCloudPlatform"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "1498 public repos, account ~13 yr old",
"points": 25,
"status": "met",
"details": [
{
"code": "public_repos",
"params": {
"count": 1498
}
},
{
"code": "account_age_years",
"params": {
"years": 13
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"google-pso-data-validator"
],
"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 1
},
"components": [
{
"key": "published_resolvable",
"name": "Published & resolvable",
"detail": "1 package(s) on pypi",
"points": 25,
"status": "met",
"details": [
{
"code": "packages_published",
"params": {
"count": 1,
"ecosystems": "pypi"
}
}
],
"max_points": 25
},
{
"key": "publish_recency",
"name": "Publish recency",
"detail": "latest publish 1 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 1
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "62 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 62
}
}
],
"max_points": 20
},
{
"key": "not_deprecated",
"name": "Not deprecated",
"detail": "active, not deprecated or yanked",
"points": 20,
"status": "met",
"details": [
{
"code": "package_not_deprecated",
"params": {}
}
],
"max_points": 20
}
]
}
],
"description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
},
{
"key": "engineering",
"band": "moderate",
"name": "Engineering Quality",
"value": 66,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "moderate",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 60,
"inputs": {
"has_ci": false,
"has_tests": true,
"has_editorconfig": false,
"has_linter_config": true,
"has_precommit_config": false
},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 24
},
{
"key": "tests_present",
"name": "Tests present",
"detail": null,
"points": 24,
"status": "met",
"details": [],
"max_points": 24
},
{
"key": "linter_config",
"name": "Linter config",
"detail": ".flake8",
"points": 16,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": ".flake8"
}
}
],
"max_points": 16
},
{
"key": "pre_commit_hooks",
"name": "Pre-commit hooks",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 9.6
},
{
"key": "editorconfig",
"name": ".editorconfig",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.4
},
{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
"detail": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
"points": 20,
"status": "met",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "good",
"name": "Documentation",
"note": null,
"notes": [],
"value": 75,
"inputs": {
"topics": [],
"has_wiki": true,
"homepage": null,
"has_readme": true,
"has_docs_dir": true,
"has_description": true
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 30,
"status": "met",
"details": [],
"max_points": 30
},
{
"key": "documentation_directory",
"name": "Documentation directory",
"detail": null,
"points": 25,
"status": "met",
"details": [],
"max_points": 25
},
{
"key": "documentation_homepage_site",
"name": "Documentation / homepage site",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "repository_description",
"name": "Repository description",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "topics",
"name": "Topics",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "good",
"name": "Security",
"value": 77,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "good",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Branch-Protection, Dangerous-Workflow, Packaging, Signed-Releases, Token-Permissions. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"branch_protection",
"dangerous_workflow",
"packaging",
"signed_releases",
"token_permissions"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 80,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 13,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 5,
"scorecard_aggregate": 8
},
"components": [
{
"key": "binary_artifacts",
"name": "Binary-Artifacts",
"detail": "no binaries found in the repo",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "branch_protection",
"name": "Branch-Protection",
"detail": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "all changesets reviewed",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 7 contributing companies or organizations",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no workflows found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "update tool detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "26 commit(s) and 25 issue activity found in the last 90 days -- score normalized to 10",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow not detected",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is not run on all commits -- score normalized to 9",
"points": 4.5,
"status": "partial",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "No tokens found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "1 existing vulnerabilities detected",
"points": 6.8,
"status": "partial",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "dependency_advisories",
"band": "moderate",
"name": "Dependency advisories",
"note": "Matched the pypi:google-pso-data-validator@8.8.2 runtime dependency closure — what installing the published package pulls in — 88 packages. Reachability is not analyzed.",
"notes": [
{
"code": "advisories_scope_published",
"params": {
"package": "pypi:google-pso-data-validator@8.8.2",
"assessed": 88
}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 64,
"inputs": {
"source": "osv",
"advisories": 1,
"affected_packages": 1,
"assessed_packages": 88,
"unassessed_packages": 0,
"affected_by_severity": "critical 1",
"direct_affected_packages": 1
},
"components": [
{
"key": "direct_dependencies_free_of_known_advisories",
"name": "Direct dependencies free of known advisories",
"detail": "1 affected: ibis-framework 5.1.0 (critical)",
"points": 7,
"status": "partial",
"details": [
{
"code": "advisories_affected",
"params": {
"count": 1,
"packages": "ibis-framework 5.1.0 (critical)"
}
}
],
"max_points": 35
},
{
"key": "indirect_dependencies_free_of_known_advisories",
"name": "Indirect dependencies free of known advisories",
"detail": "no indirect dependency carries a known advisory",
"points": 25,
"status": "met",
"details": [
{
"code": "no_indirect_advisories",
"params": {}
}
],
"max_points": 25
},
{
"key": "no_advisories_left_outstanding",
"name": "No advisories left outstanding",
"detail": "1 advisory-carrying package(s) unaddressed past 90 days; oldest published 984 days ago",
"points": 32,
"status": "partial",
"details": [
{
"code": "advisories_stale",
"params": {
"days": 90,
"count": 1,
"oldest": 984
}
}
],
"max_points": 40
}
]
},
{
"key": "malicious_dependencies",
"band": "excellent",
"name": "Malicious dependencies",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"source": "osv",
"meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
"packages": [],
"red_flag": false,
"assessed_packages": 88,
"malicious_packages": 0,
"direct_malicious_packages": 0,
"withdrawn_malicious_packages": 0,
"installable_malicious_packages": 0
},
"components": [
{
"key": "no_dependency_reported_as_a_malicious_package",
"name": "No dependency reported as a malicious package",
"detail": "no dependency is reported as a malicious package",
"points": 100,
"status": "met",
"details": [
{
"code": "no_malicious_dependencies",
"params": {}
}
],
"max_points": 100
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "excellent",
"name": "High-Risk Jurisdiction Exposure",
"note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
"meaning": "self-published location evidence; not nationality or citizenship",
"red_flag": false,
"exposures": [],
"policy_countries": [
"Russia",
"Iran",
"North Korea"
],
"review_only_matches": 0,
"assessed_self_published_locations": 5
},
"components": [
{
"key": "policy_exposure_multiplier",
"name": "Policy exposure multiplier",
"detail": "no confirmed policy-scope location match",
"points": 100,
"status": "met",
"details": [
{
"code": "jurisdiction_no_match",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "moderate",
"name": "AI Readiness",
"value": 50,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "at_risk",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"has_llms_txt": false,
"legible_history_share": 1,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "no CLAUDE.md / AGENTS.md / editor rules",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_instructions",
"params": {}
}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "86 of 86 human commits state their intent (structured subject or explanatory body)",
"points": 40,
"status": "met",
"details": [
{
"code": "legible_history",
"params": {
"legible": 86,
"sampled": 86
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "moderate",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 61,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [],
"has_dockerfile": true,
"typed_language": false,
"bootstrap_files": [
"noxfile.py"
],
"has_devcontainer": false,
"has_linter_config": true,
"typecheck_configs": [],
"agent_commit_share": 0,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": "noxfile.py",
"points": 18,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "noxfile.py"
}
}
],
"max_points": 18
},
{
"key": "automated_tests",
"name": "Automated tests",
"detail": null,
"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": ".flake8",
"points": 11,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": ".flake8"
}
}
],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": "Dockerfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "Dockerfile"
}
}
],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "no agent-authored commits among the last 100",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_authored_commits",
"params": {
"sampled": 100
}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "no automated dependency updates observed",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_dependency_automation",
"params": {}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "moderate",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 53,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 69773,
"source_files_sampled": 105,
"oversized_source_files": 4
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python without a type-check config",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_typecheck_config_language",
"params": {
"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "4/105 source files over 60KB",
"points": 52.9,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 105,
"oversized": 4
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "at_risk",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"example_dirs": [
"samples"
],
"has_mcp_signal": false,
"api_schema_files": []
},
"components": [
{
"key": "api_schema_openapi_graphql_proto",
"name": "API schema (OpenAPI/GraphQL/proto)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 40
},
{
"key": "mcp_server",
"name": "MCP server",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "runnable_examples",
"name": "Runnable examples",
"detail": "samples",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "samples"
}
}
],
"max_points": 40
}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
"metrics_version": "1.13.0"
},
"warnings": [
"Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
],
"report_type": "repository",
"generated_at": "2026-07-29T17:15:50.243871Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/g/GoogleCloudPlatform/professional-services-data-validator.svg",
"full_name": "GoogleCloudPlatform/professional-services-data-validator",
"license_state": "standard",
"license_spdx": "Apache-2.0"
}Bewertungen sind Signale, keine Garantien. Sie spiegeln öffentlich sichtbare Praxis auf GitHub wider — kein Code-Audit und keine Sicherheitsgarantie.
Fehlende Daten werden ausgeschlossen und die Gewichte neu normiert, nie als null bewertet. Die Methodik ist versioniert und offen: Metriken v1.13.0, Schema v0.27.0 — vollständige Methodik · Metriken-Wiki.
Wie ein einzelnes Ergebnis im Gesamtregister steht: aggregierte Statistiken — PyPI.