GoogleCloudPlatform/professional-services-data-validator
Utility to compare data between homogeneous or heterogeneous environments to ensure source and target tables match
⚡ Executive Summary & Quick Facts
Authoritative Sourceprofessional-services-data-validator is professional-services-data-validator is an open-source project written in Python: Utility to compare data between homogeneous or heterogeneous environments to ensure source and target tables match..
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), GoogleCloudPlatform/professional-services-data-validator has accumulated 536 GitHub stars and 178 forks. It is written in Python, licensed under Apache-2.0, and ranks #11,998 globally. It is actively maintained with the latest commit recorded on Nov 9, 2026.”
| Repository | GoogleCloudPlatform/professional-services-data-validator ↗ |
|---|---|
| Primary Category | developer tools |
| Language & Stack | Python |
| Software License | Apache-2.0 |
| Community Traction | ★ 536 stars · ⑂ 178 forks · #11,998 globally |
| Maintenance | ● Active (Last commit: Nov 9, 2026) · 160 open issues |
| Target Audience | Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads. |
🛡️ Repository Maintenance & Health Audit (2026)
Health Score: 97/100 · Grade A+Yes, professional-services-data-validator is actively maintained. Continuous telemetry recorded the last code commit on Nov 9, 2026 (3 days ago). Supported by 536 stars and 178 community forks, this repository holds a calculated health index of 97/100, reflecting very active (commits within last 14 days) and healthy issue cadence.
Star History
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[](https://githubrepo.cloud/repo/GoogleCloudPlatform/professional-services-data-validator?utm_source=readme_badge) [](https://githubrepo.cloud/repo/GoogleCloudPlatform/professional-services-data-validator?utm_source=readme_badge) [](https://githubrepo.cloud/repo/GoogleCloudPlatform/professional-services-data-validator?utm_source=readme_badge) [](https://githubrepo.cloud/repo/GoogleCloudPlatform/professional-services-data-validator?utm_source=readme_badge) [](https://githubrepo.cloud/repo/GoogleCloudPlatform/professional-services-data-validator?utm_source=readme_badge)Momentum
+13
STARS · LAST 30 DAYS
1
PER DAY
#1,643
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +7 | +13 | +90 |
| Per day | 1 | 1 | 1 |
| Forks gained | +1 | +4 | +10 |
professional-services-data-validator gained 13 stars in the last 30 days, about 1 a day, and now has 536. It is about 7 years old and has averaged roughly 77 stars a year. It ranks #1,643 among Python repositories and #11,998 across all languages on GitHubRepo.
Trending Record
5
DAYS ON TRENDING
#14076
BEST RANK
Nov 9, 2026
FIRST APPEARANCE
Active
STATUS TODAY
professional-services-data-validator has maintained a continuous presence across global trending indexes, peaking at #14076. Below is the 30-day activity profile:
💡 Overview
professional-services-data-validator is an open-source project written in Python: Utility to compare data between homogeneous or heterogeneous environments to ensure source and target tables match.
Engineered for speed, consistency, and developer ease, it solves common hurdles in Python. It provides clear interfaces, comprehensive configuration options, and seamless integration with existing tools across the modern development stack.
⚡ Key Features
Optimized execution pipeline written in Python for predictable speed.
Zero-friction configuration with comprehensive sensible defaults out of the box.
Cross-platform runtime support across Linux, macOS, and Windows environments.
Strong typing and modular architecture designed for easy extension and maintainability.
Standardized CLI and API interfaces for smooth integration into CI/CD workflows.
Active community maintenance with regular dependency updates and security patches.
📥 Installation
$ pip install professional-services-data-validator⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
professional-services-data-validator coordinates its core functionality through a modular Python pipeline. It parses configuration parameters, validates inputs, and resolves dependencies asynchronously. By minimizing runtime overhead and keeping allocations localized, it delivers predictable performance in both local development environments and automated production workloads.
🎯 Production Use Cases
Production System Integration
Embed professional-services-data-validator into Python backend services to handle core application logic.
CI/CD Automated Pipelines
Run automated validation, builds, and integration suites during deployments.
Developer Tooling & Workflows
Accelerate developer onboarding with pre-configured project utilities.
Open Source Extension
Fork and customize internal modules under the repository's open Apache-2.0 license.
🚀 Getting Started
Install professional-services-data-validator using your package manager: `pip install professional-services-data-validator`
Initialize your project workspace or configuration file for professional-services-data-validator.
Import professional-services-data-validator into your codebase or invoke it directly from your terminal.
Execute your test suite or run `professional-services-data-validator --help` to verify successful setup.
👍 Strengths
⚠️ Considerations
⇄ Alternatives & Direct Competitors
👥 Who Should Use This
Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads.
🏆 Nearby in the Rankings
GoogleCloudPlatform/professional-services-data-validator is currently ranked #11,998 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #11,987 | torrust/torrust-tracker | Rust | ★ 537 | Compare ↗ |
| #11,987 | PowerShell/DSC | Rust | ★ 537 | Compare ↗ |
| #11,987 | base/withdrawer | Go | ★ 537 | Compare ↗ |
| #11,987 | No-Instructions/Relay | TypeScript | ★ 537 | Compare ↗ |
| #11,987 | amak-tech/port-buddy | Java | ★ 537 | Compare ↗ |
| #11,998 | GoogleCloudPlatform/professional-services-data-validator This Project | Python | ★ 536 | |
| #11,998 | apache/apr | C | ★ 536 | Compare ↗ |
| #11,998 | dg/twitter-php | PHP | ★ 536 | Compare ↗ |
| #11,998 | troessner/transitions | Ruby | ★ 536 | Compare ↗ |
| #11,998 | voxpupuli/hiera-eyaml | Ruby | ★ 536 | Compare ↗ |
| #11,998 | beltoforion/muparser | C++ | ★ 536 | Compare ↗ |
Frequently Asked Questions
What does professional-services-data-validator do? +
Utility to compare data between homogeneous or heterogeneous environments to ensure source and target tables match
Is professional-services-data-validator actively maintained in 2026? +
Yes, professional-services-data-validator is actively maintained. The latest code push was recorded on Nov 9, 2026 (3 days ago). It holds a calculated Maintenance Health Score of 97/100 (A+ rating) with 536 stars and 160 open issues.
What language is professional-services-data-validator written in? +
The primary language is Python. Topics include: software.
How many stars does professional-services-data-validator have? +
professional-services-data-validator has 536 stars and 178 forks on GitHub.
How does professional-services-data-validator rank among GitHub repositories? +
With 536 stars, GoogleCloudPlatform/professional-services-data-validator is ranked #11,998 globally across all repositories tracked on GitHubRepo and #1,643 among Python projects.
What license is professional-services-data-validator distributed under? +
The repository reports a Apache-2.0 license. Always verify the repository LICENSE file for legal terms.
