PyPI Stats
vmware

vdk-heartbeat

One framework to develop, deploy and operate data workflows with Python and SQL.
PyPI GitHub

Shared Repository

This package shares its GitHub repository (vmware/versatile-data-kit) with 20 other packages. Stars, forks, and other GitHub metrics reflect the entire repository.
Downloads
Day
72
Week
203
Month
651
Stars
481
Forks
66
Issues
226
Version
0.6.1220258461

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
50
Popularity
55
Adoption
28
Community
70
How the maintenance status was determined
Last commit
358 days ago
Monthly downloads
651
Active
Activity within 30 days
Stable
Activity within 31-180 days
• Minimal
Activity within 181-365 days, or no activity data
At Risk
No activity for > 365 days, but > 10,000 monthly downloads
Archived
Repository flagged as archived on GitHub
How the popularity category was determined
Monthly downloads
651
Stars
481
Stars per 1k downloads
738.86
Industry Standard
> 10,000,000 monthly downloads
Hidden Gem
< 0.5 stars per 1k downloads and > 100,000 monthly downloads
Community Favorite
> 5 stars per 1k downloads
Rising Star
Balanced ratio of stars to downloads
• Unknown
Fewer than 1,000 monthly downloads, or no star data
Needs at least 1,000 monthly downloads to classify popularity.
How download momentum is calculated
Week daily avg
29
Month daily avg
22
Momentum
—
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
Momentum not reported for packages with < 5,000 monthly downloads — percentages are noisy at low volume.
Python version support tiers
requires_python
<4,>=3.7
Cutting Edge
Minimum supported version is 3.12 or newer
Modern
Minimum supported version is 3.9, 3.10, or 3.11
• Legacy
Supports 3.8 or older (or Python 2)
Unknown
No requires_python specified or unparseable
License categories
License
Apache Software License
• Permissive
MIT, Apache, BSD, ISC, Unlicense, CC0, etc.
Copyleft
GPL, LGPL, AGPL, MPL, EPL, etc.
Proprietary
Commercial, all rights reserved, custom EULAs
Unknown
No license specified, or none of the above match
How the release cadence was determined
Last release
777 days ago
Total releases
44
Releases/year
9.3
Rapid
Last release within 365 days and > 12 releases/year
Regular
Last release within 365 days
Slow
Last release 366-730 days ago
• Stalled
Last release > 730 days ago, or no releases
Unknown
No usable release date available
How contributor risk was determined
Contributors
52
Monthly downloads
651
High Load
≤ 2 contributors and ≥ 50,000 monthly downloads
Moderate Load
< 10 contributors and ≥ 500,000 monthly downloads
Low Load
< 25 contributors and ≥ 5,000,000 monthly downloads, or sole maintainer with ≥ 10,000 monthly downloads
• Balanced
Enough contributors for the package's popularity
Unknown
No contributor data available
Engagement
77
 
Issue Burden
469.9
per 1k stars
Discussions
47.8
per 1k stars
Fork Ratio
78.8%
contrib / forks
Stale Release
419d
 
PR Velocity
Active
 

Weekly Downloads

GitHub Stars

Not all downloads include detailed metadata. Breakdowns reflect the subset that does.

Downloads by OS

No OS data available

Python Versions

No Python version data available

Top Countries

1. DE DE
27
2. GB GB
3

Dependencies

8
4 optional dependencies

Used By

0
Not used by any tracked packages

Package Information

License
Apache Software License
First Release
August 18, 2021
Last Release
2 years ago
Last Commit
11 months ago
Latest Version
0.6.1220258461
Total Releases
44
Contributors
52
Open PRs
29
Archived
No
Author
VMware Inc.
Python Versions
3.7 3.8 3.9 3.10 3.11
Topics
data-science data-engineering sql trino data-lineage etl elt data-pipelines data-engineer data-warehouse warehouse analytics snowflake dataops data-engineering-pipeline python data pipeline data-structures database
Tracking Since
January 14, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links