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Comparison · Infra & APIs
Apache DolphinScheduler vs ggfootball
A side-by-side editorial comparison of Apache DolphinScheduler and ggfootball — release velocity, themes, recent moves, and the top alternatives to consider.
Apache DolphinScheduler vs ggfootball: at a glance
What is Apache DolphinScheduler?
A slow, deliberate release train that keeps widening its cloud-task surface
DolphinScheduler ships on a multi-month cadence, with 3.4.2 (June 2026) and 3.4.1 (March 2026) as the recent stable points. The work is split between DSIP design proposals, new task plugins, and operator-facing hardening. Nothing in the window suggests a rewrite; this is a mature orchestrator accreting integrations.
What is ggfootball?
A football-viz package just swapped scraping for an API and broke its own output to do it.
ggfootball is a small R package for plotting expected-goals and shot data, sourced from Understat. Four releases are visible. The 0.2.x line was argument tidying and dependency pruning; 0.3.0 replaced the data-acquisition layer wholesale, moving get_match_shots() from HTML parsing onto Understat's AJAX endpoints and changing the returned column names in the process.
Apache DolphinScheduler vs ggfootball: editorial side-by-side
Apache DolphinScheduler
0.0INFRA · APIS
A slow, deliberate release train that keeps widening its cloud-task surface
◆ Current state
DolphinScheduler ships on a multi-month cadence, with 3.4.2 (June 2026) and 3.4.1 (March 2026) as the recent stable points. The work is split between DSIP design proposals, new task plugins, and operator-facing hardening. Nothing in the window suggests a rewrite; this is a mature orchestrator accreting integrations.
◆ Where it's heading
The consistent direction is coverage of managed cloud compute — Amazon EMR Serverless joins the task-plugin catalog, following the earlier consolidation of Zeppelin, SageMaker and Kubernetes connections into a shared connection center. Alongside that, the project keeps tightening what operators can see and control at runtime: monitor-page visibility into running tasks per master/worker, configurable maximum runtime, and dispatch timeout handling for missing worker groups.
◆ Prediction
Expect the next release to add another managed-compute task plugin and continue routing its credentials through the connection center, since that is the pattern every recent integration has followed.
ggfootball
0.0INFRA · APIS
A football-viz package just swapped scraping for an API and broke its own output to do it.
◆ Current state
ggfootball is a small R package for plotting expected-goals and shot data, sourced from Understat. Four releases are visible. The 0.2.x line was argument tidying and dependency pruning; 0.3.0 replaced the data-acquisition layer wholesale, moving get_match_shots() from HTML parsing onto Understat's AJAX endpoints and changing the returned column names in the process.
◆ Where it's heading
The direction is away from scraped HTML and toward a thinner, more defensible package: four dependencies dropped in 0.3.0 on top of qdapRegex in 0.2.1, input validation added, error messages rewritten. Both breaking changes so far were accepted rather than deferred, which reads as a maintainer treating pre-1.0 as the window to get the shape right. The package is willing to break callers for structural reasons, not cosmetic ones.
◆ Prediction
With the scraper rebuilt and the dependency surface trimmed, the next releases are likely to stabilise the new column names and extend the plotting side, which has seen nothing since 0.2.0. A 1.0 would be the signal that the data structure is now considered fixed.
Alternatives to Apache DolphinScheduler and ggfootball
Other Infra & APIs products tracked by Sparkpulse, ranked by recent ship velocity. Each card links to a full editorial trajectory and lets you pivot into a head-to-head comparison with either Apache DolphinScheduler or ggfootball.
PINstimation
A market-microstructure toolkit that keeps adding estimators as the papers land.
nzilbb.vowels
A vowel-analysis package trimming dependencies after an email address got it archived.
emuR
The R half of the EMU speech database system, fixing what was quietly broken.
BAS
A Bayesian model-averaging package spending its 2.0 on memory, not methods.
tidyplots
tidyplots keeps rebuilding its own foundations rather than layering around them.
See all Apache DolphinScheduler alternatives → · See all ggfootball alternatives →
Recent activity from Apache DolphinScheduler and ggfootball
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 2mo agoApache DolphinSchedulerEMR Serverless task plugin and live task monitoring
- 5mo agoApache DolphinSchedulerConfigurable workflow runtime limits and dispatch timeouts
- 6mo agoggfootballggfootball 0.3.0 ⚡
- 6mo agoggfootballggfootball 0.2.2
- 1y agoApache DolphinSchedulerConnection center centralizes credentials across task plugins ⚡
- 1y agoggfootballggfootball 0.2.1
- 1y agoggfootballggfootball 0.2.0
Frequently asked questions
What is the difference between Apache DolphinScheduler and ggfootball?
They serve adjacent needs but don't currently overlap on shipped themes. Apache DolphinScheduler and ggfootball are shipping at a similar cadence (velocity 0.0 vs 0.0, both within Sparkpulse's "active" band). See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Is Apache DolphinScheduler better than ggfootball?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Apache DolphinScheduler and ggfootball are shipping at a similar cadence (velocity 0.0 vs 0.0, both within Sparkpulse's "active" band). For your specific use case, the alternatives sections above list other Infra & APIs products to evaluate alongside.
What are the best alternatives to Apache DolphinScheduler?
Top Apache DolphinScheduler alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Apache DolphinScheduler alternatives" section above for the current picks, or visit /alternatives/dolphinscheduler for the full list with editorial commentary on each.
What are the best alternatives to ggfootball?
Top ggfootball alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "ggfootball alternatives" section above for the current picks, or visit /alternatives/ggfootball for the full list with editorial commentary on each.