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Comparison · Analytics
Dagster vs Apache SkyWalking
A side-by-side editorial comparison of Dagster and Apache SkyWalking — release velocity, themes, recent moves, and the top alternatives to consider.
Dagster vs Apache SkyWalking: at a glance
What is Dagster?
Dagster is untangling itself from dbt-core so dbt Fusion can run without a fight.
Dagster's recent 1.13 releases follow two threads. dagster-dbt no longer installs dbt-core, and a dbt v2 extra installs the Fusion engine with clear errors if the two are mixed. The UI keeps gaining phone layouts, now covering code locations, sensors and schedules, while 1.13.29 also speeds up run logs, global search and the asset catalog. Dagster+ added capacity-based alert policies, and agents can retry code locations that fail to start.
What is Apache SkyWalking?
SkyWalking 11.0 cuts the UI out of the backend and hands it to a separate project.
Apache SkyWalking is an open-source APM and observability platform, and its recent releases have been a sustained rebuild of its own foundations. BanyanDB, its purpose-built storage engine, replaced H2 outright and was then declared large-scale ready. The Groovy DSL runtime was ripped out for an ANTLR4 and Javassist pipeline with fail-fast compilation. GenAI observability arrived as a new telemetry domain. Version 11.0.0 now removes the bundled UI from the OAP release entirely, adds TLS with certificate hot-reload across every HTTP surface, and introduces a queryAlarms GraphQL API alongside runtime rule hot-update and a live DSL debugger.
Dagster vs Apache SkyWalking: editorial side-by-side
Dagster
5.0ANALYTICS
Dagster is untangling itself from dbt-core so dbt Fusion can run without a fight.
◆ Current state
Dagster's recent 1.13 releases follow two threads. dagster-dbt no longer installs dbt-core, and a dbt v2 extra installs the Fusion engine with clear errors if the two are mixed. The UI keeps gaining phone layouts, now covering code locations, sensors and schedules, while 1.13.29 also speeds up run logs, global search and the asset catalog. Dagster+ added capacity-based alert policies, and agents can retry code locations that fail to start.
◆ Where it's heading
The dbt work is a dependency reset with real consequences, because Fusion and dbt-core claim the same import namespace and overwrite each other silently. Dagster made the safe path the default and accepted a breaking change to do it. The rest of the window is operational hardening: resuming run workers on ECS, cross-account service discovery and clearer failure reasons when a run worker dies.
◆ Prediction
Weekly-style 1.13 releases should keep extending Fusion coverage in dagster-dbt, since metadata fetching there still degrades to warnings. Declarative Automation for jobs does not appear in these entries, so its exit from preview remains unconfirmed.
Apache SkyWalking
3.8ANALYTICS
SkyWalking 11.0 cuts the UI out of the backend and hands it to a separate project.
◆ Current state
Apache SkyWalking is an open-source APM and observability platform, and its recent releases have been a sustained rebuild of its own foundations. BanyanDB, its purpose-built storage engine, replaced H2 outright and was then declared large-scale ready. The Groovy DSL runtime was ripped out for an ANTLR4 and Javassist pipeline with fail-fast compilation. GenAI observability arrived as a new telemetry domain. Version 11.0.0 now removes the bundled UI from the OAP release entirely, adds TLS with certificate hot-reload across every HTTP surface, and introduces a queryAlarms GraphQL API alongside runtime rule hot-update and a live DSL debugger.
◆ Where it's heading
The consistent method is subtraction: remove the convenient default, absorb the dependency into something the project controls, then optimise it. H2 went so BanyanDB could be the only answer. Groovy went so the DSL could be compiled and type-checked. Now the UI goes so the backend can release on its own cadence. Each removal costs operators a migration and buys the project a surface it fully owns. The security and operations work in 11.0.0 — TLS everywhere, cert rotation without restart, alarm querying by entity and layer — reads as the same platform being made deployable in environments that audit these things.
◆ Prediction
With the UI decoupled and released independently, the version coupling operators previously relied on is gone; expect the project to publish compatibility guidance or a supported-version matrix between OAP and Horizon UI, since the release notes acknowledge there is no 1:1 mapping.
Alternatives to Dagster and Apache SkyWalking
Other Analytics 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 Dagster or Apache SkyWalking.
Delta Lake
Delta Lake's public stream is release mechanics; Kernel builds now carry a 4.5.0 label.
Grafana Loki
Loki 4.0 RC strips out legacy storage backends and the simple scalable mode.
OpenObserve
OpenObserve 1.2.0-rc1 opens a metrics v2 cycle with chart alerts and forecasts.
Keboola
Keboola connects GitHub organizations once, ending personal tokens for private repos.
dbt Core
dbt-core 1.13 drops Python 3.10 and learns to tolerate v2-only project config.
See all Dagster alternatives → · See all Apache SkyWalking alternatives →
Recent activity from Dagster and Apache SkyWalking
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 6h agoDagster1.13.29: more mobile layouts, faster search and catalog
- 6d agoDagster1.13.28: dbt v2 extra and retries for failed code locations
- 10d agoDagster1.13.27: mobile run details, bounded BigQuery Insights scans
- 27d agoDagster1.13.26: dagster-dbt stops installing dbt-core
- 1mo agoDagster1.13.25: phone layout for the Dagster UI, ECS run resumes
- 1mo agoDagster1.13.24: cross-account ECS discovery, snapshot column lineage
- 2mo agoApache SkyWalking11.0.0 - Horizon Ready, Runtime Rule Hot-Update and Live DSL Debugger ⚡
- 7mo agoApache SkyWalking10.4.0 - GenAI Observability, Groovy-Free Runtime and Grafana Tempo Compatible ⚡
- 10mo agoApache SkyWalking10.3.0 - New Trace Model in BanyanDB
- 1y agoApache SkyWalking10.2.0 - No H2, More BanyanDB ⚡
Frequently asked questions
What is the difference between Dagster and Apache SkyWalking?
They serve adjacent needs but don't currently overlap on shipped themes. Dagster is currently shipping more aggressively (velocity 5.0 vs 3.8), with 0 editorial sparks in the last 30 days against 0. See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Is Dagster better than Apache SkyWalking?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Dagster is currently shipping more aggressively (velocity 5.0 vs 3.8), with 0 editorial sparks in the last 30 days against 0. For your specific use case, the alternatives sections above list other Analytics products to evaluate alongside.
What are the best alternatives to Dagster?
Top Dagster alternatives in Analytics are ranked by recent ship velocity. Browse the "Dagster alternatives" section above for the current picks, or visit /alternatives/dagster for the full list with editorial commentary on each.
What are the best alternatives to Apache SkyWalking?
Top Apache SkyWalking alternatives in Analytics are ranked by recent ship velocity. Browse the "Apache SkyWalking alternatives" section above for the current picks, or visit /alternatives/skywalking for the full list with editorial commentary on each.