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Citus keeps three Postgres branches alive while chasing each new major
Comparison · Analytics
Mage vs OpenSearch Dashboards
A side-by-side editorial comparison of Mage and OpenSearch Dashboards — release velocity, themes, recent moves, and the top alternatives to consider.
Mage vs OpenSearch Dashboards: at a glance
What is Mage?
Feature releases every two months in 2024; one bugfix release in the last twelve.
The release cadence has collapsed. Through 2024 Mage shipped roughly every two months with substantial features each time — memory management rework, dynamic blocks, new sources and destinations, Python 3.11 and 3.12 support. 2025 produced two releases. The most recent entry, 0.9.79 in January 2026, contains no feature section at all: it is dependency pinning, SQLAlchemy 2.0 compatibility, character escaping during code interpolation, and log file handle cleanup. Nothing has followed it in the six months since.
What is OpenSearch Dashboards?
Three releases in a year, all of them about the Vega dependency — the feed shows nothing else.
OpenSearch Dashboards' visible release stream is three 2.19.x patches spread across ten months, and every one of them concerns the Vega visualisation library: a CVE fix in 2.19.5 alongside webpack updates, a vega-lite version revert in 2.19.4, and a release-notes commit for 2.19.3. The entries themselves are raw commit messages and sign-off lines rather than written release notes, so the titles carry the diff subject instead of a description.
Mage vs OpenSearch Dashboards: editorial side-by-side
Mage
0.0ANALYTICS
Feature releases every two months in 2024; one bugfix release in the last twelve.
◆ Current state
The release cadence has collapsed. Through 2024 Mage shipped roughly every two months with substantial features each time — memory management rework, dynamic blocks, new sources and destinations, Python 3.11 and 3.12 support. 2025 produced two releases. The most recent entry, 0.9.79 in January 2026, contains no feature section at all: it is dependency pinning, SQLAlchemy 2.0 compatibility, character escaping during code interpolation, and log file handle cleanup. Nothing has followed it in the six months since.
◆ Where it's heading
The arc runs from expanding the product to keeping it compiling. The 2024 releases added capability — a canvas rework, multi-project support, streaming sinks, Kubernetes job parameters. The 2025 releases shifted toward integrations and CVE response, including a batch of path traversal fixes carrying assigned identifiers. The last release is entirely defensive, including vendoring croniter into the repository and locking scikit-learn to stop upstream changes from breaking builds. That is the profile of a codebase being kept viable rather than developed.
◆ Prediction
The entries give no basis for predicting the next release — a six-month gap after a dependency-only patch is the only signal available, and nothing here indicates whether the line is paused or finished.
OpenSearch Dashboards
0.0ANALYTICS
Three releases in a year, all of them about the Vega dependency — the feed shows nothing else.
◆ Current state
OpenSearch Dashboards' visible release stream is three 2.19.x patches spread across ten months, and every one of them concerns the Vega visualisation library: a CVE fix in 2.19.5 alongside webpack updates, a vega-lite version revert in 2.19.4, and a release-notes commit for 2.19.3. The entries themselves are raw commit messages and sign-off lines rather than written release notes, so the titles carry the diff subject instead of a description.
◆ Where it's heading
What is visible is a maintenance branch being kept current on one problematic dependency, with the vega-lite revert suggesting the earlier upgrade broke something and had to be backed out. Whether anything else is happening in the project cannot be read from this feed — the release bodies contain no changelog, only commit metadata, which makes this source unreliable for tracking the product.
◆ Prediction
The entries give no basis for predicting the next move; anyone tracking OpenSearch Dashboards should read the project's own release notes rather than these tags.
Alternatives to Mage and OpenSearch Dashboards
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 Mage or OpenSearch Dashboards.
Apache Kylin
Kylin ships once a year with empty release notes and a native engine nobody is being told about.
Apache Iceberg
Iceberg's release cadence is now backports and CVE patches across three live minor lines.
OpenMetadata
MCP servers became first-class governed assets in 1.13.0 — and 2.0 is now in release candidate.
TimescaleDB
Every release in this window is columnstore work — compression is where TimescaleDB is spending
Polars
The streaming engine is stable and the API is being narrowed — Polars is clearing ground for a breaking release
See all Mage alternatives → · See all OpenSearch Dashboards alternatives →
Recent activity from Mage and OpenSearch Dashboards
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 4mo agoOpenSearch DashboardsVega CVE fix with webpack and lockfile updates
- 6mo agoMageDependency pinning and SQLAlchemy 2.0 compatibility fixes
- 9mo agoOpenSearch Dashboardsvega-lite reverted to 4.16.8
- 11mo agoMagePath traversal CVE fixes and cancellation callbacks
- 1y agoOpenSearch DashboardsRelease notes added for 2.19.3
- 1y agoMageTeradata, Doris and Airtable connectors, rotatable API tokens
- 1y agoMageAirtable destination and Python 3.11 and 3.12 support
- 1y agoMageGoogle Cloud Storage source and Airtable integration
- 2y agoMageMemory management rework and dynamic blocks 2.0
Frequently asked questions
What is the difference between Mage and OpenSearch Dashboards?
They serve adjacent needs but don't currently overlap on shipped themes. Mage and OpenSearch Dashboards 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 Mage better than OpenSearch Dashboards?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Mage and OpenSearch Dashboards 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 Analytics products to evaluate alongside.
What are the best alternatives to Mage?
Top Mage alternatives in Analytics are ranked by recent ship velocity. Browse the "Mage alternatives" section above for the current picks, or visit /alternatives/mage-ai for the full list with editorial commentary on each.
What are the best alternatives to OpenSearch Dashboards?
Top OpenSearch Dashboards alternatives in Analytics are ranked by recent ship velocity. Browse the "OpenSearch Dashboards alternatives" section above for the current picks, or visit /alternatives/opensearch-dashboards for the full list with editorial commentary on each.