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Comparison · Analytics
OpenHouse vs OpenPanel
A side-by-side editorial comparison of OpenHouse and OpenPanel — release velocity, themes, recent moves, and the top alternatives to consider.
OpenHouse vs OpenPanel: at a glance
What is OpenHouse?
OpenHouse makes its commit-driven optimizer production-ready: indexes, bin-packing, metrics.
OpenHouse is LinkedIn's open-source control plane for Iceberg tables, and it tags a release per merged PR, often several a day. The October 6 work made the optimizer analyze a table as soon as its stats are committed and run stats collection as batched Spark jobs. October 7 hardened that path with secondary indexes, a bin-packing strategy and a clean CronJob exit; v0.5.517 aligned its MySQL connection with the tables service, and v0.5.518 gives it the same latency histograms the other services expose.
What is OpenPanel?
OpenPanel's tracked releases are maintenance: a saved-report fix and a CI Node bump.
The three tracked OpenPanel releases carry no new analytics features. The most recent fixes saved reports so they keep their filter type and cohort ids when reloaded. The other two tags publish the same commit, which moves CI to Node 22.20.0 to match the runtime Docker images after undici 8 broke two test suites on Node 20.
OpenHouse vs OpenPanel: editorial side-by-side
OpenHouse
5.0ANALYTICS
OpenHouse makes its commit-driven optimizer production-ready: indexes, bin-packing, metrics.
◆ Current state
OpenHouse is LinkedIn's open-source control plane for Iceberg tables, and it tags a release per merged PR, often several a day. The October 6 work made the optimizer analyze a table as soon as its stats are committed and run stats collection as batched Spark jobs. October 7 hardened that path with secondary indexes, a bin-packing strategy and a clean CronJob exit; v0.5.517 aligned its MySQL connection with the tables service, and v0.5.518 gives it the same latency histograms the other services expose.
◆ Where it's heading
Table maintenance is moving from periodic full-fleet sweeps to an event-driven pipeline (commit, analyze, bin-pack, execute), with the full-scan cron kept as a backstop. The optimizer is now being brought to operational parity with the established services, in configuration and in observability. Stats collection ships enabled while orphan-file deletion stays toggled off, so operations are being rolled out one at a time.
◆ Prediction
Expect orphan-files deletion to be turned on through the same commit-driven analyzer path, and the first implementation PRs stacked on the metadata-simplification design to land soon.
OpenPanel
2.5ANALYTICS
OpenPanel's tracked releases are maintenance: a saved-report fix and a CI Node bump.
◆ Current state
The three tracked OpenPanel releases carry no new analytics features. The most recent fixes saved reports so they keep their filter type and cohort ids when reloaded. The other two tags publish the same commit, which moves CI to Node 22.20.0 to match the runtime Docker images after undici 8 broke two test suites on Node 20.
◆ Where it's heading
The visible work is about keeping the self-hosted build and the hosted product in step: CI now runs the same Node version as the shipped images, and saved-report state is being made reliable. Three entries are too thin a record to show where the feature roadmap is going.
◆ Prediction
The entries don't show a feature direction, so the next move is unclear; more self-hosting and report-persistence fixes are the only pattern visible so far.
Alternatives to OpenHouse and OpenPanel
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 OpenHouse or OpenPanel.
Snowplow
Snowplow's tracked releases are loader and tracker version bumps with no notes.
Tinybird
Tinybird's weekly drop turns to admin controls: bulk member removal and cluster logs.
Fulcrum
Fulcrum keeps sanding down Photo FastFill while its AI bets stay in Alpha.
Holistics
Holistics is pulling analysis out of Explore and onto the dashboard itself.
Chord
Chord's AI assistant is becoming a persistent knowledge layer for ecommerce analytics.
See all OpenHouse alternatives → · See all OpenPanel alternatives →
Recent activity from OpenHouse and OpenPanel
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 12h agoOpenHousev0.5.518: Publish optimizer service timers as percentile histograms (#824)
- 1d agoOpenHouseOpenHouse optimizer adopts tables-service MySQL connection setup
- 2d agoOpenHouseAnalyzer runs as a Kubernetes CronJob with real exit codes
- 2d agoOpenHouseOptimizer registers a bin-packing strategy for its new operation
- 2d agoOpenHousev0.5.516: Optimizer: Added required indexes for optimizer tables (#796)
- 3d agoOpenHousev0.5.513: Add batched table stats collection spark app (#789)
- 11d agoOpenPanelSaved reports keep their filter type and cohort ids
- 1mo agoOpenPanelSelf-hosting build: CI moves to Node 22.20.0
- 1mo agoOpenPanelv2.3.0: CI moves to Node 22.20.0
Frequently asked questions
What is the difference between OpenHouse and OpenPanel?
They serve adjacent needs but don't currently overlap on shipped themes. OpenHouse is currently shipping more aggressively (velocity 5.0 vs 2.5), 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 OpenHouse better than OpenPanel?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. OpenHouse is currently shipping more aggressively (velocity 5.0 vs 2.5), 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 OpenHouse?
Top OpenHouse alternatives in Analytics are ranked by recent ship velocity. Browse the "OpenHouse alternatives" section above for the current picks, or visit /alternatives/openhouse for the full list with editorial commentary on each.
What are the best alternatives to OpenPanel?
Top OpenPanel alternatives in Analytics are ranked by recent ship velocity. Browse the "OpenPanel alternatives" section above for the current picks, or visit /alternatives/openpanel for the full list with editorial commentary on each.