Apache Pinot
Pinot 1.6 adds SQL DDL and vector backends, and now needs Java 25 to run its services.
Comparison · Analytics
Apache Druid vs Displayr
A side-by-side editorial comparison of Apache Druid and Displayr — release velocity, themes, recent moves, and the top alternatives to consider.
Apache Druid vs Displayr: at a glance
What is Apache Druid?
Druid 38 drops Java 17, recommends Java 25 and took longer to arrive than its predecessors
Druid 38.0.0 shipped on October 1 with over 250 changes from 37 contributors. It adds Java 25 support, drops Java 17, and introduces Historical tier aliases and a realtimeSegmentsMode query context that replaces realtimeSegmentsOnly. MSQ workers now fetch input files in the background by default, and Druid 38 is the last major that reads legacy ZSTD frames.
What is Displayr?
Displayr's Chat can now apply and write Rules, so it changes tables as well as explaining them.
Rules, Displayr's mechanism for customizing a table's appearance and data, now work through Chat: it applies existing rules and writes custom ones, and a rule can cover every table in a document, including new ones. Two smaller additions landed with it at the end of September: document duplication through the API and a shortcut from a control to its input. Summer work made Chat auditable, with a context pill, a change summary and an Explain This button, while the core gained shared controls and rolling averages.
Apache Druid vs Displayr: editorial side-by-side
Apache Druid
0.0ANALYTICSINFRA · APIS
Druid 38 drops Java 17, recommends Java 25 and took longer to arrive than its predecessors
◆ Current state
Druid 38.0.0 shipped on October 1 with over 250 changes from 37 contributors. It adds Java 25 support, drops Java 17, and introduces Historical tier aliases and a realtimeSegmentsMode query context that replaces realtimeSegmentsOnly. MSQ workers now fetch input files in the background by default, and Druid 38 is the last major that reads legacy ZSTD frames.
◆ Where it's heading
The release is operator-focused: tier aliases and segment-mode controls target blue/green deployments and large clusters, and background fetching and Dart prefetching chase throughput. Compatibility remains a stated part of shipping, with explicit deprecations and upgrade notes. The gap from 37.0.0 was nearly five months, against about three for the release before, so the quarterly rhythm has loosened.
◆ Prediction
A 39 release candidate is the next visible step, and removal of legacy ZSTD frame support is already announced for a future release. Timing is less certain now that the last gap ran past a quarter.
Displayr
0.0ANALYTICS
Displayr's Chat can now apply and write Rules, so it changes tables as well as explaining them.
◆ Current state
Rules, Displayr's mechanism for customizing a table's appearance and data, now work through Chat: it applies existing rules and writes custom ones, and a rule can cover every table in a document, including new ones. Two smaller additions landed with it at the end of September: document duplication through the API and a shortcut from a control to its input. Summer work made Chat auditable, with a context pill, a change summary and an Explain This button, while the core gained shared controls and rolling averages.
◆ Where it's heading
Chat is starting to do work that changes results, which tests the auditing features built over the summer. The other track stays steady, closing gaps a long-standing survey analysis platform accumulates. API document duplication hints at more automated reporting workflows, though it is a single endpoint so far.
◆ Prediction
Expect the change summary to extend to rules Chat writes, since a rule applied across a document is harder to inspect than a single edit. Folder-scoped defaults still look like the start of broader template governance.
Alternatives to Apache Druid and Displayr
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 Apache Druid or Displayr.
Tinylytics
Tinylytics is cleaning its numbers and adding an AI-ranked SEO audit for Ultra customers
Mode Analytics
Mode resurfaces after almost five quiet months with per-user Snowflake sign-in
Calibre
Lighthouse 13.6 shifts Calibre's scores and adds audits for how AI agents read your pages
Superwise
Superwise now measures the tokens it saves and can shorten model replies to save more
Dovetail
Channels 2.0 is now the default, and Dovetail is pulling feedback sources up a level.
See all Apache Druid alternatives → · See all Displayr alternatives →
Recent activity from Apache Druid and Displayr
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1mo agoApache DruidDruid 38.0.0
- 1mo agoDisplayrRules and Custom Rules via Chat
- 1mo agoDisplayrDuplicate a Document Using the API
- 1mo agoDisplayrShortcut to select inputs
- 1mo agoApache DruidDruid 38.0.0 release candidate 1 tagged
- 2mo agoDisplayrUse the Same Control Across Multiple Pages and Page Masters
- 2mo agoDisplayrRolling Averages Computed Automatically on Tables
- 3mo agoDisplayrExplain This — AI help for errors & warnings
- 5mo agoApache DruidDruid 37.0.0
- 6mo agoApache Druiddruid-37.0.0-rc1
- 8mo agoApache DruidDruid 36.0.0
- 9mo agoApache Druiddruid-36.0.0-rc1
Frequently asked questions
What is the difference between Apache Druid and Displayr?
They serve adjacent needs but don't currently overlap on shipped themes. Apache Druid and Displayr 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 Druid better than Displayr?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Apache Druid and Displayr 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 Apache Druid?
Top Apache Druid alternatives in Analytics are ranked by recent ship velocity. Browse the "Apache Druid alternatives" section above for the current picks, or visit /alternatives/apache-druid for the full list with editorial commentary on each.
What are the best alternatives to Displayr?
Top Displayr alternatives in Analytics are ranked by recent ship velocity. Browse the "Displayr alternatives" section above for the current picks, or visit /alternatives/displayr for the full list with editorial commentary on each.