Deepnote
Deepnote's agent now runs from first prompt to finished notebook without handoffs.
A side-by-side editorial comparison of Glances and MotherDuck — release velocity, themes, recent moves, and the top alternatives to consider.
After a year of CVE fixes, Glances 4.5.7 turns to making its alerts tell the truth.
Most Glances releases this year carried security patches: 4.5.2 alone corrected eight CVEs, and 4.5.3 to 4.5.6 kept going, ending with a credential leak through URL config values. 4.5.7 in September broke the pattern with a long list of correctness fixes, many of them alerts that fired on the wrong value or never fired, plus WebUI colouring bugs and a fix for --enable-mcp under mcp 2.0. 4.5.8 in October fixed export edge cases.
MotherDuck turns Dives from read-only dashboards into apps that write back through Flights.
MotherDuck ships a weekly changelog, and October's entries fill out two layers. Governance: row-level security, column-level security and masking on Shares, table-level security for managed DuckLake, and run grants that let teammates trigger a Flight without seeing its code or credentials. Interaction: Dives gained write-back buttons and forms that run Flights, Agent Chat can create and edit Dives, and AI functions got 50 to 60% cheaper on OpenAI models while prompt_jev() started billing.
Most Glances releases this year carried security patches: 4.5.2 alone corrected eight CVEs, and 4.5.3 to 4.5.6 kept going, ending with a credential leak through URL config values. 4.5.7 in September broke the pattern with a long list of correctness fixes, many of them alerts that fired on the wrong value or never fired, plus WebUI colouring bugs and a fix for --enable-mcp under mcp 2.0. 4.5.8 in October fixed export edge cases.
Hardware coverage keeps widening alongside the fixes (Intel, AMD and ARM GPUs, Rockchip NPUs, LXC containers), and a v4 cutover tag in October suggests repository restructuring ahead. The security run appears to have eased since August.
Unclear what the v4 cutover changes for users; until it is explained, expect more 4.5.x maintenance releases.
MotherDuck ships a weekly changelog, and October's entries fill out two layers. Governance: row-level security, column-level security and masking on Shares, table-level security for managed DuckLake, and run grants that let teammates trigger a Flight without seeing its code or credentials. Interaction: Dives gained write-back buttons and forms that run Flights, Agent Chat can create and edit Dives, and AI functions got 50 to 60% cheaper on OpenAI models while prompt_jev() started billing.
The pieces are converging. Flights (the serverless job layer) now power actions inside Dives, Agent Chat builds the Dives, and fine-grained sharing controls decide who sees which rows. MotherDuck is moving from a cloud DuckDB warehouse toward a place where data apps are built and governed, with SQL-native AI functions as the hook.
Expect write-back and run grants to spread to more surfaces, such as agents running Flights directly, and further prompt_jev() region and modality expansion after images and Europe.
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 Glances or MotherDuck.
Deepnote's agent now runs from first prompt to finished notebook without handoffs.
Storm 3.1 adds an Iceberg sink and closes a long list of security gaps in Nimbus and the UI.
HertzBeat's 1.9.0 is on its second release candidate, and the feed still skips 1.8.0.
OpenPanel moves from 3.18 to 3.20 in two days, still without a word of release notes.
TsFile 2.5 adds Go to its Java, C++ and Python implementations.
Kylin keeps tagging releases, 5.0.5 included, without saying what changed.
See all Glances alternatives → · See all MotherDuck alternatives →
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
They serve adjacent needs but don't currently overlap on shipped themes. Glances and MotherDuck are shipping at a similar cadence (velocity 5.0 vs 5.0, 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.
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Glances and MotherDuck are shipping at a similar cadence (velocity 5.0 vs 5.0, both within Sparkpulse's "active" band). For your specific use case, the alternatives sections above list other Analytics products to evaluate alongside.
Top Glances alternatives in Analytics are ranked by recent ship velocity. Browse the "Glances alternatives" section above for the current picks, or visit /alternatives/glances for the full list with editorial commentary on each.
Top MotherDuck alternatives in Analytics are ranked by recent ship velocity. Browse the "MotherDuck alternatives" section above for the current picks, or visit /alternatives/motherduck for the full list with editorial commentary on each.