Glances
Glances 4.5.9 closes out the 4.x line as a 5.0 beta opens for testing.
A side-by-side editorial comparison of Deepnote and Dovetail — release velocity, themes, recent moves, and the top alternatives to consider.
| Feature | Deepnote | Dovetail |
|---|---|---|
| Sector | Analytics | Analytics |
| Velocity score | 2.5 | 5.0 |
| Sparks · 30d | 0 | 0 |
| Top themes | data notebooks, agentic ai, mcp, workspace context | customer-feedback, research-docs, ai-assistants, collaboration |
| Last editorial update | 7d ago | 2h ago |
| Website | — | Visit → |
Deepnote's agent now runs from first prompt to finished notebook without handoffs.
Deepnote's most recent entry, in October, makes Deepnote Agent a single agent that keeps context from the first instruction to the finished notebook, and lets private and shared projects sit in the same folder. It builds on June's native Codex connection to a workspace's notebooks, schedules and data, and July's MCP tools that let agents create and attach integrations. Spring releases added run snapshots, Git sync, Polars support, PDF export and AI usage metering.
Dovetail opens its docs to Claude and ChatGPT as co-authors.
Channels 2.0 reached general availability on October 21, with activity logs, snapshot summaries and a Sources beta for feedback integrations. In early November Dovetail let Claude and ChatGPT read and edit Dovetail docs from the conversation, offered access to teammates who are @mentioned in a doc they can't open, and taught its own Chat to answer how-to questions from the help docs.
Deepnote's most recent entry, in October, makes Deepnote Agent a single agent that keeps context from the first instruction to the finished notebook, and lets private and shared projects sit in the same folder. It builds on June's native Codex connection to a workspace's notebooks, schedules and data, and July's MCP tools that let agents create and attach integrations. Spring releases added run snapshots, Git sync, Polars support, PDF export and AI usage metering.
The notebook is being repositioned as a workspace agents operate in, both Deepnote's own agent and external ones like Codex. Releases have slowed from monthly in spring to one entry each in July and October.
Further agent capabilities or more external agent connections are the likeliest next move; the slower cadence makes timing hard to read.
Channels 2.0 reached general availability on October 21, with activity logs, snapshot summaries and a Sources beta for feedback integrations. In early November Dovetail let Claude and ChatGPT read and edit Dovetail docs from the conversation, offered access to teammates who are @mentioned in a doc they can't open, and taught its own Chat to answer how-to questions from the help docs.
After the Channels work, the focus has moved to docs and the assistant layer: external AI assistants now write into Dovetail, and the in-app Chat covers product help as well as research questions. Dovetail is positioning its docs as a place both people and outside assistants work in.
Expect more actions exposed to external assistants beyond docs, such as channels or evidence, and further Chat coverage of in-product tasks.
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 Deepnote or Dovetail.
Glances 4.5.9 closes out the 4.x line as a 5.0 beta opens for testing.
Calibre MCP lets your coding agent read RUM and Lighthouse data, then fix the slow code
SkyWalking 11.1 builds service maps from OpenTelemetry traces, no SkyWalking agent required.
OpenReplay's feed is Helm chart bumps behind its asset-cacher deny list.
Tinybird shrinks its Local image by a third after a run of observability updates.
OpenHouse tightens view authorization and moves its optimizer schema to Flyway.
See all Deepnote alternatives → · See all Dovetail alternatives →
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
They serve adjacent needs but don't currently overlap on shipped themes. Dovetail 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.
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Dovetail 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.
Top Deepnote alternatives in Analytics are ranked by recent ship velocity. Browse the "Deepnote alternatives" section above for the current picks, or visit /alternatives/deepnote for the full list with editorial commentary on each.
Top Dovetail alternatives in Analytics are ranked by recent ship velocity. Browse the "Dovetail alternatives" section above for the current picks, or visit /alternatives/dovetail for the full list with editorial commentary on each.