n8n
n8n 3.0 is out, shipped the same morning as 2.46 after weeks of migration-report groundwork.
A side-by-side editorial comparison of Gumloop and Lytics — release velocity, themes, recent moves, and the top alternatives to consider.
| Feature | Gumloop | Lytics |
|---|---|---|
| Sector | Mkt Auto | Mkt Auto |
| Velocity score | 7.5 | 7.5 |
| Sparks · 30d | 1 | 0 |
| Top themes | ai agents, artifacts, agent evaluations, workflow automation | cdp, audience-management, integrations, salesforce-data-cloud |
| Last editorial update | 2d ago | 5mo ago |
| Website | — | Visit → |
Gumloop 13.1 lets live artifacts drive agents through the SDK and opens outputs in Office.
Gumloop ships a numbered release every few days. In October it gave agents a real browser (12.0), agent-owned secrets, team sharing and embeddable AI artifacts, then 13.0 rebuilt the agent harness for longer work and added organization-wide evaluations. 13.1 lets scripts in live artifacts message, create and list agents, artifacts, skills and teams through the Gumloop SDK, opens agent-made files in Google Workspace or Microsoft Office, and lets agents on a call run long tasks in the background while they keep talking.
Lytics retires the legacy audience builder, ships zero-copy Salesforce Data Cloud sync, and pushes integrations weekly.
Lytics is a CDP shipping at a steady weekly cadence. Recent work cuts across three vectors: a forced migration off the legacy audience builder (sunset May 4, 2026) toward a redesigned builder with geolocation rules; heavy expansion of cloud-warehouse and ad-platform integrations (Salesforce Data Cloud, The Trade Desk, Microsoft UET, Pushly, Algolia, GCS); and admin-side governance — naming conventions, metric threshold alerts, easier OAuth recovery.
Gumloop ships a numbered release every few days. In October it gave agents a real browser (12.0), agent-owned secrets, team sharing and embeddable AI artifacts, then 13.0 rebuilt the agent harness for longer work and added organization-wide evaluations. 13.1 lets scripts in live artifacts message, create and list agents, artifacts, skills and teams through the Gumloop SDK, opens agent-made files in Google Workspace or Microsoft Office, and lets agents on a call run long tasks in the background while they keep talking.
The product is moving from building agents to operating them at org scale, and artifacts are turning into small apps that can control agents themselves. Model access is also being made easier to manage, with families, deprecation dates and fallback visibility.
Expect more of the SDK exposed to artifacts and further evaluation and Insights controls at the usual weekly pace; the entries don't show pricing changes.
Lytics is a CDP shipping at a steady weekly cadence. Recent work cuts across three vectors: a forced migration off the legacy audience builder (sunset May 4, 2026) toward a redesigned builder with geolocation rules; heavy expansion of cloud-warehouse and ad-platform integrations (Salesforce Data Cloud, The Trade Desk, Microsoft UET, Pushly, Algolia, GCS); and admin-side governance — naming conventions, metric threshold alerts, easier OAuth recovery.
Two arcs are visible. First, the integration catalog is being deepened toward server-side conversion APIs and zero-copy data movement — Salesforce Data Cloud's bidirectional sync with zero-copy bulk via GCS is the architecturally interesting move and likely a template for what's next. Second, the platform itself is being made more legible to large operators: naming conventions, threshold alerts, and reconnect-in-place auth all target customers running Lytics at scale rather than acquiring net-new ones.
Expect the next quarter to bring more zero-copy/streaming export jobs patterned after the Salesforce Data Cloud blueprint (Snowflake or Databricks are the obvious next targets), plus additional governance features — likely per-team audience permissions or audit-log enhancements — as the natural follow-on to naming conventions.
Other Mkt Auto 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 Gumloop or Lytics.
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See all Gumloop alternatives → · See all Lytics alternatives →
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
They serve adjacent needs but don't currently overlap on shipped themes. Gumloop and Lytics are shipping at a similar cadence (velocity 7.5 vs 7.5, 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. Gumloop and Lytics are shipping at a similar cadence (velocity 7.5 vs 7.5, both within Sparkpulse's "active" band). For your specific use case, the alternatives sections above list other Mkt Auto products to evaluate alongside.
Top Gumloop alternatives in Mkt Auto are ranked by recent ship velocity. Browse the "Gumloop alternatives" section above for the current picks, or visit /alternatives/gumloop for the full list with editorial commentary on each.
Top Lytics alternatives in Mkt Auto are ranked by recent ship velocity. Browse the "Lytics alternatives" section above for the current picks, or visit /alternatives/lytics for the full list with editorial commentary on each.