OpenReplay
OpenReplay moves its Go backend to pgx v5 and patches vulnerable deps across 1.25–1.27.
A side-by-side editorial comparison of Axiom and ThingsBoard — release velocity, themes, recent moves, and the top alternatives to consider.
Axiom is rebuilding observability so an AI agent, not a human, can be the first user.
Axiom is a logs, traces and metrics platform that reached feature parity on the fundamentals earlier this year — metrics went generally available in March, dashboards got a full API, and Correlations tied the three data types together for investigations. The last two months have been spent thickening the console: collapsible dashboard sections, gauge elements, schema locking, Grafana as a query surface. Underneath that steady product work, a second track has been running the whole time, aimed at AI agents as operators rather than at humans.
ThingsBoard closes a script-sandbox file write and dozens of CVEs on its 4.3 and 4.2 lines.
ThingsBoard keeps three lines patched in parallel: 4.4, 4.3.1 and the 4.2 LTS. On October 27, 4.3.1.8 and 4.2.2.8 shipped a large security batch: dozens of dependency CVEs, a fix for arbitrary file writes from the TBEL script sandbox, and tamper protection for the OAuth2 authorization cookie. They also fix partitions lost after a ZooKeeper session expiry and unbounded Kafka topic growth from RPC and REST replies, and add IoT Hub search and filter changes.
Axiom is a logs, traces and metrics platform that reached feature parity on the fundamentals earlier this year — metrics went generally available in March, dashboards got a full API, and Correlations tied the three data types together for investigations. The last two months have been spent thickening the console: collapsible dashboard sections, gauge elements, schema locking, Grafana as a query surface. Underneath that steady product work, a second track has been running the whole time, aimed at AI agents as operators rather than at humans.
That second track is now the main story. Metrics shipped queryable by agents through MCP and a dedicated skill, monitor management moved into the agent surface alongside the Grafana work, and evaluations arrived as both a live-traffic scoring feature and an agent-authored skill. The August release takes it to the account layer: an agent can now create its own Axiom organization and have a human claim it afterwards. Axiom is systematically removing the assumption that a person is present at each step.
The remaining human-gated surfaces are billing, access control, and dataset provisioning, and agent-created orgs makes those the obvious next targets. Expect the skills catalogue to keep growing into a set of task-shaped agent entry points rather than a single MCP endpoint.
ThingsBoard keeps three lines patched in parallel: 4.4, 4.3.1 and the 4.2 LTS. On October 27, 4.3.1.8 and 4.2.2.8 shipped a large security batch: dozens of dependency CVEs, a fix for arbitrary file writes from the TBEL script sandbox, and tamper protection for the OAuth2 authorization cookie. They also fix partitions lost after a ZooKeeper session expiry and unbounded Kafka topic growth from RPC and REST replies, and add IoT Hub search and filter changes.
After the 4.4 feature release the project is back to maintenance on all supported lines, mostly security and runtime fixes, with the IoT Hub catalogue getting steady UI work alongside. Feature work arrives in larger, infrequent releases.
A matching 4.4.0.x patch with the same security batch is the likely next entry; 4.4 got no patch in this batch.
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 Axiom or ThingsBoard.
OpenReplay moves its Go backend to pgx v5 and patches vulnerable deps across 1.25–1.27.
Basedash automations can now attach scheduled CSV exports to Slack and email.
OpenPanel tags three more note-free builds in one evening, reaching 3.16.4.
Fulcrum turns on Insights, its AI assistant for field data, for every customer.
Holistics lets admins put a key dashboard on everyone's Home page.
OpenHouse locks down its column-defaults capability flag as default values near completion.
See all Axiom alternatives → · See all ThingsBoard alternatives →
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
They serve adjacent needs but don't currently overlap on shipped themes. Axiom is currently shipping more aggressively (velocity 6.3 vs 5.0), 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. Axiom is currently shipping more aggressively (velocity 6.3 vs 5.0), 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 Axiom alternatives in Analytics are ranked by recent ship velocity. Browse the "Axiom alternatives" section above for the current picks, or visit /alternatives/axiom for the full list with editorial commentary on each.
Top ThingsBoard alternatives in Analytics are ranked by recent ship velocity. Browse the "ThingsBoard alternatives" section above for the current picks, or visit /alternatives/thingsboard for the full list with editorial commentary on each.