Apache Druid
Druid 38 drops Java 17, recommends Java 25 and took longer to arrive than its predecessors
A side-by-side editorial comparison of Algolia and Tasmota — release velocity, themes, recent moves, and the top alternatives to consider.
Algolia's Agent Studio opens to outside agents and starts grading its own before they ship
October put Agent Studio in front. The A2A protocol lets external agents and orchestration frameworks discover and call Studio agents through standardized agent cards, and automated evaluations score an agent on relevance, faithfulness and tone before deployment, using test cases generated from the customer's search index. AI Assist gained a No results agent that diagnoses zero-result searches, and automated suggestions now recommend Dynamic Re-Ranking, Personalization and NeuralSearch from performance data. On the commerce side, retail media network orchestration reached general availability for Elevate Ecommerce customers.
Tasmota 16 adds optional MQTT 5.0 and DALI-2 commissioning for lighting control.
v16.0.0 Theo landed in mid-October. It adds optional MQTT 5.0 focused on request and response, initial ESP32-S31 and ESP32-C61 support, and DALI-2 device commissioning, input events and push-button bindings. HVAC work is also heavy, with a MiELHVAC web panel, Modbus RTU slave and Home Assistant discovery.
October put Agent Studio in front. The A2A protocol lets external agents and orchestration frameworks discover and call Studio agents through standardized agent cards, and automated evaluations score an agent on relevance, faithfulness and tone before deployment, using test cases generated from the customer's search index. AI Assist gained a No results agent that diagnoses zero-result searches, and automated suggestions now recommend Dynamic Re-Ranking, Personalization and NeuralSearch from performance data. On the commerce side, retail media network orchestration reached general availability for Elevate Ecommerce customers.
Two tracks are running together. Agent Studio is collecting what a production agent platform needs, an interoperability standard and a pre-deployment test loop, while AI Assist and automated suggestions turn the dashboard into something that tells merchandisers what to change. Retail media GA and the combined-signal setting in Dynamic Re-Ranking show the commerce core still shipping beside the agent work rather than giving way to it.
Automated suggestions is described as an initial release covering three features, so more features joining it is the safest call. Evaluations also let teams compare runs, which points toward using scores to gate a configuration change, though the entries do not say that is planned.
v16.0.0 Theo landed in mid-October. It adds optional MQTT 5.0 focused on request and response, initial ESP32-S31 and ESP32-C61 support, and DALI-2 device commissioning, input events and push-button bindings. HVAC work is also heavy, with a MiELHVAC web panel, Modbus RTU slave and Home Assistant discovery.
The major number doesn't change the release's character: breadth remains the product. Two threads stand out from the driver list. Building-automation protocols are getting deeper support, with DALI-2, Modbus and OpenTherm's second heating circuit, and MQTT 5.0 updates the core messaging layer for the first time in these entries.
Expect the next release in about two months with further DALI-2 and Berry work, and fuller ESP32-S31 support, since the current support is labeled initial.
Other Infra & APIs 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 Algolia or Tasmota.
Druid 38 drops Java 17, recommends Java 25 and took longer to arrive than its predecessors
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Harness Open Source last shipped in August 2025, on this feed at least
Payload's v4 beta ships every few days, and most of the risk sits in the breaking-change notes
Scalar is testing demand for hosting from inside localhost
Incus 7.6 fixes 18 security issues, eight critical, and adds SR-IOV NIC live migration
See all Algolia alternatives → · See all Tasmota alternatives →
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
They serve adjacent needs but don't currently overlap on shipped themes. Algolia 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. Algolia 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 Infra & APIs products to evaluate alongside.
Top Algolia alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Algolia alternatives" section above for the current picks, or visit /alternatives/algolia for the full list with editorial commentary on each.
Top Tasmota alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Tasmota alternatives" section above for the current picks, or visit /alternatives/tasmota for the full list with editorial commentary on each.