Graphite
Graphite's answer to its own CVE backlog is a pre-release nobody calls official.
A side-by-side editorial comparison of Cortex and Basedash — release velocity, themes, recent moves, and the top alternatives to consider.
Cortex is betting on Parquet block storage and graduating years of experimental features.
Cortex publishes its release notes as release candidates, and the two majors visible here tell a consistent story. 1.20 introduced Parquet-based block storage, Prometheus Remote Write 2.0, a resource-based limiter for ingesters and store-gateways, and regex tenant resolution, all experimental. 1.21 then made Parquet a Store Gateway query mode, graduated the Ruler API, Alertmanager API and sharding, tenant federation, FIFO/Redis cache and memcached service discovery out of experimental, and enabled the bucket index by default. The 1.21.1 candidate is almost entirely security hardening.
Basedash is turning its AI analyst into an API other products build on.
Basedash spent the last month packaging what it already had rather than adding analysis features. The AI data analyst, daily insights, dashboards, and automations are all reachable through a public API, which had covered dashboards and charts a week earlier. Around that, the enterprise checklist filled in with SCIM provisioning and native audit logs that record every query the AI runs, and the newest release pushes results outward on a schedule to email and Slack.
Cortex publishes its release notes as release candidates, and the two majors visible here tell a consistent story. 1.20 introduced Parquet-based block storage, Prometheus Remote Write 2.0, a resource-based limiter for ingesters and store-gateways, and regex tenant resolution, all experimental. 1.21 then made Parquet a Store Gateway query mode, graduated the Ruler API, Alertmanager API and sharding, tenant federation, FIFO/Redis cache and memcached service discovery out of experimental, and enabled the bucket index by default. The 1.21.1 candidate is almost entirely security hardening.
Two arcs run in parallel. The storage arc is moving Cortex off pure TSDB blocks toward Parquet, first as a converter and format, then as a queryable Store Gateway mode — the same columnar direction the rest of the observability market has taken for long-retention data. The maturity arc is a deliberate clearing of the experimental backlog, with six subsystems graduating in one release and their flags renamed to drop the experimental prefix. Layered on both is a distinct hardening push: the latest candidate bounds gossip connections, caps decompressed request bodies, adds HMAC stream authentication and validates tenant IDs against the authenticated caller.
Expect Parquet to keep progressing from experimental toward default, following the path the bucket index just completed. The security work in 1.21.1 reads like a systematic pass over untrusted input paths rather than a response to a single report, so more of the same in the ingestion and gossip layers is likely.
Basedash spent the last month packaging what it already had rather than adding analysis features. The AI data analyst, daily insights, dashboards, and automations are all reachable through a public API, which had covered dashboards and charts a week earlier. Around that, the enterprise checklist filled in with SCIM provisioning and native audit logs that record every query the AI runs, and the newest release pushes results outward on a schedule to email and Slack.
The direction is from destination to substrate: Basedash increasingly expects to be embedded in another product or delivered into an inbox rather than visited. Data-source breadth such as MotherDuck and per-user view state are the maintenance work keeping the front end credible while that shift happens. The governance releases suggest the buyer being courted is a company, not an individual analyst.
Subscriptions currently fire on a clock; with suggestions already generating recurring-report ideas and the API covering automations, condition-triggered delivery is the natural next increment.
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 Cortex or Basedash.
Graphite's answer to its own CVE backlog is a pre-release nobody calls official.
NetObserv is layering TLS visibility and health alerting on top of its eBPF flow pipeline.
Storm 3.0 finishes removing the Clojure it was built in, and moves to a Java 21 baseline.
Five release candidates in two years, none of them stable, and none since October 2025.
A monitoring project whose public release feed skips the release that mattered.
Axiom is rebuilding observability so an AI agent, not a human, can be the first user.
See all Cortex alternatives → · See all Basedash alternatives →
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
They serve adjacent needs but don't currently overlap on shipped themes. Basedash is currently shipping more aggressively (velocity 6.3 vs 0.0), with 1 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. Basedash is currently shipping more aggressively (velocity 6.3 vs 0.0), with 1 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 Cortex alternatives in Analytics are ranked by recent ship velocity. Browse the "Cortex alternatives" section above for the current picks, or visit /alternatives/cortex-metrics for the full list with editorial commentary on each.
Top Basedash alternatives in Analytics are ranked by recent ship velocity. Browse the "Basedash alternatives" section above for the current picks, or visit /alternatives/basedash for the full list with editorial commentary on each.