Delta Lake
Delta Lake's public stream is release mechanics; Kernel builds now carry a 4.5.0 label.
Comparison · Analytics
Count vs Grafana Loki
A side-by-side editorial comparison of Count and Grafana Loki — release velocity, themes, recent moves, and the top alternatives to consider.
Count vs Grafana Loki: at a glance
What is Count?
Count's agent now shows the chain of cells and assumptions behind every answer it gives.
Count is a data-canvas analytics tool organized around an AI agent. Its late-October release added Reasoning Chains, which link each claim and chart in an agent answer back to the cells, sources and assumptions behind it. Over the summer it rebuilt the agent with web data and auto layout, moved Python to a server sandbox with any PyPI package, and added longer agent conversations, a faster empty-canvas start and catalog views that stay populated while they refresh.
What is Grafana Loki?
Loki 4.0 RC strips out legacy storage backends and the simple scalable mode.
Loki 4.0.0-rc.2 is out, the first major-version candidate in the feed. It removes the BoltDB, Cassandra, DynamoDB, BigTable and gRPC storage backends, drops Simple Scalable Deployment targets, defaults to Thanos storage clients and adds label-based access control. The Operator had prepared for this: 0.12 already made storage schemas explicit and stopped reconciling deprecated BoltDB schemas.
Count vs Grafana Loki: editorial side-by-side
Count
6.3ANALYTICS
Count's agent now shows the chain of cells and assumptions behind every answer it gives.
◆ Current state
Count is a data-canvas analytics tool organized around an AI agent. Its late-October release added Reasoning Chains, which link each claim and chart in an agent answer back to the cells, sources and assumptions behind it. Over the summer it rebuilt the agent with web data and auto layout, moved Python to a server sandbox with any PyPI package, and added longer agent conversations, a faster empty-canvas start and catalog views that stay populated while they refresh.
◆ Where it's heading
Count is making the agent the main way to work in the canvas, then adding the checks that let people trust its output. Reasoning Chains and server-side Python with managed secrets point at analysis that can be audited and run on real data. Steady fix lists for agent edits show the agent is still being hardened.
◆ Prediction
Expect more ways to inspect and correct agent work, building on Reasoning Chains. The entries don't show whether chains will extend to Slack answers.
Grafana Loki
6.3ANALYTICS
Loki 4.0 RC strips out legacy storage backends and the simple scalable mode.
◆ Current state
Loki 4.0.0-rc.2 is out, the first major-version candidate in the feed. It removes the BoltDB, Cassandra, DynamoDB, BigTable and gRPC storage backends, drops Simple Scalable Deployment targets, defaults to Thanos storage clients and adds label-based access control. The Operator had prepared for this: 0.12 already made storage schemas explicit and stopped reconciling deprecated BoltDB schemas.
◆ Where it's heading
Loki is narrowing to one storage path, TSDB on object storage, and cutting configuration it has carried for years. Query-tee changes and the unplugged V2 engine show the query layer is also being reworked. Operators on older backends or SSD layouts face a real migration.
◆ Prediction
More 4.0 release candidates are likely before a final 4.0.0, followed by a Helm chart and Operator release aligned to it.
Alternatives to Count and Grafana Loki
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 Count or Grafana Loki.
OpenObserve
OpenObserve 1.2.0-rc1 opens a metrics v2 cycle with chart alerts and forecasts.
Keboola
Keboola connects GitHub organizations once, ending personal tokens for private repos.
dbt Core
dbt-core 1.13 drops Python 3.10 and learns to tolerate v2-only project config.
Chord
Chord adds Amazon Conversions API to its CDP destinations as the catalog keeps widening.
Fulcrum
Fulcrum turns on Insights, its AI assistant for field data, for every customer.
See all Count alternatives → · See all Grafana Loki alternatives →
Recent activity from Count and Grafana Loki
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 23h agoGrafana LokiLoki 4.0 RC drops legacy storage backends and SSD mode ⚡
- 6d agoCountReasoning Chains ⚡
- 14d agoGrafana LokiLoki Helm chart 7.5.0 released
- 20d agoCountLonger agent conversations
- 28d agoGrafana LokiLoki Operator 0.12 requires schemas, adds OpenShift 5.0 TLS
- 1mo agoCountNo gaps while catalog views refresh
- 2mo agoCountSSO sign-in banner and clearer SQL Server errors
- 2mo agoCountA faster start from an empty canvas
- 2mo agoGrafana LokiLoki Operator 0.11 enables multi-variant queries
- 2mo agoGrafana LokiLoki Helm chart 7.3.0 released
- 3mo agoCountNew sign-in and sign-up
Frequently asked questions
What is the difference between Count and Grafana Loki?
They serve adjacent needs but don't currently overlap on shipped themes. Count and Grafana Loki are shipping at a similar cadence (velocity 6.3 vs 6.3, 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.
Is Count better than Grafana Loki?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Count and Grafana Loki are shipping at a similar cadence (velocity 6.3 vs 6.3, both within Sparkpulse's "active" band). For your specific use case, the alternatives sections above list other Analytics products to evaluate alongside.
What are the best alternatives to Count?
Top Count alternatives in Analytics are ranked by recent ship velocity. Browse the "Count alternatives" section above for the current picks, or visit /alternatives/count for the full list with editorial commentary on each.
What are the best alternatives to Grafana Loki?
Top Grafana Loki alternatives in Analytics are ranked by recent ship velocity. Browse the "Grafana Loki alternatives" section above for the current picks, or visit /alternatives/loki for the full list with editorial commentary on each.