Apache Druid
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Comparison · Infra & APIs
Jaeger vs Scalar
A side-by-side editorial comparison of Jaeger and Scalar — release velocity, themes, recent moves, and the top alternatives to consider.
Jaeger vs Scalar: at a glance
What is Jaeger?
Jaeger's query service learns to search individual spans, not just whole traces.
Jaeger 2.21 and 2.22 extend the 2.x storage and query rework. ClickHouse storage moved to a stable feature gate in 2.21, and the release removed v1 HTTP endpoints the UI no longer calls. In 2.22 the query service gains FindSpans with RFC 0014 pagination, Elasticsearch span search, and structured filters promoted to beta, while native Elasticsearch trace summaries go stable.
What is Scalar?
Scalar is testing demand for hosting from inside localhost
The October 1.76 run put a sticky developer toolbar above the API reference on localhost, with Configure, Share, Deploy and Generate SDK tools in a side panel. The Deploy tool now shows a waitlist for API hosting on Scalar, and 1.76.4 records the server framework with each sign-up. AsyncAPI rendering kept improving, with binding schemas shown as structured properties. In another package line, 0.20.0 moved to Undici 8 with HTTP/2 on by default and raised the minimum Node.js version to 22.19.0.
Jaeger vs Scalar: editorial side-by-side
Jaeger
2.5INFRA · APIS
Jaeger's query service learns to search individual spans, not just whole traces.
◆ Current state
Jaeger 2.21 and 2.22 extend the 2.x storage and query rework. ClickHouse storage moved to a stable feature gate in 2.21, and the release removed v1 HTTP endpoints the UI no longer calls. In 2.22 the query service gains FindSpans with RFC 0014 pagination, Elasticsearch span search, and structured filters promoted to beta, while native Elasticsearch trace summaries go stable.
◆ Where it's heading
The earlier trace-summaries work made search cheaper; span search changes what can be asked. Pagination and structured filters give both the UI and MCP clients a way to query without pulling whole traces. MCP keeps getting practical limits and input checks, and search_traces no longer needs a service name on backends that declare support for that.
◆ Prediction
Expect span search to spread beyond Elasticsearch and memory storage, and structured filters to move from beta to stable as other gates have. Further removal of v1 surface is likely, since 2.21 already started it.
Scalar
5.0INFRA · APIS
Scalar is testing demand for hosting from inside localhost
◆ Current state
The October 1.76 run put a sticky developer toolbar above the API reference on localhost, with Configure, Share, Deploy and Generate SDK tools in a side panel. The Deploy tool now shows a waitlist for API hosting on Scalar, and 1.76.4 records the server framework with each sign-up. AsyncAPI rendering kept improving, with binding schemas shown as structured properties. In another package line, 0.20.0 moved to Undici 8 with HTTP/2 on by default and raised the minimum Node.js version to 22.19.0.
◆ Where it's heading
The reference is becoming a dev-time workbench, not only a published page. Tools that sat in dropdowns moved to a persistent panel, and SDK generation was consolidated there. The hosting waitlist is the commercial signal: Scalar is collecting framework data from developers at the moment they run their API locally, which gives it a demand measure before committing to a deployment flow. AsyncAPI work remains the other steady investment.
◆ Prediction
Expect the waitlist to turn into a hosting beta, with the first supported frameworks chosen from the data 1.76.4 collects; FastAPI, Hono and Express are already named for detection. The monorepo's patch cadence should otherwise continue daily or near it.
Alternatives to Jaeger and Scalar
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 Jaeger or Scalar.
Okta
Okta adds TypeScript to its Cross App Access guides and dates the end of Classic Engine features
Gitness
Harness Open Source last shipped in August 2025, on this feed at least
Payload CMS
Payload's v4 beta ships every few days, and most of the risk sits in the breaking-change notes
Incus
Incus 7.6 fixes 18 security issues, eight critical, and adds SR-IOV NIC live migration
DNSimple
DNSimple's Erlang DNS stack now handles 14% more queries per second, with no C involved
See all Jaeger alternatives → · See all Scalar alternatives →
Recent activity from Jaeger and Scalar
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 3d agoScalarHosting waitlist now records the server framework
- 4d agoScalarDownloaded OpenAPI files named after the document title
- 5d agoScalarAsyncAPI schema rendering and a hosting waitlist on localhost
- 5d agoScalarSticky localhost toolbar with side panel and Deploy waitlist
- 10d agoScalar1.76.0 (2026-10-23)
- 10d agoScalar1.1.43 (2026-10-23)
- 26d agoJaegerSpan search and pagination reach the query service
- 1mo agoJaegerClickHouse goes stable; unused v1 HTTP endpoints removed
- 3mo agoJaegerMCP merges into the query service; Elasticsearch 6 support removed ⚡
- 5mo agoJaegerLightweight trace-summaries endpoint arrives in the v3 API
- 5mo agoJaegerHeader forwarding to storage backends and UI base-path autodetection
- 7mo agoJaegerClock-skew and jitter fixes; metrics storage exposed to the UI
Frequently asked questions
What is the difference between Jaeger and Scalar?
They serve adjacent needs but don't currently overlap on shipped themes. Scalar 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.
Is Jaeger better than Scalar?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Scalar 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.
What are the best alternatives to Jaeger?
Top Jaeger alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Jaeger alternatives" section above for the current picks, or visit /alternatives/jaeger for the full list with editorial commentary on each.
What are the best alternatives to Scalar?
Top Scalar alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Scalar alternatives" section above for the current picks, or visit /alternatives/scalar for the full list with editorial commentary on each.