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Comparison · DevOps

Mamba vs Slurm

A side-by-side editorial comparison of Mamba and Slurm — release velocity, themes, recent moves, and the top alternatives to consider.

Mamba vs Slurm: at a glance

FeatureMambaSlurm
SectorDevOpsDevOps
Velocity score5.05.0
Sparks · 30d00
Top themespackage management, conda ecosystem, reproducible solves, supply chainhpc, job-scheduling, containers, slurmrestd
Last editorial update3mo ago13h ago
WebsiteVisit →Visit →

What is Mamba?

Mamba is adding the reproducibility controls conda users have been asking of the solver.

The 2.9.0 release candidates introduce two user-facing controls: excluding builds newer than a given timestamp with --exclude-newer, and opting out of link script execution. Around them sit fixes with an operational bent, leaving permissions on shared package cache directories alone, explaining missing packages when string ids collide with solvables, and static linking corrections. The earlier alpha in this window is entirely bug fixes to noarch Python entry point linking and root package expansion.

Read the full Mamba trajectory →

What is Slurm?

Slurm 26.11 RC turns on the threadpool by default and splits containers into runtime plugins

Slurm maintains three branches (25.05, 25.11, 26.05) and shipped coordinated fixes for seven CVEs across all three on September 2; 26.05.5 in October was routine maintenance. On November 6 the first release candidate for 26.11 arrived. It enables the slurmctld threadpool by default, makes all RPC replies asynchronous, moves OCI container execution out of slurmstepd into a new runtime/oci plugin with --container-type renamed to --runtime, and hardens slurmrestd with dropped Linux capabilities and unauthenticated health endpoints.

Read the full Slurm trajectory →

Mamba vs Slurm: editorial side-by-side

M
Mamba
DEVOPS
5.0

Mamba is adding the reproducibility controls conda users have been asking of the solver.

◆ Current state

The 2.9.0 release candidates introduce two user-facing controls: excluding builds newer than a given timestamp with --exclude-newer, and opting out of link script execution. Around them sit fixes with an operational bent, leaving permissions on shared package cache directories alone, explaining missing packages when string ids collide with solvables, and static linking corrections. The earlier alpha in this window is entirely bug fixes to noarch Python entry point linking and root package expansion.

◆ Where it's heading

Both new options point the same way: making an environment solve predictable and less trusting. A timestamp cutoff turns a solve into something reproducible after the fact, and disabling link scripts removes arbitrary code execution from installation. The bug fixes concentrate on shared and multi-user installs, which suggests the pressure is coming from environments where one package cache serves many users.

◆ Prediction

With a timestamp cutoff and a link-script opt-out both landing in the same release, the direction is toward solves that can be audited and repeated; further work most likely continues on the shared-cache and permissions handling these fixes keep touching.

S
Slurm
DEVOPS
5.0

Slurm 26.11 RC turns on the threadpool by default and splits containers into runtime plugins

◆ Current state

Slurm maintains three branches (25.05, 25.11, 26.05) and shipped coordinated fixes for seven CVEs across all three on September 2; 26.05.5 in October was routine maintenance. On November 6 the first release candidate for 26.11 arrived. It enables the slurmctld threadpool by default, makes all RPC replies asynchronous, moves OCI container execution out of slurmstepd into a new runtime/oci plugin with --container-type renamed to --runtime, and hardens slurmrestd with dropped Linux capabilities and unauthenticated health endpoints.

◆ Where it's heading

26.11 is an architectural release more than a feature one: the controller's concurrency model changes by default, container support becomes a pluggable runtime layer, and slurmrestd is being prepared to run as a service behind health checks. Several options are renamed or deprecated (conmgr_threads, SLURMRESTD_JSON, become_user), so upgrades will need config review.

◆ Prediction

Expect further 26.11 release candidates fixing threadpool and async-reply regressions before a 26.11.0 GA, alongside a 26.05.6 point release on the current branch.

Alternatives to Mamba and Slurm

Other DevOps 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 Mamba or Slurm.

See all Mamba alternatives → · See all Slurm alternatives →

Recent activity from Mamba and Slurm

Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.

  1. 21h agoSlurmSlurm 26.11 RC1: threadpool on by default, OCI runtime plugin
  2. 2d agoSlurmwickberg-test: Testsuite - Cover a --stepmgr step cancel in test_101_18
  3. 24d agoSlurmv26.05.5
  4. 2mo agoSlurmSlurm 26.05.4 fixes 7 CVEs, including privilege escalation
  5. 2mo agoSlurmSlurm 25.11.8: CVE backport security release
  6. 2mo agoSlurmSlurm 25.05.9: CVE backport security release
  7. 3mo agoMamba2.9.0-rc1: exclude-newer timestamps and link script opt-out
  8. 3mo agoMamba2.9.0-rc0: first candidate for the 2.9 feature set
  9. 5mo agoMamba2.7.0-alpha0: noarch entry point and root expansion fixes

Frequently asked questions

What is the difference between Mamba and Slurm?

They serve adjacent needs but don't currently overlap on shipped themes. Mamba and Slurm are shipping at a similar cadence (velocity 5.0 vs 5.0, 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 Mamba better than Slurm?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Mamba and Slurm are shipping at a similar cadence (velocity 5.0 vs 5.0, both within Sparkpulse's "active" band). For your specific use case, the alternatives sections above list other DevOps products to evaluate alongside.

What are the best alternatives to Mamba?

Top Mamba alternatives in DevOps are ranked by recent ship velocity. Browse the "Mamba alternatives" section above for the current picks, or visit /alternatives/mamba for the full list with editorial commentary on each.

What are the best alternatives to Slurm?

Top Slurm alternatives in DevOps are ranked by recent ship velocity. Browse the "Slurm alternatives" section above for the current picks, or visit /alternatives/slurm for the full list with editorial commentary on each.