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Comparison · DevOps

Slurm vs Apache Seata

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

Slurm vs Apache Seata: at a glance

FeatureSlurmApache Seata
SectorDevOpsDevOps
Velocity score5.02.5
Sparks · 30d00
Top themeshpc, job-scheduling, reliability, tlsdistributed-transactions, apache-incubator, release-candidates, database-support
Last editorial update2h ago1h ago
WebsiteVisit →Visit →

What is Slurm?

Slurm 26.05 makes SLUID the default job identity and pulls TLS into the daemons.

Slurm is maintaining three branches concurrently — 26.05 as the new major line, 25.11 as the stable one, and 25.05 still receiving fixes — and releases them in same-minute pairs. The 26.05 line introduces SLUID as the default identifier used in cgroup paths and step lookups, and a tls/s2n path with a certgen plugin for generating step certificates. Everything else in this window is correctness work: controller crashes under load, shutdown and reconfigure races, memory leaks in slurmstepd and slurmrestd, and cross-version compatibility between mismatched daemons.

Read the full Slurm trajectory →

What is Apache Seata?

Seata's first Apache release is stuck in a voting round, two years after its last shipped version.

The feed shows a two-year gap between three legacy releases explicitly labelled 'Not Apache release' and a 2.7.0 release candidate cut for incubator voting in August 2026. The candidate is a second round: the first was cancelled over NOTICE copyright and organisation issues, and the rebuild came from a fixed commit. Its note is careful to say the artefacts are not an Apache release until votes pass and are promoted. The pre-donation releases had added SQL Server AT mode support, Dameng and PolarDB-X databases, IPv6, and a restructured TCC integration layer.

Read the full Apache Seata trajectory →

Slurm vs Apache Seata: editorial side-by-side

S
Slurm
DEVOPS
5.0

Slurm 26.05 makes SLUID the default job identity and pulls TLS into the daemons.

◆ Current state

Slurm is maintaining three branches concurrently — 26.05 as the new major line, 25.11 as the stable one, and 25.05 still receiving fixes — and releases them in same-minute pairs. The 26.05 line introduces SLUID as the default identifier used in cgroup paths and step lookups, and a tls/s2n path with a certgen plugin for generating step certificates. Everything else in this window is correctness work: controller crashes under load, shutdown and reconfigure races, memory leaks in slurmstepd and slurmrestd, and cross-version compatibility between mismatched daemons.

◆ Where it's heading

The bulk of the engineering effort visible here goes to concurrency and lifecycle correctness in slurmctld — races between the purge thread and job/node write locks, accounting_storage callers racing plugin teardown, connection plugin initialization ordering, forwarding threads outliving shutdown. That is the profile of a codebase being hardened for larger and busier clusters rather than one adding scheduling features. The second thread is upgrade tolerance: multiple fixes exist purely to keep a 26.05 slurmd working with a 24.11 sattach or a 25.05 slurmstepd, which tells you how staged real site upgrades are.

◆ Prediction

Expect 26.05.x to keep issuing fixes for the SLUID transition and for mixed-version daemon combinations, since both are where this window's regressions cluster. The 25.05 line looks close to the end of its fix stream, with its recent releases limited to shutdown races and build compatibility.

A2.5

Seata's first Apache release is stuck in a voting round, two years after its last shipped version.

◆ Current state

The feed shows a two-year gap between three legacy releases explicitly labelled 'Not Apache release' and a 2.7.0 release candidate cut for incubator voting in August 2026. The candidate is a second round: the first was cancelled over NOTICE copyright and organisation issues, and the rebuild came from a fixed commit. Its note is careful to say the artefacts are not an Apache release until votes pass and are promoted. The pre-donation releases had added SQL Server AT mode support, Dameng and PolarDB-X databases, IPv6, and a restructured TCC integration layer.

◆ Where it's heading

Development has moved from feature work to the mechanics of donation. The visible energy is in NOTICE files, staging repositories and vote rounds rather than transaction semantics, which is the normal shape of an incubating project but leaves adopters on releases the project itself now disclaims. Nothing since 2024 has been generally available under either name.

◆ Prediction

The path from here is a vote outcome rather than a feature; the entries do not indicate whether round two passed.

Alternatives to Slurm and Apache Seata

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 Slurm or Apache Seata.

See all Slurm alternatives → · See all Apache Seata alternatives →

Recent activity from Slurm and Apache Seata

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

  1. 7d agoApache SeataSecond voting round for the first Apache release candidate
  2. 25d agoSlurm26.05.2 adds a cgroup path escape hatch back to job IDs
  3. 25d agoSlurm25.11.7 fixes requeued jobs losing their license reservations
  4. 2mo agoSlurm26.05.1 repairs mixed-version and post-upgrade job handling
  5. 2mo agoSlurmSlurm 26.05 ships SLUID identity and an in-tree TLS path
  6. 2mo agoSlurm25.11.6 clears reconfigure and shutdown hangs in slurmctld
  7. 2mo agoSlurm25.05.8 rejects nobody-user submissions and fixes shutdown races
  8. 1y agoApache SeataRollback and XA transaction fixes on the pre-donation line
  9. 1y agoApache SeataDameng and PolarDB-X 2.0 database support
  10. 1y agoApache SeataTCC moved to an integration layer; SQL Server and IPv6 support

Frequently asked questions

What is the difference between Slurm and Apache Seata?

They serve adjacent needs but don't currently overlap on shipped themes. Slurm 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 Slurm better than Apache Seata?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Slurm 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 DevOps products to evaluate alongside.

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.

What are the best alternatives to Apache Seata?

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