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Comparison · DevOps
SciPy vs SimpleSAMLphp
A side-by-side editorial comparison of SciPy and SimpleSAMLphp — release velocity, themes, recent moves, and the top alternatives to consider.
SciPy vs SimpleSAMLphp: at a glance
What is SciPy?
SciPy finished translating itself out of Fortran and now offers a Fortran-free build.
SciPy ships on a six-month major cadence with a long release-candidate tail, and the 1.17/1.18 cycle has been dominated by three structural projects rather than new algorithms. The Fortran-to-C translation is complete, with an experimental Fortran-free build now available to developers. ILP64 BLAS and LAPACK went from initial support in 1.17.0 to three fully supported build modes in 1.18.0. And array API work has spread far enough that stats functions now run under JAX JIT and accept lazy arrays.
What is SimpleSAMLphp?
Two maintenance branches, patched in lockstep, with release notes that say nothing but a checksum.
SimpleSAMLphp is running parallel 2.4 and 2.5 maintenance branches and patching both on the same day whenever a fix lands. The August releases are a coordinated security drop across the 2.5 line plus a 2.4 bugfix a day earlier. Release bodies carry no changelog text at all — just a download link, upgrade-notes pointer, and SHA256 checksums, so the feed tells operators when to patch but never what changed.
SciPy vs SimpleSAMLphp: editorial side-by-side
SciPy
0.0DEVOPS
SciPy finished translating itself out of Fortran and now offers a Fortran-free build.
◆ Current state
SciPy ships on a six-month major cadence with a long release-candidate tail, and the 1.17/1.18 cycle has been dominated by three structural projects rather than new algorithms. The Fortran-to-C translation is complete, with an experimental Fortran-free build now available to developers. ILP64 BLAS and LAPACK went from initial support in 1.17.0 to three fully supported build modes in 1.18.0. And array API work has spread far enough that stats functions now run under JAX JIT and accept lazy arrays.
◆ Where it's heading
SciPy is decoupling itself from its own foundations — the Fortran toolchain, the assumption of 32-bit indexing, and the assumption that arrays are NumPy arrays. Each of those makes SciPy buildable and usable in places it previously was not: environments without a Fortran compiler, problems above the LP64 size limit, and accelerator-backed array libraries. The internal FFT backend swap from pocketfft to ducc0 fits the same pattern of replacing inherited machinery.
◆ Prediction
The Fortran-free build should move from developer-testing toward a supported option as feedback comes in, and array API coverage will likely keep expanding function by function, as it has each release.
SimpleSAMLphp
5.0DEVOPS
Two maintenance branches, patched in lockstep, with release notes that say nothing but a checksum.
◆ Current state
SimpleSAMLphp is running parallel 2.4 and 2.5 maintenance branches and patching both on the same day whenever a fix lands. The August releases are a coordinated security drop across the 2.5 line plus a 2.4 bugfix a day earlier. Release bodies carry no changelog text at all — just a download link, upgrade-notes pointer, and SHA256 checksums, so the feed tells operators when to patch but never what changed.
◆ Where it's heading
This is pure maintenance cadence, not product development. The pattern across the last ten releases is consistent: security issues get simultaneous twin tags on both supported branches, everything else lands as branch-local bugfix points. The only release in the window that documented its own content was v2.4.6/v2.5.1 in May, which listed three GHSA advisories.
◆ Prediction
Expect the next tags to continue the twin-branch pattern — a paired 2.4.x and 2.5.x whenever an advisory lands, with content again deferred to the external changelog.
Alternatives to SciPy and SimpleSAMLphp
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 SciPy or SimpleSAMLphp.
Betaflight
Betaflight grew a real autopilot: waypoint missions, geofence RTH and MAVLink ground control
OceanBase
OceanBase is rebuilding itself as a RAG backend without giving up the HTAP story
QGroundControl
QGroundControl rebuilt its flight UI around touch screens, then went quiet for ten months
Pelican
Pelican now ships roughly once a year, and 4.12 is theme housekeeping
WildFly
WildFly's quarterly train is really a stability ladder, and OIDC keeps climbing it
See all SciPy alternatives → · See all SimpleSAMLphp alternatives →
Recent activity from SciPy and SimpleSAMLphp
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1d agoSimpleSAMLphpSecurity release on the 2.5 branch (re-tagged)
- 1d agoSimpleSAMLphpSecurity release on the 2.5 branch
- 1d agoSimpleSAMLphpBugfix release on the 2.4 maintenance branch
- 1mo agoSimpleSAMLphpBugfix release on the 2.4 maintenance branch
- 1mo agoSciPyFortran translation complete; three BLAS/LAPACK build modes; stats under JAX JIT ⚡
- 2mo agoSciPySecond release candidate for 1.18.0
- 2mo agoSimpleSAMLphpBugfix release on the 2.5 branch
- 2mo agoSimpleSAMLphpBugfix release on the 2.4 maintenance branch
- 2mo agoSciPyFirst release candidate exposes the 1.18.0 build-mode and array API changes
- 5mo agoSciPyBug-fix release on the 1.17.x branch
- 7mo agoSciPyN-D batching across many functions, initial ILP64 support, ARPACK ported to C
- 7mo agoSciPySecond release candidate for 1.17.0
Frequently asked questions
What is the difference between SciPy and SimpleSAMLphp?
They serve adjacent needs but don't currently overlap on shipped themes. SimpleSAMLphp is currently shipping more aggressively (velocity 5.0 vs 0.0), 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 SciPy better than SimpleSAMLphp?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. SimpleSAMLphp is currently shipping more aggressively (velocity 5.0 vs 0.0), 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 SciPy?
Top SciPy alternatives in DevOps are ranked by recent ship velocity. Browse the "SciPy alternatives" section above for the current picks, or visit /alternatives/scipy for the full list with editorial commentary on each.
What are the best alternatives to SimpleSAMLphp?
Top SimpleSAMLphp alternatives in DevOps are ranked by recent ship velocity. Browse the "SimpleSAMLphp alternatives" section above for the current picks, or visit /alternatives/simplesamlphp for the full list with editorial commentary on each.