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hubData vs ManageEngine RecoveryManager Plus

A side-by-side editorial comparison of hubData and ManageEngine RecoveryManager Plus — release velocity, themes, recent moves, and the top alternatives to consider.

Shared themes:cloud-storage

hubData vs ManageEngine RecoveryManager Plus: at a glance

FeaturehubDataManageEngine RecoveryManager Plus
SectorAnalyticsAnalytics
Velocity score0.02.5
Sparks · 30d00
Top themesdata-access, arrow, cloud-storage, hubversead-backup, entra-id, disaster-recovery, cloud-storage
Last editorial update2d ago58m ago
WebsiteVisit →Visit →

What is hubData?

The Arrow data layer for forecast hubs, spending its releases on cloud and materialisation bugs.

hubData is the access layer for hubverse forecasting hubs, connecting to local and cloud-stored model output through Arrow and handing back lazy connections or materialised tibbles. Its releases divide sharply between schema and utility additions in the 1.x line and, more recently, a run of defect fixes in the cloud and Arrow integration. Two of those fixes involved data being silently wrong rather than an error being raised.

Read the full hubData trajectory →

What is ManageEngine RecoveryManager Plus?

RecoveryManager Plus keeps widening its backup coverage across the Microsoft identity estate.

RecoveryManager Plus is a backup-and-recovery tool for Active Directory and Microsoft 365, and it is the most feature-active of the ManageEngine set here. Recent builds add real backup coverage — AD sites and subnets, Entra ID local admin passwords, S3-compatible repositories, SIEM audit forwarding, and Entra ID BitLocker recovery keys — alongside CVE patches and RemCom agent hardening. Build 6322 is the quietest of the run: a single fix for restarts triggered by an outdated ExchangeOnlineManagement PowerShell module during Microsoft 365 enumeration.

Read the full ManageEngine RecoveryManager Plus trajectory →

hubData vs ManageEngine RecoveryManager Plus: editorial side-by-side

H
hubData
ANALYTICS
0.0

The Arrow data layer for forecast hubs, spending its releases on cloud and materialisation bugs.

◆ Current state

hubData is the access layer for hubverse forecasting hubs, connecting to local and cloud-stored model output through Arrow and handing back lazy connections or materialised tibbles. Its releases divide sharply between schema and utility additions in the 1.x line and, more recently, a run of defect fixes in the cloud and Arrow integration. Two of those fixes involved data being silently wrong rather than an error being raised.

◆ Where it's heading

The package has largely finished adding surface and is now paying down the cost of sitting on top of Arrow and S3: ALTREP-backed columns escaping into user sessions, cloud hubs whose declared format differs from what is actually written, and metadata arrays parsing inconsistently. Each fix narrows the gap between what the storage layer does and what an R user expects. The performance-motivated default flip in 2.0.0 points the same way, prioritising large cloud hubs over conservative local behaviour.

◆ Prediction

Expect continued fixes at the Arrow and cloud boundary, particularly where declared hub configuration and actual stored format disagree, which has now produced defects twice.

M2.5

RecoveryManager Plus keeps widening its backup coverage across the Microsoft identity estate.

◆ Current state

RecoveryManager Plus is a backup-and-recovery tool for Active Directory and Microsoft 365, and it is the most feature-active of the ManageEngine set here. Recent builds add real backup coverage — AD sites and subnets, Entra ID local admin passwords, S3-compatible repositories, SIEM audit forwarding, and Entra ID BitLocker recovery keys — alongside CVE patches and RemCom agent hardening. Build 6322 is the quietest of the run: a single fix for restarts triggered by an outdated ExchangeOnlineManagement PowerShell module during Microsoft 365 enumeration.

◆ Where it's heading

The direction is coverage expansion: methodically extending what can be backed up and restored across on-prem AD and Entra ID, while broadening cloud storage targets and operational integrations. The dependence on Microsoft's own PowerShell modules is the cost of that coverage, and 6322 shows where it bites — a stale module on the customer's side takes the product down mid-enumeration. Feature builds and pure-fix builds alternate at roughly a two-month cadence, so a single-issue build reads as a gap between feature cycles rather than a slowdown.

◆ Prediction

Expect continued expansion of Entra ID and cloud-native backup coverage and more storage-target options, with security patches folded into each build; the next build carrying a Features section is due on the cadence this feed has held.

Alternatives to hubData and ManageEngine RecoveryManager Plus

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 hubData or ManageEngine RecoveryManager Plus.

See all hubData alternatives → · See all ManageEngine RecoveryManager Plus alternatives →

Recent activity from hubData and ManageEngine RecoveryManager Plus

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

  1. 1d agoManageEngine RecoveryManager PlusFixes restarts from an outdated Exchange Online PowerShell module
  2. 1mo agohubDataCloud hubs declaring CSV no longer return an empty connection
  3. 2mo agoManageEngine RecoveryManager PlusPatches CVE-2026-11374 in cross-product SSO
  4. 2mo agoManageEngine RecoveryManager PlusAdds AD site/subnet and Entra ID password backup
  5. 3mo agohubDatacollect_hub() returns plain vectors instead of ALTREP views
  6. 3mo agohubDataArray-valued metadata fields now parse as list columns
  7. 4mo agoManageEngine RecoveryManager PlusHardens RemCom agent against CVE-2026-2740
  8. 6mo agoManageEngine RecoveryManager PlusAdds S3-compatible backup repositories
  9. 7mo agohubDatadate_col parameter for oracle output schemas
  10. 9mo agohubDataconnect_hub() skips file validation by default (breaking)
  11. 9mo agoManageEngine RecoveryManager PlusAdds SIEM/syslog audit-log forwarding
  12. 10mo agohubDataArrow schema conversion and validation utilities

Frequently asked questions

What is the difference between hubData and ManageEngine RecoveryManager Plus?

Both compete on the same themes — cloud-storage — within Analytics. ManageEngine RecoveryManager Plus is currently shipping more aggressively (velocity 2.5 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 hubData better than ManageEngine RecoveryManager Plus?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. ManageEngine RecoveryManager Plus is currently shipping more aggressively (velocity 2.5 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 Analytics products to evaluate alongside.

What are the best alternatives to hubData?

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

What are the best alternatives to ManageEngine RecoveryManager Plus?

Top ManageEngine RecoveryManager Plus alternatives in Analytics are ranked by recent ship velocity. Browse the "ManageEngine RecoveryManager Plus alternatives" section above for the current picks, or visit /alternatives/manageengine-recoverymanager-plus for the full list with editorial commentary on each.