Keboola
Keboola is clearing legacy plumbing so its AI agent has a clean platform to run on.
A side-by-side editorial comparison of Lightdash and ManageEngine RecoveryManager Plus — release velocity, themes, recent moves, and the top alternatives to consider.
| Feature | Lightdash | ManageEngine RecoveryManager Plus |
|---|---|---|
| Sector | Analytics | Analytics |
| Velocity score | 7.5 | 2.5 |
| Sparks · 30d | 1 | 0 |
| Top themes | analytics-platform, custom-charts, content-governance, dbt-native | ad-backup, entra-id, disaster-recovery, cloud-storage |
| Last editorial update | 11d ago | 1mo ago |
| Website | — | Visit → |
Lightdash ships AI-described custom chart types and a content governance overhaul in one week
Lightdash is shipping on two simultaneous tracks: platform extensibility (custom chart types, nested column support for BigQuery/Databricks, native YAML without dbt) and enterprise governance (verified content promotion workflows, dashboard ownership, duplicate detection, role-based edit locks). The custom chart types feature is the most notable — users describe a chart in natural language and Lightdash builds it into a reusable project-level chart type, extending the BI tool beyond its fixed chart library.
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 Build 6322 is the quietest of the run: a single fix for restarts triggered by an outdated ExchangeOnlineManagement PowerShell module during Microsoft 365 enumeration.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 →
Lightdash is shipping on two simultaneous tracks: platform extensibility (custom chart types, nested column support for BigQuery/Databricks, native YAML without dbt) and enterprise governance (verified content promotion workflows, dashboard ownership, duplicate detection, role-based edit locks). The custom chart types feature is the most notable — users describe a chart in natural language and Lightdash builds it into a reusable project-level chart type, extending the BI tool beyond its fixed chart library.
Lightdash is converging on an enterprise-grade BI platform from its dbt-native analytics tool origins. Supporting native YAML without dbt, enabling custom chart types, and building content governance infrastructure all point toward a product that no longer requires dbt as a prerequisite and competes more directly with Metabase, Looker, and Tableau for the data team segment. The AI agent integration (findings pushed to Linear/Jira) is early infrastructure for a proactive monitoring layer.
The AI agent path that pushes findings to issue trackers is likely to deepen into scheduled anomaly detection and threshold-based alerting. Proactive BI — where the tool surfaces what changed without anyone asking — is the natural evolution for a platform that already has AI agents and scheduler infrastructure in place.
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.
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.
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.
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 Lightdash or ManageEngine RecoveryManager Plus.
Keboola is clearing legacy plumbing so its AI agent has a clean platform to run on.
Holistics is turning its BI layer into a place where AI runs on a schedule.
Tinybird keeps shipping weekly, now tightening the knobs on deduplication and indexing.
OpenCTI ships near-daily, steering security coverage and AI work through XTM One.
After the MCP launch, Fulcrum is in a maintenance stretch while Photo FastFill grinds through alpha.
Omni keeps widening who and what can operate its BI layer: agents, external users, routines.
See all Lightdash alternatives → · See all ManageEngine RecoveryManager Plus alternatives →
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
They serve adjacent needs but don't currently overlap on shipped themes. Lightdash is currently shipping more aggressively (velocity 7.5 vs 2.5), with 1 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.
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Lightdash is currently shipping more aggressively (velocity 7.5 vs 2.5), with 1 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.
Top Lightdash alternatives in Analytics are ranked by recent ship velocity. Browse the "Lightdash alternatives" section above for the current picks, or visit /alternatives/lightdash for the full list with editorial commentary on each.
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.