Windmill
Windmill let its AI build deployable drafts, then handed two paid runtimes to the free tier.
Comparison · Infra & APIs
Prowler vs Retool
A side-by-side editorial comparison of Prowler and Retool — release velocity, themes, recent moves, and the top alternatives to consider.
Prowler vs Retool: at a glance
What is Prowler?
Prowler's agentic defender arrives — and it lives entirely behind the subscription line
Prowler is a cloud security posture platform with an open scanner at its base and a hosted product above it. The recent releases are dominated by Lighthouse AI, which arrived in 5.33.0 as an agentic assistant wired to the Prowler Cloud backend that discovers and runs Prowler's own tools to answer questions about findings, compliance posture and risky resources, then gained a persistent side panel in 5.35.0. Every one of these features carries the same note: available exclusively in Prowler Cloud and Prowler Private Cloud with a subscription. The 5.34.0 release renamed the product family to match that structure.
What is Retool?
Retool is giving its app-building agent the branching model human developers already had.
Retool's changelog splits cleanly in two. The app builder is accumulating agent and version-control mechanics — several agent conversations open per branch, checkout of branches created outside Retool, and an agent that asks clarifying questions before building. The other half is enterprise housekeeping: BYOK AI token usage now has an endpoint and an analytics page, Microsoft SQL integration versions 1.0 and 2.0 are deprecated in favor of 3.0, and self-hosted instances moving to 4.31 must run a one-time permissions database migration.
Prowler vs Retool: editorial side-by-side
Prowler
6.3INFRA · APIS
Prowler's agentic defender arrives — and it lives entirely behind the subscription line
◆ Current state
Prowler is a cloud security posture platform with an open scanner at its base and a hosted product above it. The recent releases are dominated by Lighthouse AI, which arrived in 5.33.0 as an agentic assistant wired to the Prowler Cloud backend that discovers and runs Prowler's own tools to answer questions about findings, compliance posture and risky resources, then gained a persistent side panel in 5.35.0. Every one of these features carries the same note: available exclusively in Prowler Cloud and Prowler Private Cloud with a subscription. The 5.34.0 release renamed the product family to match that structure.
◆ Where it's heading
The direction is a platform sorting its value above the scanner. Findings are becoming workflow objects rather than report rows — grouped or separate Jira issues carrying Prowler context and deep links — while the AI layer moves from a page you visit to a panel that follows you through the app. The patch releases underneath tell the other half of the story: Attack Paths graph mutations retrying Neptune concurrency failures, bounded node identifiers to avoid Neo4j index key limits, deterministic upsert ordering to prevent PostgreSQL deadlocks. That is a graph-backed analysis engine being scaled under load while the differentiated surface is built on top.
◆ Prediction
Expect Lighthouse AI to keep absorbing workflow actions — ticketing, remediation suggestions, compliance queries — and for the gap between the open scanner and the subscription platform to keep widening.
Retool
6.3INFRA · APIS
Retool is giving its app-building agent the branching model human developers already had.
◆ Current state
Retool's changelog splits cleanly in two. The app builder is accumulating agent and version-control mechanics — several agent conversations open per branch, checkout of branches created outside Retool, and an agent that asks clarifying questions before building. The other half is enterprise housekeeping: BYOK AI token usage now has an endpoint and an analytics page, Microsoft SQL integration versions 1.0 and 2.0 are deprecated in favor of 3.0, and self-hosted instances moving to 4.31 must run a one-time permissions database migration.
◆ Where it's heading
The agent is being fitted into an existing engineering workflow rather than placed beside it: branches, parallel threads, and clarification before action are all borrowed from how teams already review code. On the operations side Retool is billing customers for their own model keys and pruning integration versions, which is what a platform does when self-hosted enterprise deployments are the base it has to keep upgradeable. Edge channel releases keep arriving for self-hosted organizations at roughly weekly intervals.
◆ Prediction
The branch and thread work points toward the app-building agent being usable by more than one person at a time on the same app, so review and merge mechanics are the natural next step. The MS SQL deprecation notice sets up a forced cutover that Retool will have to date.
Alternatives to Prowler and Retool
Other Infra & APIs 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 Prowler or Retool.
NetBox
NetBox ships fortnightly, and the headline work is query performance rather than new surface
MinIO
MinIO narrows its open build to a storage engine and points paying users at AiStor
ElevenLabs
ElevenLabs is giving voice agents a git workflow - branches, rebases, and merge previews.
Auth0
Auth0 is building identity for agents before the rest of the category admits it needs one.
ToolJet
ToolJet is wiring AI query generation into every connector while the LTS train ships hotfixes.
See all Prowler alternatives → · See all Retool alternatives →
Recent activity from Prowler and Retool
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1d agoRetoolBYOK AI token management
- 2d agoRetoolMultiple threads per branch in the app builder
- 2d agoRetoolPermissions database migration required in self-hosted Retool 4.31 and later
- 2d agoProwlerProwler sends finding groups to Jira as grouped or separate issues
- 3d agoRetoolDeprecation of Microsoft SQL integration versions 1.0 and 2.0
- 3d agoRetoolCheck out local branches in app builder
- 7d agoRetoolAgent-generated questions to clarify user intent
- 14d agoProwlerLighthouse AI moves into a persistent side panel
- 14d agoProwlerProwler renames its product family around Cloud, Private Cloud and Hub
- 17d agoProwlerAttack Paths retries transient graph failures and avoids deadlocks
- 21d agoProwlerProwler fixes CIS profile filters and Jira dispatch reporting
- 23d agoProwlerLighthouse AI becomes an agentic assistant wired to the Prowler backend ⚡
Frequently asked questions
What is the difference between Prowler and Retool?
They serve adjacent needs but don't currently overlap on shipped themes. Prowler and Retool are shipping at a similar cadence (velocity 6.3 vs 6.3, 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 Prowler better than Retool?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Prowler and Retool are shipping at a similar cadence (velocity 6.3 vs 6.3, both within Sparkpulse's "active" band). For your specific use case, the alternatives sections above list other Infra & APIs products to evaluate alongside.
What are the best alternatives to Prowler?
Top Prowler alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Prowler alternatives" section above for the current picks, or visit /alternatives/prowler for the full list with editorial commentary on each.
What are the best alternatives to Retool?
Top Retool alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Retool alternatives" section above for the current picks, or visit /alternatives/retool for the full list with editorial commentary on each.