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Rubrik DSPM
Where does your sensitive data actually live? DSPM discovers and classifies it across cloud, SaaS and on-prem — including the shadow data and what your AI quietly consumes.
How it’s rated
Full scoreboard ↓Quick answer
Rubrik DSPM (built on the 2023 Laminar acquisition) answers the question backups never could: where does your sensitive data actually live? It continuously discovers and classifies structured, unstructured and semi-structured data across clouds, SaaS and on-prem — finding the shadow data, the over-shared PII, the misplaced PCI and the data your AI systems are quietly consuming — then scores the risk and drives remediation. It's the visibility layer of Rubrik Security Cloud: you can't protect, govern or recover what you don't know exists, and DSPM is how you find it. The AI angle is the new urgency — nobody mapped what data GenAI touches, and exposure compounds fast.
The Rubrik platform family
This page covers DSPM — the data-visibility layer. The rest of the platform:
Quick facts
30-second orientation- Product
- DSPM — data security posture management
- Origin
- Built on the Laminar acquisition (2023)
- Vendor
- Rubrik (founded 2014 · NYSE: RBRK · Palo Alto, CA)
- The question
- Where does your sensitive data actually live?
- Discovers
- Structured, unstructured & semi-structured data
- Across
- Cloud, SaaS and on-prem — incl. shadow data
- The AI angle
- What data your GenAI systems are consuming
- Drives
- Risk scoring + remediation, not just a report
- Licensing
- Per data-store / consumption subscription
- In India via
- TechBag — quotes, PoCs, GST invoicing, Tier-1 support
Understand data security posture before you buy it
Most product pages skip this. We start here — so you buy a capability, not a buzzword.
What is DSPM?
Data Security Posture Management — discovering and classifying sensitive data wherever it lives (cloud, SaaS, on-prem), scoring the risk, and driving remediation.
It answers the question backups can't: where does your sensitive data actually live, and what's exposed?
Assuming you know your data vs discovering it — the honest table
What consolidation actually replaces, dimension by dimension.
| Dimension | Manual audits & assumptions | Continuous DSPM (Rubrik) |
|---|---|---|
| The premise | You know where your data is | You discover what you didn't know |
| Shadow data | Invisible until it leaks | Found and classified |
| The scan | Point-in-time audit, stale fast | Continuous, always current |
| Deployment | Agents on every store | Agentless discovery |
| Data types | Databases only | Structured + unstructured + semi |
| AI data | Unmapped, compounding | Surfaced before it breaches |
| The output | A risk report | Driven remediation |
| The pairing | Find risk, stop | Find AND protect/recover |
DSPM deploys agentless and starts finding immediately — the shadow data surfaces in the first scan.
The five pieces of the platform
Vendors love diagrams; buyers need to know what they’re actually operating. Here’s the whole platform, demystified.
Autonomous Discovery
Continuously discovers data stores across clouds, SaaS and on-prem — including the shadow data nobody provisioned or remembered — without agents to deploy.
Classification Engine
Classifies structured, unstructured and semi-structured data — PII, PCI, PHI, secrets — so you know not just where data is, but what it is and why it matters.
Risk Scoring
Scores exposure — over-shared, unencrypted, misplaced, over-permissioned — so remediation targets the real risk, not an undifferentiated inventory.
AI Data Mapping
Surfaces the data flowing into and through AI systems — the exposure nobody had mapped, before it compounds.
Remediation Flow
Drives remediation workflows — the point is a changed posture, not a prettier report of the same risk.
One agent on every machine, one console over all of them — modules attach without a second operational world.
Twelve capabilities. Discover, classify, remediate.
Rubrik DSPM finds the sensitive data you didn’t know you had — and, uniquely, can protect and recover it on the same platform.
Autonomous Data Discovery
Continuously finds data stores across cloud, SaaS and on-prem — including the shadow data nobody provisioned or remembers.
Agentless Scanning
No agents to deploy on every store — discovery runs autonomously and stays current as data sprawls.
Shadow-Data Detection
Surfaces the forgotten stores, stray copies and unprovisioned data that leak because nobody knew they existed.
Sensitive-Data Classification
Identifies PII, PCI, PHI, secrets and more across structured, unstructured and semi-structured data.
Unstructured & Semi
Classifies documents and files, not just databases — where real risk often hides, invisible to old scanners.
AI-Data Exposure
Surfaces what your GenAI systems consume — the exposure nobody mapped, before it compounds into a breach.
Risk Scoring
Scores exposure — over-shared, unencrypted, misplaced, over-permissioned — so effort targets the real risk.
Prioritised Findings
Ranks what matters most, so remediation starts where the exposure is greatest, not on an undifferentiated list.
Driven Remediation
Drives the fix — locking down, moving or governing exposed data. A changed posture, not a prettier report.
Compliance Mapping
Maps findings to PCI, HIPAA, GDPR and more — the audit view of where regulated data sits and how it's exposed.
Backup Pairing
Uniquely pairs finding sensitive data with protecting and recovering it — visibility plus protection, one vendor.
Always Current
Continuous, not point-in-time — because data sprawls daily and a stale audit is a false sense of security.
Watch data security posture in action
Cloud data security, the platform demonstration and cloud workload protection.
Secure Your Cloud Data with Rubrik
Cloud data security posture, explained.
Rubrik Security Cloud Demonstration
The platform DSPM is the visibility layer of.
Protecting AWS Workloads with Rubrik
Cloud data protection in context.
Want a live, India-context walkthrough on your own fleet?
Book a guided demo →Every tool protects data. One finds the data you forgot you had.
Here’s what genuinely sets Rubrik DSPM apart from the alternatives.
You can't protect what you can't find
Backup assumes you know what to back up. DSPM finds what you didn't know existed — the shadow databases, the forgotten S3 buckets, the PII copied into a test environment. Visibility is the prerequisite for every other security control, and most organisations don't have it.
The AI-data problem, first
GenAI adoption exploded before anyone mapped what data it consumes — training sets, inference inputs, retrieval stores full of sensitive data nobody catalogued. DSPM is racing to answer where your AI's data lives before that exposure compounds into a breach.
It drives remediation, not reports
A DSPM that only inventories risk is a prettier spreadsheet. Rubrik DSPM scores exposure and drives the fix — over-permissioned store locked down, misplaced PII moved, shadow data governed. The posture changes, not just the awareness.
Agentless and continuous
It discovers autonomously across clouds and SaaS without agents to deploy on every store — and continuously, because data sprawls daily. A point-in-time audit is stale the moment it's printed; DSPM is always current.
It closes the loop with backup
Rubrik uniquely pairs knowing where sensitive data lives (DSPM) with protecting and recovering it (the platform). Most DSPM pure-plays tell you the risk and stop; Rubrik can act on the same data it classifies. Visibility plus protection, one vendor.
The honest scope
DSPM is a fast-moving category with strong pure-plays (Cyera, Varonis, Wiz Data). Rubrik's edge is the pairing with backup/recovery and the Laminar cloud-DSPM pedigree; if you want a standalone best-of-breed DSPM decoupled from a backup platform, compare those directly — TechBag will be honest about the fit.
The numbers behind the platform
What your Rubrik DSPM journey looks like
Data-exposure scoping
The clouds, SaaS and on-prem stores in scope, the compliance drivers (PCI/HIPAA/GDPR) and the AI-data question. TechBag scopes it free.
Discovery live
Agentless discovery maps the estate — including shadow data — and classification surfaces the sensitive stores you didn't know about.
Risk & the AI question
Exposure scored and prioritised; the 'what does our AI consume?' query run — the finding that usually lands the decision.
Remediation steady state
Driven remediation on the top risks, continuous posture monitoring, optional pairing with Rubrik protection. TechBag manages the subscription in INR/GST.
Trusted across regulated industries in 100+ countries
The review scoreboard
Modelled on Gartner Peer Insights structure. *Counts and breakdowns are illustrative pending verified review collection.
Quick poll — what’s driving your evaluation?
Talk to an advisor“DSPM found sensitive customer PII in three cloud stores we'd forgotten existed — copies from an old migration. You genuinely cannot protect what you don't know is there.”
“The agentless discovery mapped our entire cloud data estate in days, not the months a manual audit would have taken — and it stays current as data sprawls.”
“We asked DSPM where our AI's retrieval store pulled from. The answer surfaced sensitive documents we never intended the model to see. That question alone justified it.”
“It doesn't just report risk — it drove the remediation. Over-permissioned buckets locked down, misplaced PHI moved. The posture actually changed.”
“Pairing DSPM with Rubrik's backup means the platform that finds sensitive data can also protect and recover it. One vendor for visibility and protection.”
“It's a hot category — we compared Cyera and Varonis too. Rubrik won on the backup pairing; if you want a decoupled pure-play, do the honest bake-off.”
“Classification of unstructured data (documents, not just databases) is where the real risk hid for us — DSPM caught what our old scanners missed.”
“Consumption pricing scales with data stores — model it against your sprawl. TechBag sized it well for our estate.”
Where everyone sits — the grids
Analyst firms bury this view behind paywalls, and G2 retired its Grid. So here’s TechBag’s synthesis of the data security posture market — tap any vendor to see why it sits where it does.
TechBag DSPM Market Grid
Execution strength vs product vision — the classic market map, minus the paywall.
DSPM paired with backup/recovery — this page's subject.
Discovery Depth × Protection Pairing
The grid nobody publishes — how well it discovers sensitive data vs whether it can also protect and recover it.
DSPM + protection pairing — the corner it owns.
Positions are TechBag’s illustrative synthesis of public review-platform data and vendor documentation — not a reproduction of any analyst graphic. Verify before relying on it.
Rubrik DSPM vs the data-security field
The DSPM pure-plays and the platform players — honest lanes; we’ll point you at a pure-play when that’s the real need.
| Dimension | Rubrik DSPM | Cyera | Varonis | Wiz (Data) | Microsoft Purview |
|---|---|---|---|---|---|
| Heritage & focus | DSPM + backup pairing | AI-native DSPM pure-play | Data-access governance | Cloud security + data | The Microsoft suite |
| Cloud DSPM depth | Strong (Laminar) | Excellent | Growing | Strong | M365-centric |
| Unstructured data | Yes | Yes | The specialty | Cloud-focused | M365 docs |
| AI-data exposure | Surfaces it | AI-forward | Emerging | Strong | Copilot-centric |
| Backup / recovery pairing | Native & unique | None | None | None | Some |
| Remediation drive | Drives the fix | Actionable | Access remediation | Findings | Policy-led |
| Best fit | Orgs wanting DSPM paired with backup/recovery | AI-native standalone DSPM buyers | Access-governance-first orgs | Wiz-standardised cloud teams | All-Microsoft estates |
Which DSPM approach fits you?
Honest fit signals — because the fastest way to lose your trust is to pretend one product wins every scenario.
Choose Rubrik DSPM if…
- ✓You want to find sensitive data AND protect/recover it — one vendor
- ✓The AI-data-exposure question keeps you up at night
- ✓Agentless, continuous discovery across cloud/SaaS/on-prem matters
- ✓You're on (or considering) the Rubrik platform
Choose Cyera if…
- ✓You want a best-of-breed AI-native standalone DSPM
Choose Varonis if…
- ✓Data-access governance and file/M365 heritage lead
Choose Wiz if…
- ✓You're Wiz-standardised and want DSPM in the CNAPP graph
Choose Purview if…
- ✓You're all-Microsoft and want native M365 governance
What does invisible sensitive data cost you?
Drag the sliders (count cloud/SaaS data stores; IT-hour cost as loaded security rate). Estimates assume ~3 hours per store per year of manual discovery, classification and audit work, with ~70% removed by continuous agentless DSPM — the avoided-breach value from finding shadow data first is the larger, unpriced win. Illustrative.
Loaded cost = salary + overheads per productive hour. Illustrative only — your TechBag quote models actual device counts and modules.
Three ways to consume it
DSPM prices by data-store/consumption. TechBag sizes it against your sprawl (which the discovery reveals) in one GST quote.
DSPM discovery
Best for finding your data
- Agentless, continuous discovery
- Structured + unstructured + semi
- Shadow data surfaced
+ AI-data & remediation
Best for acting on risk
- What your GenAI consumes, mapped
- Risk scored and prioritised
- Driven remediation, not reports
+ Backup pairing
Best for find-and-protect
- Protect/recover the same data
- One vendor, one platform
- TechBag scopes the whole posture
Buy it for less — TechBag pricing beats list
Whatever the list prices above, TechBag negotiates a significantly better deal — with GST-compliant INR invoicing and local support. Ask us for your discounted quote.
Get an India-ready quote
Tell us your device counts and current tools — we’ll model it against what you spend today.
The 8 questions to ask every DSPM vendor
Take this into your next vendor call — including ours.
Point DSPM at an estate and see what it finds that you didn't know existed — the forgotten stores are the whole value.
Ask DSPM what data your GenAI systems consume — the answer is usually 'we weren't sure', and often alarming.
Verify it classifies documents and files, not just databases — unstructured is where risk hides.
Confirm discovery is genuinely agentless and continuous — a point-in-time audit is stale immediately.
Check it drives the fix, not just a report — a changed posture is the point, not more awareness.
Evaluate the unique pairing with Rubrik protection — find AND recover the same sensitive data, one vendor.
For a decoupled best-of-breed DSPM, compare Cyera/Varonis — Rubrik's edge is the backup pairing, not being a standalone.
Size the per-data-store/consumption pricing against your sprawl — TechBag models it in INR/GST.
Questions buyers ask
Ready to evaluate Rubrik DSPM?
Scope a discovery PoC (see what it finds that you didn’t know existed), ask the AI-data question, or let a TechBag advisor map your exposure with you.
Stats, ratings, review counts and pricing are illustrative and sourced from public materials; verify before purchase.