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Forbes - Innovation

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DSPM: The Missing Piece For A Successful DLP Project
Rohit Dhaman · 2026-05-19 · via Forbes - Innovation

Rohit Dhamankar, VP, M&A and AI Strategy, Cybersecurity Experience for 15+ years.

getty

Data has never been more crucial to companies than it is right now. Data-driven decisions drive operational optimizations, cost efficiencies and competitive advantages. The rise of generative AI and the direct link between data set quality and AI outcomes signal that data's importance will only continue to grow.

At the same time, threats to data have never been greater. Ransomware gangs increasingly favor data extortion over encryption, while the explosion of data sprawl across multiple hosting environments means organizations struggle to unify security across various data types and stores. Layer in persistent risks from user error and insider threats, and the picture becomes even more urgent.

In this environment, companies that once declared "DLP is dead" are reconsidering. But data loss prevention as we knew it has serious limitations, and many DLP projects have delivered far less than hoped.

The solution may be in pairing DLP with data security posture management (DSPM).

Why Protected Data Matters More Than Ever

Maintaining the confidentiality, integrity and availability of data is now a baseline requirement for any organization seeking to stay competitive and compliant.

From a regulatory standpoint, GDPR requires organizations to identify, classify and protect personal information. HIPAA mandates protection of PHI, but traditional DLP can't identify PHI unless it's already labeled. NIST requires data classification that goes well beyond the scope of conventional DLP. As data volumes grow, compliance obligations will grow alongside them, and DLP alone is struggling to keep pace.

Beyond compliance, secure and accurate data is the fuel powering business decisions and AI models. Bad data upstream—or memory poisoning—can spread through LLMs and AI agents until entire workflows are compromised, and models have learned and disseminated erroneous information. Today, insecure and incorrect data are among the biggest corporate liabilities a company can carry.

Where DLP Has Fallen Short

DLP prevents sensitive data from leaving the network by going beyond securing storage boxes to protecting the data itself. But it leaves too much to chance and human error.

Here's where it consistently fails:

DLP can only protect what it knows is sensitive. Data that hasn't been properly classified or labeled simply falls through the cracks—entire swaths of sensitive information left unprotected.

DLP can't protect what it can't see. Shadow data, assets tracked through CRMs, mobile devices and an ever-expanding cloud footprint all create blind spots. DLP has no visibility into data it hasn't been told about.

DLP creates alert fatigue. Without granular classifications, security teams often configure DLP to trigger on anything that might be sensitive, generating waves of false positives. When legitimate outgoing emails get blocked and require manual IT approval, productivity suffers, and some employees start circumventing controls entirely.

The core problem: Successful DLP requires data that is pre-discovered, pre-sorted and pre-labeled. In today's dynamic data environments, that precondition is nearly impossible to meet without additional tooling.

Enter: DSPM

DSPM has emerged specifically to fill these gaps. Where DLP enforces policies, DSPM provides the intelligence those policies need to actually work.

DSPM delivers four critical capabilities that DLP lacks:

• Discovery: DSPM finds all sensitive data across complex, distributed environments: network devices, cloud infrastructure, endpoints, SaaS platforms, email, mobile, on-premises systems and remote devices. Nothing gets missed.

• Classification: It labels data and identifies what is sensitive, regulated or business-critical, then feeds that structured context downstream to DLP tools. This speeds enforcement and dramatically improves accuracy.

• Risk Identification: DSPM surfaces risky configurations on data stores, exposure levels and access vulnerabilities. Mitigations can be addressed proactively, before DLP ever needs to block a transfer.

• False Positive Reduction: By giving DLP tools and security teams enhanced, contextual risk intelligence, DSPM eliminates the need to over-configure detections "just in case." Teams can act with confidence on what actually matters.

To be clear, DSPM does not replace DLP. It augments it. DSPM is the connective tissue that lives upstream, feeding DLP the pre-discovered, pre-classified data it needs to make policies genuinely efficient. Advanced DSPM platforms extend even further, offering risk-based prioritization, compliance auditing, mapped data flows and continuous security posture monitoring.

Data Security Is A Business Priority

It's easy to get lost in the acronyms. The point is this: DLP is more than a binary tool that blocks or allows data movement. Used correctly, it influences secure behaviors, takes granular actions based on a range of indicators, and functions as an integral security layer that no other tool replicates. DSPM helps it do that job better by teeing it up with the context it needs so nothing gets left behind or left to chance.

When your mandate is keeping sensitive data safe, there is no security investment better aligned with business needs than DSPM. Organizations need confidence in their data to operate. They need to know where it is, that it's protected and that it's resistant to exfiltration or tampering that could destroy trust, violate compliance and damage the bottom line.

The Logical Next Step

DSPM future-proofs data loss prevention so it can scale as the attack surface expands. It surfaces shadow data and unstructured data as business needs evolve. It identifies vulnerabilities, misconfigurations and weak access points, providing full visibility into data risk posture rather than a siloed snapshot.

The main distinction is simple: With DLP alone, teams must manually find, classify and connect the dots across disparate tools. With DSPM, those steps are automated and AI-enhanced.

As organizations face growing digital complexity, the industry is moving beyond point-in-time protection toward continuous, proactive oversight. DSPM embodies that shift, and gives proven tools like DLP new life in the process.​


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