AWS and Cloudanix team co-authored this blog: Real-Time Threat and Anomaly Detection for Workloads on AWS
Use case · data exfiltration detection

Data exfiltration is not one event.
It is identity, data and egress in one story.

A bucket read, a database query, an export job and an egress spike can all be legitimate. Exfiltration detection works when those signals are joined to who accessed what, how sensitive it was, where it went, and whether that identity normally does this.

Object stores + databasesDAM + threat intel + UEBASensitive-data context
cloudanix · use case · live graph
service account to bulk export + egress to external ASN
exfil verdict Likely data exfiltration path
  1. first-time bulk read from customer table
  2. query volume 12x above identity baseline
  3. egress destination is new for workload
  4. destination ASN appears on threat feed
  5. PII classification promoted alert to P1
Signals become a story when the graph joins them.
The problem

Most tools see only one side of exfiltration.

Data loss is a chain across identity, data plane and network path.

01

Storage events lack sensitivity

A large S3 or Blob read is not automatically bad. It becomes urgent when the objects contain PII, secrets, regulated data or crown-jewel intellectual property.

02

Network egress lacks identity

A new outbound destination is useful, but the SOC needs to know which workload and which identity initiated it.

03

Database activity is often invisible

Many CNAPP tools stop at infrastructure. The SQL query that extracted customer data is where exfiltration actually happened.

How it works

Join data access, identity behavior and egress path.

01

Classify sensitive data

Cloudanix tracks sensitive buckets, tables, snapshots, databases and logs, including PII, PHI, PCI, secrets and customer-defined sensitive data classes.

02

Monitor access patterns

Object-store reads, database queries, snapshot exports, cross-account copies, public-share changes and new destination paths are baselined per identity and workload.

03

Correlate egress

Network egress, DNS, VPC Flow, NAT paths and threat-intel destination matches are joined to the identity and data access event.

04

Respond with guardrails

Expire credentials, revoke keys, isolate workloads, remove public shares, block egress or open an incident with affected data, owner and evidence attached.

Why Cloudanix

What changes when this use case runs on one graph.

Data tier is first-class

Cloudanix includes Database Activity Monitoring and Database JIT, not just bucket configuration checks.

Graph-filtered alerts

Bulk export from a nightly ETL job is treated differently from bulk export by a dormant service account from a new source.

Threat intel reinforced

A data-access anomaly with egress to a flagged destination is promoted faster than the same volume to a known internal endpoint.

What Our Users Are Saying

Customer Reviews

Cloudanix is trusted by security leaders worldwide to deliver proactive, reliable, and cutting-edge cloud security.

One day, I changed the password of a root account, and my CTO called me within less than a minute to confirm if I did so. I was not expecting a reaction this quick. He told me Cloudanix alerted him of this password change and that he wanted to confirm as it was a critical security notification. I couldn't believe it!

Ritesh Agarwal
Ritesh Agarwal
CEO, Airgap Networks

Compliance is one way of staying secure, but what I want is the ability to go deeper and attain 'true security.' Cloudanix provides us the capability to do so.

Vishal Madan
Vishal Madan
Head of Engineering, iMocha

Cloudanix is building for the future of the cloud, which makes the product all the more desirable.

Ritesh Agarwal
Ritesh Agarwal
CEO, Airgap Networks

Cloudanix gave us the visibility we were missing. Being able to move from permanent access to a robust Just-In-Time (JIT) workflow has fundamentally changed our security posture without slowing down our engineering velocity.

Pavan Kumar Lekkala
Pavan Kumar Lekkala
SRE Lead, HugoHub

We are excited to leverage Cloudanix's comprehensive multi-cloud DevSecOps solution to secure our production workloads on AWS. Cloudanix has demonstrated that it can solve many challenges that DevSecOps teams face while continually adding new features such as SOC2 compliance and drift detection.

Satish Mohan
Satish Mohan
Co-founder & CTO, Airgap Networks

Managing third-party partner access was once a major concern for our security posture. With Cloudanix JIT Cloud, we've effectively achieved zero third-party risk. We can now grant access confidently, knowing that it is temporary, audited, and automatically revoked, resulting in a 100% reduction in our privileged access exposure.

Okesh Badhiye
Okesh Badhiye
Head of Technical Engineering, Finfinity

The snooze feature and responsible alerts have helped us save time and prioritize what to tackle first.

Satish Mohan
Satish Mohan
Co-founder & CTO, Airgap Networks

Implementing Cloudanix JIT internally allowed us to practice what we preach. By eliminating permanent access to our own clouds and databases, we've neutralized the risk of standing privileges, ensuring our own 'keys to the kingdom' are never left exposed.

Girish Manghnani
Girish Manghnani
Managing Partner, Tech Inspira

The problem with permissions is a lot of times, the gaps are left open due to oversights from inside the organization itself. With Cloudanix's CIEM, we get a complete view of user permissions and access. This enables us to update the permissions, reducing the attack surface.

Nilesh Pethani
Nilesh Pethani
Application Architect, iMocha

In the world of Fintech, trust is our currency. Cloudanix provided the frictionless visibility we needed to secure our EKS workloads across AWS, ensuring we stay audit-ready for SOC2 and GDPR without slowing down our engineering velocity.

Amol Naik
Amol Naik
Head of Security & Infrastructure, HugoHub

Cloudanix delivered value within 5 minutes of onboarding. Continuous monitoring, timely detection, and excellent documentation helped us attain a great cloud security posture.

Divyanshu Shukla
Senior DevSecOps, Meesho

Technology strategies and business strategies are in a state of constant change which includes centralization and decentralization of responsibilities. Regardless of strategic shift, we still have intellectual property to protect. Cloudanix are critical partners for us in our public cloud security posture across our three cloud providers.

Jerry Locke
Jerry Locke
Senior Director Global Solutions Engineering, Eversana

Cloudanix has been amazing. They opened up a common Slack channel with us — and it feels like we are talking to our own team and getting things done with Cloud security. The support team is always available, friendly, helpful, and ready to go out of their way.

Satish Mohan
Satish Mohan
CTO, Airgap Networks

Beyond just access management, Cloudanix CSPM has given us a unified view of our AWS environment. The real-time alerting and anomaly detection allow us to prevent any untoward activity before it happens, which is critical for a marketplace connecting 50+ financial institutions.

Okesh Badhiye
Okesh Badhiye
Head of Technical Engineering, Finfinity

For a Fintech company, data is our most valuable — and most sensitive — asset. Cloudanix DAM hasn't just improved our visibility; it has given us control. The ability to mask data and prevent unauthorized queries in real-time is a game-changer for our compliance and customer trust.

Jiten Gala
Jiten Gala
President Engineering and Product, Kapittx

Our clients, especially in the Middle East financial sector, demand absolute accountability. Cloudanix JIT Cloud has been a competitive differentiator for us, allowing us to provide secure, governed access to customer accounts that meet their strictest audit and compliance requirements.

Girish Manghnani
Girish Manghnani
Managing Partner, Tech Inspira

Cloudanix is always on my team's lips because of its exceptional support. Be it a small or big query, Cloudanix has gone above and beyond to resolve them. This one's a keeper for us.

Sujit Karpe
Sujit Karpe
CTO, iMocha

For a long-lasting partnership, great support goes a long way. Cloudanix has delivered exceptional support whenever required. Their edge is their team is always ready to go beyond to solve any issues that we have. This speaks volumes about the culture at Cloudanix.

Akash Maheshwari
Akash Maheshwari
Co-founder, MoveInSync

Beyond the technology, Cloudanix feels like an extension of our own team. Their willingness to stand up a dedicated Middle East tenant for us and provide exceptional support at a sensible price makes them a long-term partner for Hugosave.

Surya Tamada
Surya Tamada
CTO, HugoHub

The real-time notifications that Cloudanix provides are a real lifesaver. Their adaptive notifications ensure that my team stays productive and doesn't get interrupted all the time.

Digvijay Singh
Staff Security Engineer, Meesho

The whole point in technological evolution is to help improve the world we live in. We must protect that and to do so requires an effective and efficient security strategy. The Cloudanix team helped make our public cloud security posture management strategy a reality. The symbiotic relationship we have allows for a continuous feedback loop which is how business should operate.

Larry Wheat
Larry Wheat
Staff Solutions Engineer, Eversana
Common questions

Asked plainly.

What is cloud data exfiltration?

Cloud data exfiltration is unauthorized movement of sensitive data out of approved boundaries, such as bulk object-store reads, database exports, snapshot copies, public sharing, or outbound transfers to unknown destinations.

Does Cloudanix detect database exfiltration?

Yes. Cloudanix DAM monitors live database query activity, baselines query behavior, identifies sensitive tables and can flag unusual export patterns, high-volume reads, suspicious source identities and risky destinations.

Does this require inline network control?

No for detection; Cloudanix can detect from cloud logs, database activity, egress telemetry and asset graph context. Inline enforcement or egress blocking can be added through cloud-native controls or configured response actions.

How do you reduce false positives from backups or ETL jobs?

Backups and ETL jobs have stable identities, schedules, destinations and volumes. Cloudanix baselines those patterns and suppresses graph-normal movement, while promoting unusual identity, destination, sensitivity or volume combinations.

Can Cloudanix detect public bucket exposure?

Yes. Public exposure is treated as one data-exfiltration risk path, especially when sensitive data is present or when access logs show unusual reads after the exposure.

How does this connect to DAM?

DAM supplies the database-query side of the story: who queried which table, how much data was touched, whether the query was unusual and whether masking or JIT controls should have applied. See Database Activity Monitoring.

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