How Spin.AI’s Researchers Uncovered 14.2 Million More Victims in the RedDirection Browser Extension Attack CampaignRead Now
Home>Spin.AI Blog>SaaS Backup and Recovery>Why Ransomware Detection Changes Everything in Recovery

Why Ransomware Detection Changes Everything in Recovery

Jan 12, 2026 | Reading time 7 minutes
Author:
Sergiy Balynsky - VP of Engineering Spin.AI

VP of Engineering

The moment we realized the industry had it backward wasn’t in a lab or during a quarterly disaster recovery test.

It was watching how every conventional solution is designed to wait. Wait until ransomware has encrypted thousands of files. Wait until the entire tenant is compromised. Wait until the attack is complete before any response kicks in. By design, these solutions let the blast radius become catastrophic first, then attempt recovery against API throttling limits that make restoration nearly impossible.

What failed wasn’t any individual tool. It was the fundamental architectural assumption that you build for post-compromise recovery instead of building to stop the attack before your entire environment is owned.

The Problem Isn’t Discovery Lag, It’s Architectural Design

There was a specific customer incident that crystallized the core problem.

They had best-of-breed SaaS security. Backup, SSPM, DLP, the full stack. But every single tool was architected to react after full tenant compromise. By the time their backup solution noticed anomalies, ransomware had already encrypted tens of thousands of files across shared drives and mailboxes. Not because of slow detection, but because that’s when the solution was designed to engage.

The restore process hit immediate API throttling. Their cloud provider rate-limited them because the blast radius was so large. What should have been hours of downtime became days, not because recovery failed, but because the solution was never built to prevent mass compromise in the first place.

At one point in the review, their team said something we’ll never forget: “The tools worked exactly as designed. That’s the problem. They’re all designed to let the entire environment get owned first.”

That was the moment it became obvious the industry wasn’t solving the wrong problem badly. They were solving the wrong problem by design.

We Built the Opposite Solution From Day One

We didn’t iterate our way to this architecture. We didn’t bolt live detection onto an existing backup platform. We started with a single design principle: stop ransomware before it owns the entire environment, or you’ll be recovering against API throttling with a blast radius too large to restore effectively.

From day one, the system was built to detect behavioral anomalies at the first signs of mass encryption, kill the attack immediately, and keep the blast radius small enough that recovery doesn’t fight cloud provider rate limits.

This wasn’t an evolution. It was the founding architectural decision. Every other component—backup, SSPM, DLP, identity management—was designed around this core constraint: if you wait until the entire tenant is compromised, you’ve already lost, because restoration at that scale will throttle, and downtime becomes weeks, not hours.

The architecture dictated everything else. Behavior-based detection that triggers on early mass-encryption patterns, not after thousands of files are gone. Identity revocation that stops the attack before the entire environment is owned. Blast radius containment that keeps recovery operations small enough to never hit API rate limits that turn hours into days.

This wasn’t version 2.0 thinking. This was the version 1.0 design. We built the entire platform knowing that if ransomware is allowed to compromise the full tenant before response kicks in, restoration becomes a losing battle against throttling, regardless of how good your backups are.

Why Every Other Solution Lets the Entire Environment Get Owned First

The API throttling problem isn’t an edge case. It’s the inevitable outcome when solutions are designed to engage after mass compromise.

Conventional backup and security tools operate on a post-compromise model: collect data, wait for anomaly thresholds, generate alerts, then attempt restoration. By design, they let ransomware encrypt thousands or tens of thousands of files before any automated response begins. That’s not a failure of execution—that’s the architecture working as intended.

The problem is that cloud providers rate-limit API calls. When you try to restore 50,000 encrypted files across Google Workspace, Microsoft 365, or Salesforce, you don’t get 50,000 instant operations. You get throttled. Hard. What should take hours stretches into days or weeks, not because your backup failed, but because the blast radius was allowed to grow so large that restoration itself becomes the bottleneck.

Most solutions will tell you they “guarantee” recovery. What they won’t tell you is that their architecture lets your entire environment get compromised first, then attempts recovery against API limits that make their RTOs impossible to meet.

That’s the silent failure mode the industry doesn’t talk about: the restore job that throttles for days because the solution was never built to stop ransomware before full tenant compromise.

The Question Most Teams Can’t Answer

When prospects tell us “we already have backup covered,” we ask one question: “If ransomware started encrypting files right now, at what point would your solution actually engage? After 100 files? 1,000? 10,000? Or only after your entire tenant is compromised?”

Almost nobody can answer that question, because their solution doesn’t have an answer. It’s designed to engage after the environment is owned.

Most backup conversations stop at coverage, retention, and storage efficiency. This question forces them to confront the architectural reality: their tools are built to restore after mass compromise, which means recovery will hit API throttling, and their RTO becomes a fiction.

When they walk through their last “test,” it’s usually a small-scale backup restore, not a simulation of what happens when you try to recover 50,000 files and the cloud provider starts rate-limiting your API calls.

They’ve solved the storage problem. They haven’t solved the “entire environment is compromised and now restoration is throttling for days” problem.

Why You Can’t Bolt This On Later

The core misunderstanding we see repeatedly is believing you can add “stop ransomware before full compromise” to an existing backup architecture. You can’t. The decision about when to engage ransomware is a foundational design choice, not a feature you integrate later.

Enterprises think integration means wiring alerts and APIs together. What they actually need is a system architected from day one to keep blast radius below API throttling thresholds, which means engaging before the entire environment is compromised, not after.

That’s why a box of point solutions can look sophisticated on a slide and still be incapable of preventing the architectural failure: ransomware owns the full tenant, restoration hits throttling, and downtime stretches from hours to weeks.

Most “we’ll integrate later” strategies assume that if tools can send events to a SIEM or SOAR, the stack is integrated. In reality, each point solution was architected for post-compromise response. Integration doesn’t change the fact that they’re all designed to let the full environment get compromised before engaging, which guarantees API throttling during recovery.

Orchestration tools can move alerts and kick off playbooks. They cannot change the foundational decision about when ransomware response engages—a decision that was baked into each product’s architecture on day one.

The Industry’s Silent Consensus: Let It Spread First

Average ransomware downtimes are measured in weeks (20-plus days in many reports) despite widespread use of “best-of-breed” tools and backup products. That’s not a failure of execution. That’s the inevitable outcome when solutions are architecturally designed to wait until the entire environment is compromised before attempting recovery.

If solutions were built from day one to stop ransomware before full tenant compromise, those numbers would look very different.

Most vendors are still selling post-compromise recovery, not pre-compromise containment. Their narratives stop at “we can restore from backup” or “we integrate with X, Y, Z,” with no discussion of the architectural reality: their solution lets your entire environment get owned first, then attempts recovery against throttling that makes their RTOs impossible.

That’s whitepaper thinking: assuming restoration at mass-compromise scale won’t hit throttling limits that turn hours into weeks.

From direct competitive analysis, many SaaS backup vendors explicitly acknowledge their architecture is designed for post-compromise recovery, not pre-compromise containment. They’ll tell you they guarantee recovery. They won’t tell you their design lets the entire environment get owned first, which guarantees throttling during restoration.

That’s a very different stance from saying “we architected from day one to stop the attack before full tenant compromise, so recovery never hits the throttling problem.”

Four Minutes, Not Sixteen Days

The first time a real customer watched ransomware get stopped before it owned the entire tenant, with recovery completing before API throttling ever became an issue, we knew the day-one architectural choice was right.

Ransomware started encrypting files in a cloud collaboration tenant. The system engaged immediately—not after thousands of files were gone, but at the first behavioral signals of mass encryption. Identity revocation stopped the attack. Blast radius stayed small. Recovery never approached the thresholds that would trigger throttling.

Because the entire platform was designed from day one around the constraint “stop it before full compromise or throttling will kill you,” the system didn’t wait to engage. It detected early, stopped fast, and kept the blast radius small enough that restoration was trivial.

The attack was contained and recovery completed in roughly four minutes total. No throttling. No manual triage. No multi-day restoration nightmare.

Traditional approaches routinely see 16-day average downtimes for the same scenario.

In a conventional stack, that same customer’s tools would have let the entire tenant get compromised first—exactly as designed. Then they would have attempted to restore 50,000+ files, hit immediate API throttling, and watched their RTO stretch from hours to weeks while they manually batched recovery operations to stay under rate limits.

The Architectural Decision You Make on Day One

The most important question you’ll answer when building a SaaS security platform isn’t about features. It’s about when your solution engages ransomware: before the entire environment is compromised, or after.

If you choose “after,” you’ve architected for post-compromise recovery against API throttling limits that will turn your RTO into fiction. If you choose “before,” you’ve committed to stopping attacks early enough that recovery stays below throttling thresholds.

That’s not a decision you can revisit later. It’s baked into every component from day one: detection thresholds, identity management, blast radius containment, recovery orchestration. Either you designed to prevent full tenant compromise, or you didn’t.

We chose “before” on day one. Not because we iterated into it. Not because we bolted it onto an existing backup platform. Because we understood that letting the entire environment get owned first guarantees API throttling during restoration, and throttling turns hours into weeks.

Most of the industry chose “after.” Their whitepapers promise fast recovery. Their architecture lets your full tenant get compromised first, then attempts restoration at a scale that guarantees throttling.

The architecture you build on day one determines whether you’re selling recovery or selling downtime.

The uncomfortable truth: if your stack wasn’t architected to detect and stop live ransomware before it spreads, no amount of “integrate later” will turn it into the system that calmly identifies active encryption, kills it mid-attack, and restores the minimal blast radius while everyone else is still discovering they’ve been compromised.

One camp theorizes about recovery in whitepapers. The other has scars from watching live attacks spread in real time and has already discovered where theory breaks under ransomware that’s actively encrypting, real API limits during containment, and real time constraints measured in seconds, not days.

Build for live attack response from day one.

Was this helpful?

Sergiy Balynsky is the VP of Engineering at Spin.AI, responsible for guiding the company's technological vision and overseeing engineering teams.

He played a key role in launching a modern, scalable platform that has become the market leader, serving millions of users.

Before joining Spin.AI, Sergiy contributed to AI/ML projects, fintech startups, and banking domains, where he successfully managed teams of over 100 engineers and analysts. With 15 years of experience in building world-class engineering teams and developing innovative cloud products, Sergiy holds a Master's degree in Computer Science.

His primary focus lies in team management, cybersecurity, AI/ML, and the development and scaling of innovative cloud products.

Recognition