Untangling Three Years of E-Commerce Data (And the Lesson for Scaling Teams)

Arian David
Arian David

Director, Distribution and Retail

Untangling Three Years of E-Commerce Data (And the Lesson for Scaling Teams)

At A Glance

High-growth e-commerce companies often scale their transaction volume much faster than their accounting infrastructure. When the books haven’t been reconciled in months, or even years, teams often resort to pulling cash balances straight from the bank, bypassing the accounting system entirely. Fixing this isn’t just about cleaning up a backlog. It requires a forensic approach to historical data and structural system integrations to restore leadership’s trust in their financial dashboard.


You can’t steer a ship if you don’t trust the gauges.


I was reminded of this early in my time at Scrubbed when I sat down to review the weekly cash position report for a fast-growing e-commerce client. On the surface, the business was moving at an incredible pace. But beneath the surface, the execution layer was fracturing.


When I looked closely at how the client was reporting their cash, I noticed something concerning: they were pulling their balances directly from the bank statements, completely bypassing their own accounting system.


The reason, I discovered, is that the system couldn’t be trusted. The current amount of cash in the bank did not reconcile with the books, and it hadn’t for a very long time. Because of the sheer volume of e-commerce transactions and the delay in clearing times across various payment portals, the team had lost visibility into which funds were deposited in transit and which were simply missing.


When I looked into the backlog, I discovered the disconnect stretched back three years. It was thousands of unreconciled transactions.

This isn’t an uncommon story. When a business experiences rapid growth, especially in e-commerce, where money floats across multiple gateways before hitting the bank, the volume of transactions often increases faster than the internal structure can handle. The team was doing exactly what they were hired to do, and the work hadn’t changed; the volume had. And eventually, the capacity simply failed.


Stopping the Bleeding

When I realized the scope of the problem, our official engagement with the client was strictly limited. But as a former auditor, I couldn’t just look the other way. If your bank balance is far off from your book balance, every management report you produce is built on unstable ground. You can’t accurately forecast, you can’t confidently deploy capital, and if you try to reconcile the gap, you can’t simply guess which accounts need adjusting. You have to know the why behind every dollar.


Before we could fix the past, we had to protect the present. I sat down with the client’s newly hired Controller, who also happened to be a former auditor, and we aligned on a dual strategy.


Step one: Stop the bleeding. We immediately implemented a strict, weekly reconciliation process for all current transactions. Moving forward, the books would be accurate.


Step two: The forensic cleanup. We had to dig through three years of history to catch up.


The Architecture of Trust

Unfortunately, there was no shortcut. At the time, the API integration between the client’s payment portals and NetSuite wasn’t functioning correctly. It couldn’t automatically match a $10,000 bulk bank deposit to the hundreds of $50 and $100 individual sales that comprised it.


So, we did the heavy lifting. I started manually ticking and tying transactions one by one, verifying if they were valid in the payment platform and if they had cleared the bank. Because the volume was so massive, I eventually brought in a dedicated team of Scrubbed professionals. Since the majority of our team comes from an audit background, they thrive in this kind of investigative work. We moved through the data methodically, identifying sales refunds, credit memos, and double-bookings that had quietly skewed the client’s financial reality for years.


For the few historical anomalies where the cost of investigation outweighed the financial benefit, we worked transparently with the client to park them in an agreed-upon expense account, ensuring the balance sheet remained clean and audit-ready.


From Cleanup to Continuity

The actual cleanup was intensive, but it didn’t take us long to execute because we had the flexible capacity to scale our team exactly when the client needed it. But the real victory wasn’t in us fixing the historical data, but in fixing the entire system.


Once the investigation was complete, we worked with the client to successfully implement the system integrations. Today, when those bulk deposits hit the bank, the matching process is automated and visible.


The founders and the CFO no longer have to bypass their own system to know how much cash they have. They can simply export the report directly from their accounting software and trust that the numbers are real. The closes are predictable, rework has vanished, and leadership spends less time questioning the data and more time making decisions.


The Takeaway

Nowadays, it can be tempting for accounting teams to simply stay in their lane and execute only what is explicitly asked of them. But a true financial partnership requires going beyond the scope of work to care for the fundamental health of the client’s business.


When you uncover a massive discrepancy, it can initially cause friction. Clients will naturally ask, “How did this happen?” But when you approach the problem not just as a task to complete, but as an operational threat you are taking ownership of, the dynamic shifts. You aren’t just fixing spreadsheets; you are protecting their business.


Whenever I feel overwhelmed by the sheer volume of a complex financial cleanup, I always go back to my why. The purpose of this work isn’t just compliance. The purpose is clarity. And clarity is the strongest form of confidence you can give a growing business.


Key Takeaways

  • Volume breaks legacy structure: E-commerce scaling often causes transaction volume to overwhelm manual reconciliation processes. It is an execution issue, not a performance issue.
  • Bypassing the system is a red flag: Pulling cash balances directly from the bank because the accounting system is unreliable obscures your true financial reality.
  • Triage must precede cleanup: Restoring trust requires a dual approach: stopping the bleeding by strictly reconciling current transactions, then forensically investigating the backlog.
  • Integrations require a clean foundation: Automated APIs are essential for e-commerce efficiency, but they cannot fix bad historical data. They must be implemented after the cleanup.
  • Partnership means ownership: True financial partners don’t just execute the immediate scope; they take ownership of operational threats to protect the clarity of the business.

Let's Talk

When e-commerce volume outpaces your team’s capacity to reconcile it, the work gets heavy. Scrubbed partners with growing companies to handle the intensive execution that keeps reporting reliable. We take ownership of the cleanups, the closes, and the operational rigor behind your numbers.

TALK THROUGH HOW WE CAN SUPPORT YOUR FINANCE FUNCTION
Let's Talk

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