Why Most E-commerce Decisions Are Already Late

Most e-commerce decisions happen too late. At Agenco, we are building real-time price monitoring and market awareness to help brands stay competitive and protect margins.

Samrat Shakya

Samrat Shakya

Co-Founder

Apr 23, 20265m read
E-commerce-decisions

In our last piece, we talked about situational awareness.

The ability to see what is happening in your business as it happens, and act on it.

In e-commerce, that idea becomes uncomfortable very quickly.

Because the moment you start looking closely, you realize how much of your performance depends on things you don’t control.

Competitor prices shift.

Listings appear and disappear.

Coupons get applied selectively.

Inventory goes out of stock and comes back.

None of this waits for your reporting cycle.

The Quagmire that is E-commerce

Take Amazon.

A large share of purchases flows through the Buy Box. And while the mechanics behind it are layered, anyone who has spent time operating on the platform knows that price sits at the center of it.

Not in isolation, but in relation.

Your price only matters because of someone else’s.

Which is where things get complicated.

Pricing, in theory, looks like a clean exercise. You have your cost structure, your margins, your positioning. You decide where you want to be and execute.

In practice, none of that survives contact with the market.

Because the moment your product sits next to five others that look almost identical, your pricing becomes a moving target.

Someone discounts. Someone bundles. Someone decides to burn margin for volume. And suddenly, the number you thought made sense no longer does.

So you adjust.

By the time most teams notice that shift, it has already played out.

Lag is the Real Problem

This is not a tooling issue. Most companies already have dashboards, reports, and some form of analytics in place.

The issue is that the underlying system is not built for continuous awareness.

Data comes in late.It lives in different places.It requires interpretation before it becomes usable.

So what you get is a lag.

And in a market where prices and availability change daily, sometimes hourly, that lag is the difference between participating in the market and watching it move past you.

Firms like McKinsey & Company have written extensively about the impact of dynamic pricing, showing that even small improvements in pricing decisions can materially affect margins.

The implication is straightforward.

Pricing is an ongoing process.

An ongoing process requires continuous input.

Which brings us back to monitoring.

Not in the sense of checking competitor websites once in a while, but in the sense of building a system that observes the market as it changes.

Prices, yes.

But also listings, discounts, stock levels, and the small signals that indicate where things are moving.

Challenger vs. Big CPG Brands

The way this plays out differs depending on who you are.

A large brand like Nestlé or Cadbury operates with a different kind of leverage.

Distribution, recall, and established demand give them room to be deliberate.

Pricing is managed more systematically, often with tighter control across channels, and supported by continuous monitoring to protect position rather than chase it.

A challenger brand doesn’t have that cushion.

Visibility has to be bought. Sponsored listings and PPC do the heavy lifting, which means performance is tightly coupled to spend.

In that setup, pricing mistakes compound quickly.

Drift too far from the market, and you either overpay for visibility or lose it altogether.

Timing matters more, because there’s less room to absorb delay.

Most teams try to solve this manually, or semi-manually.

They track a few competitors.

They pull reports.

They try to reconcile numbers across systems.

It works up to a point.

Then it doesn’t.

Because the surface area increases. More products, more channels, more competitors. And the system that was held together with effort starts to show strain.

This is usually where the conversation shifts from “how do we get this data” to “how do we make this usable”.

Price monitoring System We are Building at Agenco

At Agenco, that is the layer we focus on.

By structuring it in a way that reflects the market in something close to real time. So that pricing is part of an ongoing loop.

You see changes as they happen.

You understand what they mean.

You decide what to do next.

That loop is simple in theory. It is much harder to build in practice.

If you step back, what’s happening here is fairly straightforward.

Every player in the market is making decisions based on what they can see.

If your view is delayed or incomplete, your decisions will be too.

If your view is clear and current, you begin to anticipate.

Over time, that compounds.

Some players keep reacting.

Others start setting the pace.

It is about having a system that lets you see what is already there.

You point us to a few competitors or listings that matter, and the system keeps track of how they change - prices, stock, discounts.

Over time, it widens.

Instead of watching a handful of URLs, you’re effectively keeping an eye on an entire category across marketplaces.

The important part is where that information ends up.

Inside the tools you already use, close to the moment a decision gets made.

Samrat Shakya

Samrat Shakya

Co-Founder

Build / Tinker / Explore

Agenco

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