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Can your eCommerce platform handle Black Friday-like events? 9 red flags to watch for

Publish date: October 1, 2026
Can your eCommerce platform handle Black Friday-like events? 9 red flags to watch for
  • Peak season exposes platform limitations. A platform that works during normal trading may struggle when traffic, orders and operational demands increase.
  • Performance isn’t the only concern. Manual processes, inflexible promotions, integration issues and overwhelmed teams can all signal that you've outgrown your platform.
  • AI can add new sources of peak-season demand. AI agents may generate additional requests across product, pricing, inventory and order systems, so your platform needs to handle more than just human website traffic.
  • Think beyond Black Friday. Your platform needs to handle all your peak trading periods, from BFCM and Christmas to Valentine’s Day, Mother’s Day and major product launches.

The opportunities and challenges of the BFCM season

Black Friday/Cyber Monday, or BFCM for short, is one of the biggest opportunities of the year for any business to create new revenue streams. But it doesn’t come without challenges. 

More customers are browsing and buying simultaneously. Promotions become more complex. Inventory moves faster. Orders increase. Fulfillment teams have more to process, and customer service has to handle a higher volume of inquiries. All of these put tremendous pressure on your eCommerce technology to the point that it may break down, affecting the customer experience and, as a result, your revenue. 

So, how do you know whether your eCommerce platform is ready for peak season — or whether you’ve already outgrown it? Here are nine red flags to look out for.

Red flag #1: Your platform struggles when order volumes increase

The most obvious test of a platform is what happens when demand goes up. During Black Friday, a significant increase in orders puts pressure on more than just your storefront. Your checkout, inventory, order management, fulfillment processes and integrations all have to handle a higher volume of activity.

If your platform becomes noticeably slower as orders increase, or your team starts having to intervene manually to keep things moving, you may have reached its practical limits.

And the platform doesn’t necessarily have to go down completely for there to be a problem. Slow page loads, delayed order processing or checkout that becomes less responsive can all affect the customer experience and, ultimately, sales.

Red flag #2: Running a Black Friday promotion takes too much manual work

Black Friday promotions are rarely as simple as putting everything in your store on sale. You might want to run flash sales, tiered discounts, bundles, limited-time offers or different promotions for different customer groups. You may also need to coordinate these offers across multiple markets or sales channels.

If setting up or changing these promotions requires lots of manual configuration, workarounds or developer involvement, your platform could be limiting how quickly you can respond during peak season.

That’s particularly important when you’re dealing with time-sensitive campaigns. If a promotion needs to change quickly, your platform should enable it without creating a chain of technical or operational tasks.

Some preparation is inevitable, but if your team is spending more time working around the platform than planning the campaign itself, it’s worth asking whether the platform is still fit for purpose.

Red flag #3: Your inventory and fulfillment processes can’t keep up

Black Friday usually moves a lot of stock in a very short amount of time. That puts additional pressure on inventory management and fulfillment. Stock levels need to remain accurate, orders need to reach the right systems, and your warehouse or fulfillment partners need timely information about what needs to be shipped.

If your platform struggles to keep up, you could end up with:

  • Stock levels that aren’t updated quickly enough.
  • Products being oversold.
  • Orders being delayed or held up.
  • More cancellations and customer inquiries.
  • Your team having to manually reconcile information between systems.

These problems can become particularly difficult when inventory is shared across multiple channels, which in some cases may take a long time to sync data. 

Red flag #4: Your checkout becomes the bottleneck

During Black Friday, checkout can become one of the most important pressure points in your entire eCommerce journey. More customers are trying to buy at the same time, while promotions, payment processing, shipping calculations and other services are also handling increased demand.

Signs of trouble can include:

  • Slow or unresponsive checkout pages.
  • Payment failures or timeouts.
  • Errors when applying discounts.
  • Problems calculating shipping costs.
  • Customers having to retry transactions.
  • Orders taking too long to be confirmed.

A customer who can’t complete their order doesn’t care whether the problem is your checkout, payment provider or an integration in the background. From their perspective, the purchase simply didn’t work. 

Red flag #5: Your customer service team gets overwhelmed by platform-related issues

Customer service teams are already under more pressure during peak events. If they’re also dealing with problems created by your eCommerce platform, the workload can quickly become difficult to manage.

For example, customers might contact your team because:

  • Their order confirmation hasn’t arrived.
  • A product showed as available, but is now out of stock.
  • A discount hasn’t been applied correctly.
  • A payment appears to have failed.
  • An order needs to be corrected manually.
  • Delivery information isn’t up to date.

Individually, these might seem like small issues. At peak volume, however, even a small percentage of problematic orders can create a significant number of support requests.

Red flag #6: Your integrations struggle when everything gets busy

As an eCommerce business grows, your platform rarely works in isolation. Your storefront might need to communicate with an ERP, PIM, CRM, warehouse, payment provider, marketplace, fulfillment partner or other systems. During normal trading, these integrations may appear to work without any issues.

However, as transaction and data volumes increase during peak season, integrations need to reliably and quickly move information between systems. If they start timing out, falling behind or producing inconsistent data, the effects can spread throughout your operation.

For example, an inventory update that doesn’t reach your storefront quickly enough could result in an order for stock you no longer have. A delayed order flowing into your fulfillment system could mean a customer is waiting longer than expected for their delivery.

This doesn’t necessarily mean your integrations are badly designed. It may simply mean that the architecture that supports them wasn’t built for the scale your business has reached.

Red flag #7: Your platform isn’t ready for AI agents

AI agents could change how customers interact with your store during peak periods, from finding products and checking availability to tracking orders and completing purchases.

But these interactions can also create additional demand behind the scenes. An AI agent may make multiple requests to your product, pricing, inventory or order systems while helping a single customer.

During peak season, that extra activity can add significant pressure to your platform. If it struggles to handle API traffic, access data quickly or scale these interactions, AI-driven shopping could become another peak-season bottleneck.

Red flag #8: Your platform needs too much preparation — and too much babysitting

Preparing for Black Friday is normal. Spending weeks finding ways to work around your platform isn’t. Think about what your peak-season preparation actually involves.

Do you need to:

  • Make manual configuration changes?
  • Schedule changes around expected traffic?
  • Request additional hosting or server capacity ahead of peak periods?
  • Increase infrastructure capacity manually and scale it back afterward?
  • Coordinate infrastructure changes with a hosting or IT team?
  • Carry out extensive database or cache preparation before the sale?
  • Create workarounds for known limitations?
  • Have developers constantly monitoring the platform?
  • Keep loads of people on standby in case something goes wrong?
  • Put contingency plans in place for parts of the platform that regularly struggle under load?

Some level of monitoring and preparation makes sense for any major sales event. But there’s a difference between being prepared and being worried.

If your Black Friday plan contains extensive instructions for managing your platform rather than focusing on your customers, products and campaigns, it could be a sign that your technology has become a constraint.

Red flag #9: You don’t know where your platform’s limits are

One of the biggest risks going into peak season is the unknown. When you have to guess on how much traffic your platform can handle, whether checkout will continue to perform or what happens when order volumes increase significantly, Black Friday shouldn’t be the first time you find out these answers. 

Load testing and peak-season preparation can help identify potential bottlenecks before customers encounter them. More importantly, they can give your team a clearer understanding of how the platform behaves under pressure.

What you should avoid at all costs is discovering your platform’s limits through your customers.

What about peak seasons beyond BFCM?

Black Friday is an obvious stress test, but the problems it exposes don’t necessarily disappear when peak season ends.

Depending on what you sell, your biggest trading periods could look very different. Valentine’s Day, Mother’s Day, Christmas, Back-to-School, summer sales or even a product launch can create their own periods of unusually high traffic and order volumes.

The important thing is to look beyond BFCM. If your platform struggles with flexibility, integrations, manual processes, scalability or access to data during one peak period, it may also be creating friction during other high-demand moments throughout the year.

That can become particularly important as businesses look at new ways to use automation and AI. The ability to connect systems, access reliable data and introduce new services without major redevelopment can give businesses more options as technology evolves.

Ask yourself:

  • Are simple changes taking longer than they should?
  • Are teams regularly relying on manual workarounds?
  • Does adding a new integration or sales channel create a major project?
  • Is your development team spending more time maintaining the platform than improving the customer experience?
  • Are you having to compromise on business ideas because your platform can’t easily support them?
  • Can you easily connect new tools, automation or AI-powered services to your existing systems?

If the answer to several of these questions is yes, the issue may be bigger than Black Friday readiness. It could be a sign that your business has simply outgrown its current eCommerce platform.

Have you outgrown your eCommerce platform?

If several of these signs sound familiar, your platform may be holding your business back, even more so when demand peaks.

Whether you’re preparing for Black Friday, planning for your next major sales period, or simply finding that your platform is becoming harder to work with, our team can help you identify the bottlenecks and your options.

Talk to our team to discuss your current platform, your peak-season challenges and what you need from your eCommerce technology as your business grows.

FAQs

1. How do I know if my eCommerce platform can handle Black Friday?

Look at how your platform performs when traffic, orders, promotions and integrations are under pressure. Slow checkout, manual workarounds, integration failures and the need for additional infrastructure can all indicate that your platform may struggle during peak season.

2. What are the signs that you’ve outgrown your eCommerce platform?

Common red flags include performance issues during high-demand periods, too many manual processes, inflexible promotions, integration problems, increasing infrastructure requirements and difficulty introducing new tools or functionality.

3. How should I prepare my eCommerce platform for Black Friday?

Start by reviewing expected traffic and order volumes, testing performance, checking integrations and identifying potential bottlenecks. It’s also important to make sure inventory, checkout, payments and fulfillment systems can handle increased demand.

4. Does an eCommerce platform need to scale for more than Black Friday?

Yes. Black Friday is only one potential peak period. Depending on the business, other peaks could include Christmas, Valentine’s Day, back-to-school campaigns, seasonal sales or major product launches. Your platform should be able to support demand whenever it occurs.

5. How could AI agents affect peak-season eCommerce?

AI agents can add another layer of activity to an eCommerce platform during peak periods. For example, agents may handle product searches, answer customer questions, check order status, recommend products or help customers complete purchases. If adoption increases, that can mean more simultaneous requests to product, customer, inventory and order data, putting additional pressure on the systems behind the storefront.

6. When should I consider replacing my eCommerce platform?

Consider reassessing your platform when its limitations are affecting peak-season performance, increasing manual work, slowing down new initiatives or requiring significant infrastructure and development effort to maintain.

About the authors
Manuela Tchoe
Manuela Tchoe
Senior Strategic Content Manager, commercetools

Manuela leads content strategy at commercetools. With over 20 years of experience in B2B SaaS, she writes about all things commerce by day and turns to fiction by night. She loves long walks, traveling, and, unsurprisingly, reading books.

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