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What is inventory forecasting software?

Inventory forecasting software plays a pivotal role in ensuring your company manages its stock as efficiently as possible to reduce overhead costs and meet customer demand. Leveraging forecasting software is the best way for ecommerce retailers to find a balance between cutting down on stock levels and warehousing fees, while also maintaining enough inventory to prevent excess stock or stockout events.
With innovative forecasting tools and predictive analytics, brands can optimize the replenishment process via accurate demand predictions — which ultimately streamlines inventory control (and inventory management as a whole).

How inventory forecasting software helps to grow your business?

Since stockouts and overstocks can significantly hurt your company’s bottom line and impact the quality of customer service, it’s vital to have a strategy in place to avoid these situations and strengthen customer satisfaction at the same time.
Demand forecast software does exactly that, by delivering precise predictions for anticipated future demand. These systems make sure you always have the right amount of available SKUs, which translates to continued growth and profitability for your brand.

Advanced notifications 

Skubana calculates the estimated runout date of a product based on current demand to alert you when it's time to place a purchase order for replenishment. Skubana also has automated alerts that are triggered when a product is at or below the minimum number needed to remain in stock based on demand. Establishing associations betweens the product a merchant sells and the supplier the merchant buys from, key metrics like lead times, minimum order quantities, and other important procurement details can be accounted for in reorder recommendations and alerts.

  • Advanced notice when a product is projected to sell out. 
  • Delayed realization of inventory shortages and therefore stockouts, rushed shipments, etc.
  • Perfect for buyers, supply chain managers, and inventory specialists
Data-driven replenishment: Auto POs

Keep your products stocked, with constantly updating values like sales velocity, reorder quantities, and forecasted reorder dates. We’ll issue POs automatically based on current sales velocity, lead times, and seasonality, all in real-time.

Skubana generates replenishment recommendations that take into account sales velocity, vendor lead time, anticipated growth percentage, and estimated runout dates by automatically creating purchase orders when it's time to reorder products.

  • Establish real-time reorder points per SKU and per warehouse.
  • Reorder points account for demand, holding costs, seasonality, & lead times inventory financials.
Fast purchase order creation

For scenarios or products where auto-PO's cannot be leveraged, Skubana offers a streamlined process for quickly creating manual PO's as well relying on underlying logic that is usually provided as part of your setup process.

Manual POs
  • Manual creation of PO through clearly displayed CTA.
  • Details can be overridden or adjusted as needed.
Identify overstocked SKUs

Looking for overhead relief? Avoid tying cash up into inventory that is not moving, free up staff time dedicated to managing inventory that is not moving, clear up shelf space for product that does move/drive profit!

Skubana's Analytics Dashboard identifies opportunities to cut dead weight inventory costs by making liquidation recommendations for slow moving SKUs with high inventory values sitting at customer's warehouses.

product@2x-10 opportunities found by skubana
  • Get visibility into SKUs that are taking up valuable warehouse space
  • Make way for new products or more units of high selling SKUs
Periodical comparisons

Need a visual representation of which products are consistently contributing to your profitability? How about which products are hurting profitability?

In Skubana, you can see year-over-year growth per product to compare and contrast SKU performance (both quantity and revenue) across selected sales channels. A key resource in deciding which products to invest in (R&D, Marketing, variant introduction, etc) and which products to consider phasing out.

Product Year over year gorwth
  • Make strategic decisions around future investments in your product line.
  • Visual representation of product performance year over year
  • Insight into period comparisons across channels.
Trend performance

Stockouts, overordering, purchasing, overhead all hurt your business. Skubana's Inventory Module displays On Hand and In Transit inventory per SKU for selected warehouses (and in aggregate) in an easily viewable format. The Critical Levels report provides a list of SKUs per warehouse that need to be reordered based on current demand.

  • Real-time visibility on inventory availability, in-transit inventory, and projected run-out + re-order dates.
  • A centralized & consolidated intelligence hub that provides key intelligence even as demand fluctuates.


Inventory forecasting software features to level up

Skubana’s advanced order management system has all the automations and customization your company could need, from real-time updates on stock counts, to integrating with your existing tech, to synchronizing all your sales data. What’s more, Skubana’s convenient and comprehensive SaaS solutions offer unbeatable accuracy and reliability for improved demand forecasting, inventory tracking, barcoding, and more. By partnering with Skubana, you can enjoy supply chain and inventory optimization, and level up your operations in a big way.

Top ecommerce brands trust Skubana

For years, Skubana has been helping businesses create better customer experiences with industry-leading management solutions. That’s because Skubana’s cutting-edge software has the automations and advancements companies need to optimize their supply chain across the board.

The following are just three examples of how Skubana has helped top ecommerce brands to scale up, cut costs, and streamline their operations at the same time.

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“It sounds salesy, but I point to Skubana as one of the best decisions we've made in the last year, and the key to our success. Not only have we scaled 10X in a matter of months, but we're navigating a completely different inbound and outbound supply chain. Skubana has been able to scale alongside us from an order volume perspective, and helped us onboard a new 3PL in lightning-fast time.” — Justin Allen, Tushy COO and co-founder

While Tushy’s bidets have been on the market for a few years, the nationwide shortage of toilet paper in spring 2020 caused an unprecedented surge in their online sales (ensuing a six-week wait for backorders). Skubana played a crucial role in supporting Tushy through a major shift in their fulfillment process, by providing greater order control, cleaner reorder points, 3PL recommendations, and reducing their order lead times by half.

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"As the business has grown, they've increased complexity and the need to shift tactics rapidly. Skubana is able to interpret data coming from Shopify, Amazon, and three different 3PLs, and quickly change order rules. We're changing all the time — for example, which warehouse will fulfill which item. Without Skubana, I would have to work with all of the 3PLs individually; but with Skubana, I just click and it changes." — Luciana Fistarol, Boldify Operations Manager

Two years ago, Boldify was preparing to scale their beauty and personal care brand, so they went looking for an intuitive inventory and order management solution. They needed a platform that could immediately plug into their Amazon and Shopify channels, and future-proof inventory for wholesale channels like Target. Skubana knew exactly how to handle Boldify’s inventory dilemmas, and delivered pre-built integrations that worked seamlessly for their ongoing growth.

Channels and Warehouses
Replenishment and fulfillment
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Death Wish Coffee

“While we’re sleeping, Skubana is crunching large volumes of moving data in real-time, and always calculates the right quantity at the right time. It automates half of our operations and accurately informs the rest. Since we’ve integrated Skubana, we’ve yet to oversell one single item.” — Dustin Alexander, Death Wish Coffee Logistics Manager

When Death Wish Coffee won a 30-second commercial during 2016’s Super Bowl, they understandably saw a huge spike in sales; the only downside was, they didn’t have the systems in place to handle it all. Skubana helped the company put an end to overselling, and now, with one warehouse, two 3PLs, dozens of flash sales, ample product kitting, and thousands of orders fulfilled, Death Wish is the epitome of operational efficiency.

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Amazon 120%
Shopify 67%
Shopify POS 35%
Skubana integrates with your existing tools

If you use a variety of management tools and platforms to run your ecommerce business, you likely recognize the importance of consolidating all your sales channels into a single destination for orders.
Skubana’s inventory management solutions readily integrate with a number of systems you might already be using: warehouse management, order management, accounting software, POS systems, and popular marketplaces. These integrations provide incredible flexibility and functionality, and allow Skubana to track accurate sales velocity for a single product — which then serves as the basis for precise reorder points.

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Amazon inventory management with Skubana lets users automatically update their inventory each time a product is sold or returned, removing a significant amount of manual work and the potential for countless errors. With Skubana for Amazon, you can easily track your inventory levels, orders, and deliveries originating from all of your Amazon sales channels.

B2B Gateway

B2B Gateway provides fully-managed EDI and API connectivity solutions, by integrating data from backend systems and allowing the exchange of information across trading partners. With B2B Gateway, businesses can enjoy the seamless sharing of documents like purchase orders, work orders, invoices, inventory updates, and even advanced shipping notices.


BigCommerce is one of the most popular ecommerce shopping carts available today. This tool allows merchants to set up online stores, add products and shipping options, and accelerate business growth with ease. When BigCommerce teams up with Skubana, retailers can also sync their inventory and order tracking information so their store is always up-to-date.


eBay is a global marketplace that’s best known for its auctions and C2C sales. Anyone can open up an eBay account for free, and then sell or purchase items as they see fit. If you use your eBay account as a sales channel, you can integrate with Skubana to automate repetitive or time-consuming tasks, and maximize your profits across your growing ecommerce empire.

Ebridge Connections

eBridge Connections gives users the ability to connect accounting or ERP software with EDI trading partners, CRM applications, and other supply chain management solutions. This software encourages bi-directional communication between your ecommerce and ERP systems to help you save time, eliminate costly errors, and run your business more effectively overall.


eZCom is a leading provider of SaaS for EDI and ecommerce, and is most commonly used for supply chain management. The eZCom platform offers native integrations with ERPs, 3PLs, WMS, and inventory management systems. Using eZCom along with Skubana, merchants can seamlessly exchange data and eliminate errors associated with manual entry.


JOOR is the premier digital solution for wholesale management, having put the entire buying process online to make wholesale smoother and smarter for brands and retailers alike. When JOOR and Skubana work together, users can access essential metrics, leverage trends, and take advantage of a consistent flow of data to keep both systems in sync.

Lightspeed POS

Lightspeed is on a mission to help small businesses run as efficiently as possible, by providing easy-to-navigate point of sale products for retail stores and restaurants. The tools from Lightspeed have been specifically designed around the realities business owners face while managing multiple locations, thanks to powerful (yet simple) operational solutions.


Magento Commerce empowers thousands of brands and ecommerce businesses to spur on their innovation and growth. Magento boasts a strong portfolio of cloud-based omnichannel solutions including in-store, retail associate, and order management technologies. Integrating Magento with Skubana allows these two to work as a single system, so they can quickly simplify your order flow and sync all of your important data or metrics.


Newegg is an online shopping destination for computer hardware and consumer electronics; in fact, Newegg is the largest online-only retailer of consumer electronics in the United States. The Newegg platform can be added as a sales channel in Skubana, so merchants have an all-in-one solution to automate order management, inventory, analytics, purchase orders, and accounting. 


Shopify’s integration with Skubana allows ecommerce businesses to manage and organize inventory data from a Shopify account, and sync everything into one central system. This merger makes your sales, inventory, and analytics accessible within one unified dashboard, eliminating the need for error-ridden manual entry and data transfer.

Shopify POS

Shopify POS is a user-friendly system that helps merchants deliver superior retail experiences. Using Shopify POS, business owners can unify in-store and online sales, accept payments, track inventory, and foster customer relationships. And with the Shopify integration for Skubana, you’ll enjoy real-time, up-to-date information on sales, payments, and so much more.

SPS Commerce

SPS Commerce provides a range of cloud-based supply chain management solutions, and connects trading partners from around the world to optimize any number of supply chain processes. The benefits of SPS Commerce far exceed EDI, and can actually enhance visibility, collaboration, and communication to help users thrive in today’s digital retail world.

VL Omni

VL OMNI is a point-to-multipoint iPaaS solution for agile data integration. With the VL OMNI platform, merchants can connect their ecommerce, CRM, EDI, and ERP systems or applications all in one place. This cloud-based software is able to significantly extend the reach (and visibility) of your business, but without sacrificing on scalability or compromising your growth.


Walmart is a multinational retail corporation that operates a chain of hypermarkets, grocery stores, and discount department stores from the U.S. The Skubana and Walmart integration supports ecommerce sellers who want to expand to Walmart in doing so with ease. Whether you fulfill Walmart orders directly or through 3PLs and dropshippers, Skubana’s shipping and order management software handles and automates every fulfillment use case.


Wayfair is an American ecommerce company that sells a variety of furniture and home goods; their digital platform has 14 million items from more than 11,000 global suppliers. Since Skubana makes a great option for high volume merchants, integrating with Wayfair means users have access to any of the order, inventory, and analytics data they might need.


WooCommerce can connect to Skubana in a matter of minutes, and without a single line of code. A 3rd Party integration allows you to automatically send info between Skubana and WooCommerce, so you can sync customer data and order processing in one fell swoop. Using these systems together is the best way to unlock your productivity superpowers in no time at all.

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Barcoders Quickship

Barcoders QuickShip readily integrates scanners, scales, and label printers into an existing Skubana setup, to support the most efficient workflows for commonly-repeated tasks (i.e. weighing packages, shipping orders, and printing labels). Plus, with QuickShip, shipping labels and packing slips can be printed instantly, without additional programs or interactions.

Bergen Logistics

Bergen Logistics is a leading pick/pack and ecommerce fulfillment warehouse. Their attention is on serving fashion companies as well as cosmetics, soft goods, media, and home furnishing brands. Bergen Logistics has also partnered with Skubana, and has utilized this multichannel inventory software to optimize their inventory management, visibility, and business growth.

Boxzooka Warehouse

Boxzooka’s proprietary warehouse management system provides retailers with real-time views of receipts, orders, and processed returns. Their innovative technology can create kits and bundles on-the-fly, or help build lean operations for larger projects. Boxzooka aims to solve daily operational challenges, and assists its users in exceeding expectations for their business.

DCL Logistics

DCL Logistics is a full-service fulfillment and logistics company, providing direct-to-consumer fulfillment, business-to-retail fulfillment, and other value-added services. This modern 3PL leverages four decades of operational expertise and experience, and its extensive suite of fulfillment services allows brands to scale without sacrificing on quality or customer satisfaction.


Deliverr is an FBA-like fulfillment service for your Shopify, Walmart, Amazon, eBay, and BigCommerce stores. The fast and affordable fulfillment from Deliverr helps boost sales while reducing order processing time, and can easily integrate with Skubana’s multichannel inventory management system for optimal results and efficiency.


DropStream is an integration platform used by third-party logistics providers to support their online customers. When using DropStream, you can automatically import orders from Skubana to your warehouse, export tracking numbers from your warehouse to Skubana, and sync inventory levels between your warehouse and Skubana, as well.

eFulfillment Service

eFulfillment Service has been helping ecommerce companies succeed for the last twenty years, by providing online sellers with fast, simple, and affordable order fulfillment they can depend on. This 3PL has a strong reputation for helping small and midsize businesses, global brands looking to launch in the U.S., and those working with Fulfillment by Amazon (FBA).


Fulfillrite is focused on helping you build a successful ecommerce business, by reducing the time and energy you continually use on fulfillment. With the support of Fulfillrite, you can enjoy a smooth, error-free supply chain, and readily remove any obstacles that might block your company from achieving greater sales and increased profits.

Ingram Micro

Ingram Micro is a wholesale technology distribution company that offers I.T. supply chain management, mobile device lifecycle services, and a number of logistics solutions. In general, Ingram Micro assists vendor, reseller, and retailer partners by customizing highly targeted applications for industry verticals, B2B customers, and commercial needs.

JD Logistics

JD Logistics uses their advanced knowledge and expertise to provide smart supply chain and logistics services. This is the only ecommerce platform in the world to provide small-to-medium sized warehousing, oversized warehousing, cross border, cold chain delivery, frozen and chilled warehousing facilities, B2B/B2C fulfillment, and crowdsourcing logistics. 

National Fulfillment Services

National Fulfillment Services offers integrations into a variety of ERP, OMS, and ecommerce cart systems. This software’s API functionalities include real-time availability to inventory stock counts, order status, and shipment confirmation (with tracking information). Users can enjoy B2C fulfillment, B2B fulfillment, customer support services, and more.

Rakuten Super Logistics

Rakuten Super Logistics is a supply chain solution for ecommerce retailers from ‘dock to doorstep.’ Their focus is primarily on full-service freight management, multichannel order fulfillment, and return management for online orders. When Rakuten is paired with Skubana, merchants have better insight into their operations to then increase their bottom line day by day.

Ruby Has Fulfillment

Ruby Has Fulfillment is a full-service fulfillment provider that walks alongside ecommerce businesses as a committed partner. The Ruby Has platform is a leader in the third-party logistics industry, thanks to its trailblazing technology, seamless integration, and uncompromised commitment to quality and customer satisfaction.

Scout topShelf

Scout topShelf is a web-based inventory management and warehousing solution that has features to benefit businesses and enterprises of all sizes. By using Scout on any mobile device with an internet connection, business owners can take advantage of this inventory control software from anywhere and everywhere they’re located (not just on-premises).


Shipfusion’s fully-managed and operated warehouses, expert inventory management, and powerful real-time technology let brands focus on fast growth (without all the unnecessary stress). The Shipfusion team is committed to providing ecommerce retailers with a unique fulfillment solution, backed by powerful software and unbeatable customer support.


ShipMonk has a unique 4-in-1 cloud-based software that integrates with existing sales channels to make shipping and fulfillment as simple and streamlined as possible. ShipMonk specializes in helping mid-sized and small businesses scale well, by offering technology-driven fulfillment solutions that let store owners devote more of their time to value-added activities. 


Shipwire is a cloud-based platform to power your worldwide logistics network. This software helps brands drive the next phases of their growth through its global order fulfillment; retailers can use any combination of Shipwire’s warehouses (or their own) to ship internationally and domestically, with on-demand order fulfillment solutions to support B2C and B2B commerce.


ShipBob is a global logistics platform that fulfills ecommerce orders for D2C brands, with a mission to provide best-in-class fulfillment so customers get the fast and affordable shipping they expect. When ShipBob merges with Skubana, operational complexity becomes much more manageable, as users can analyze and automate their order fulfillment in a snap.


Swan Packaging Fulfillment provides pick and pack order fulfillment and packaging assembly services for both direct-to-consumer and B2B customers. With the Skubana integration, Swan users can leverage streamlined multichannel fulfillment across industries, as well as an automated exchange of order information, tracking details, and inventory level updates.


Warwick Fulfillment Solutions is a B2B and B2C fulfillment provider, with expertise spanning product categories from apparel to food. Warwick’s solutions are flexible enough to support both emerging brands and established multichannel sellers. Their warehouse management system maintains inventory at the pallet, outer case, inner case and individual SKU levels.

Alloy Automation

Alloy Automation is a no-code tool that enables online brands to set up automated workflows and eliminate the time-consuming tasks associated with running their stores. This platform offers over 60 integrations between ecommerce apps, to help companies further improve their automations, reclaim their time, and focus on their growth.

Bridgerock Data

Bridgerock Data is on a mission to equip burgeoning, direct-to-consumer brands with the power of data science. The Bridgerock platform helps online retailers harness their data to make critical decisions at every stage of their growth. Their team builds and maintains a users’ data warehouse, and connects this information to tell a cohesive story across the entire business.


CartRover is a cloud-based SaaS system and ecommerce application that pulls orders from your shopping carts and marketplaces and loads them into your Skubana account. From there, CartRover will track inventory information to send to Skubana, and even pick up orders from Skubana and forward them to your specified warehouse or shipping partner.

Communique for Marketplaces

Communique for Marketplaces is the premiere reporting solution for Skubana, providing  business intelligence, analytics, and data mining capabilities to enhance every aspect of your ecommerce business. This application features extensive dashboards with over 100 reports, data analyzers, and pivot tables to aid in both tactical and strategic decision making.


Daasity is the only data analytics platform built exclusively for direct-to-consumer brands, having been created by industry leaders within the ecommerce space. Daasity’s proprietary data model can extract, transform, and aggregate data into a single, unified view, which provides access to accurate and holistic insights that empower brands to drive strategic growth.

Desktop Shipper

DesktopShipper is a shipping software that allows you to reduce postage costs by rate-shopping between a wide selection of partnered carriers. With the DesktopShipper app, users can streamline and automate their shipping processes to build confidence, limit mistakes, and optimize functionality whether they’re creating shipments in batches or one at a time.

Data Automation

DataAutomation is a helpful ecommerce tool for automatically syncing inventory counts, order submissions, and retrieving relevant tracking information. With DataAutomation, users never have to worry about how their dropshipper needs custom data to be sent or retrieved, because this software encompasses customs SKUs, FTP, API, PDF, email, and more.


eDesk is the sole help desk specifically designed to meet the needs of online retailers. The eDesk system organizes easy-to-manage tickets, and combines them with each customer’s order history, message history, and shipping information. What this means is, when you partner with eDesk, you have all the context you need to solve customer issues from a single app. offers integration solutions that enable applications to work together as one, in a way that’s easy to understand and implement. Thousands of ecommerce companies rely on this software to synchronize data, automate processes, and streamline their operations to empower both business users and IT to easily integrate any cloud application.

Inventory Planner

Inventory Planner’s powerful insights and data-driven forecasting puts you in control of your inventory, meaning you can free up capital by clearing out what’s not working for you. With advanced forecasting based on sales trends, you can prioritize what needs to be ordered, create accurate purchase orders, and optimize inventory levels for upcoming promotions.


Loop’s model is based around products that are delivered directly to consumers, while at the same time, empties are picked up, washed, refilled, and restocked for delivery to another customer. This waste-free approach gives people the opportunity to purchase their favorite brands and everyday essentials, but with a sustainable twist that’s better for the environment.


PackageBee integrations automate order fulfillment workflows, by replacing time-consuming and error-prone manual processes. Software from PackageBee lets online sellers and omnichannel merchants connect their stores to warehouses and fulfillment providers, meaning they can avoid the hassle of building and maintaining their own integrations.


ReCharge is a cutting-edge subscription payments platform. This system was designed to support companies looking to launch a subscription business with recurring billing, and has partnered with over 15,000 online merchants to date. Integrating ReCharge with Skubana means sellers can easily create and run customized automations to accelerate their workflows.


Returnly works with ecommerce merchants to give instant credit to shoppers who make returns, and is the only platform that allows customers to receive the right item before returning the wrong one. What’s more, Returnly can readily integrate with Skubana for enhanced functionality and a five-star post-purchase experience within a multichannel landscape.


RFWarehouse from Barcoders offers a turnkey warehouse management solution for Skubana users. With the RFWarehouse app, you’ll be privy to features like item lookup, PO receipts, quantity transfers, label printing, and more. This warehouse system will streamline your operations and eliminate errors, thus creating happy customers and boosting your bottom line.

SMS by Zapier

SMS by Zapier connects with Skubana to make sure you won’t miss out on an important, high-dollar order ever again. With the SMS integration, once an order is created in Skubana, Zapier will filter out all orders under a certain total value, and then send an SMS notification for the order so you never inadvertently delay a priority shipment.


StoreAutomator is a cloud-based listing software that’s been specifically designed for multichannel brands and businesses. StoreAutomator uses advanced multichannel listing functionality with native integrations into Skubana, major marketplaces like Amazon, eBay, and Walmart, and shopping carts such as Shopify, Bigcommerce, and Magento.


StoreReport can help you get control over your inventory data by viewing and exporting reports from your Skubana store. The highlights of StoreReport software include Excel-style data presentation, advanced data grid, easy to find (and fix) order errors, custom data grid layouts, custom fields with custom math, export to Excel, and more. is an independent vendor of the USPS and UPS, and has been approved by the USPS to allow people to buy and print postage online. With more than 650,000 customers, is the leading USPS postage provider in the country, and can even integrate with order management and ecommerce solutions — like Skubana — for greater ease of use.


Streamline is a planning and inventory management solution for businesses who want to maximize return on their capital investment with innovative inventory optimization. Streamline uses forecasting to recommend the right purchase orders at the right time, so you can avoid shortages or excess inventory and place your POs directly with Skubana.


Zapier is an automation tool that connects your various apps and online services. With Zapier, you can join two or more apps to automate repetitive tasks without coding or relying on developers to build the integration. Users can create workflows called Zaps, which merge with apps to complete your most time-consuming tasks (so you can focus on other work).


Zendesk is a web-based help desk support tool that makes it incredibly simple to provide high-level customer support. With the Zendesk integration (powered by Zapier), you can automatically add new Skubana customers to Zendesk and generate tickets whenever a new paid order is placed, thus building better, more personal customer relationships. 

Frequently Asked Questions

Why is inventory forecasting important for my business?

Inventory forecasting tools are an important resource for any product-based business. Not only do forecasting systems help automate reorder points and account for changes in order volume, but they also make it easier to reduce your inventory carrying costs, too. These benefits then spill over into greater customer satisfaction, as accurate forecasting ensures your inventory levels can adequately fulfill orders regardless of seasonality or fluctuations in demand.

What is the difference between inventory forecasting and demand planning?

Inventory forecasting is the process of predicting customer demand based on historical data and/or product trends. While demand planning always begins with forecasting, it takes things a step further by considering other factors that influence an accurate prediction (like where inventory is being held). For that reason, inventory forecasting is really part of the larger demand planning process, as it analyzes internal and external data to predict sales.

What should I be looking for in an inventory forecasting software?

When searching for inventory forecasting software solutions, keep an eye out for the reliability of the system, the support service level, and the pricing or total cost of ownership for that platform. You’re also wise to look for software that has forecasting automations, a range of customizable components, and that can verify the accuracy of the algorithm a software uses to determine reorder points. Not every forecasting engine handles seasonality or bundled products very well, but the best systems navigate these touchpoints with ease.

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