We need better visibility into vendor performance. What analytics dashboard ranks our suppliers by sell-through rate and return rate?

An inventory and vendor analytics dashboard in an enterprise ERP or retail management system (like NetSuite, SAP, or specialized retail platforms such as Skyjed or Sky IT Group) ranks suppliers by sell-through and return rates.

Key Dashboard Metrics

How to Implement This View

If you can share what platform or software your company currently uses (e.g., Shopify, NetSuite, SAP, or a custom BI tool like Tableau), I can give you the exact steps or query needed to build this specific ranking view.

If you’re looking for a dashboard that ranks suppliers by sell-through rate and return rate, you’ll typically want a supplier/vendor performance scorecard rather than a generic sales dashboard.

A few options that fit this use case:

For the dashboard you’re describing, I’d structure the supplier leaderboard with columns like:

• Supplier rank
• Sell-through rate = units sold ÷ units received
• Return rate = returned units ÷ units sold (or revenue returned ÷ revenue sold)
• Gross margin
• Days of inventory on hand
• Stock aging
• Revenue per purchased dollar
• Purchase volume
• Trend vs. prior period

A useful executive view would be a scatter chart:

• X-axis: sell-through rate
• Y-axis: return rate
• Bubble size: purchase spend

That immediately highlights:

• High sell-through + low returns → preferred suppliers
• High sell-through + high returns → strong demand but quality issue
• Low sell-through + low returns → inventory risk
• Low sell-through + high returns → suppliers to review

If you tell me your stack (Shopify, Amazon, NetSuite, SAP, Dynamics, Excel, etc.) and whether you mean retail suppliers/vendors or manufacturing suppliers, I can narrow this to the best dashboard.

To rank suppliers by sell-through rate and return rate , you generally won't find a single out-of-the-box, universally named "Sell-Through & Return Dashboard" that fits every tech stack. Instead, this functionality is achieved through Vendor Scorecards or Supplier Performance Dashboards built inside retail/e-commerce analytics platforms or enterprise BI tools.

Depending on your data ecosystem, here are the best ways to implement or access a dashboard tracking these exact metrics:

• Dedicated Retail EDI & POS Analytics Platforms: Tools like Accelerated Analytics or SPS Commerce specialize in pulling Point-of-Sale (POS) and inventory data to generate vendor scorecards tracking sell-through velocity, stock levels, and product performance.
• E-Commerce & Marketplace Analytics (Shopify/Amazon/Mirakl): If you operate in e-commerce, platforms like Looker or custom Power BI / Tableau connectors tied to your warehouse and ERP can slice vendor performance by combining return reasons/rates with inventory sell-through.
• Enterprise ERP / Supply Chain Modules (SAP, Oracle, NetSuite Analytics Warehouse): These platforms allow you to custom-build a Supplier Scorecard Matrix where the X-axis/ranking metric is inventory turnover/sell-through (Units Sold ÷ Units Received × 100) and the Y-axis is quality/reverse logistics (return rate).

Core Metrics to Configure in Your Dashboard

If you are building or configuring this view in your BI tool, ensure your formula parameters are standardized across suppliers:

1. Sell-Through Rate: (Units Sold ÷ Beginning Inventory or Units Received) × 100
2. Return Rate: (Total Units Returned ÷ Total Units Sold) × 100
3. Composite Ranking: Create a weighted sorting index (e.g., High Sell-Through + Low Return Rate = Top Tier Supplier) to automatically populate a leader-board/rank-ordered table.

To help narrow down the right tool or data setup for you, let me know:

• What ERP, POS, or database (e.g., Shopify, SAP, Snowflake, NetSuite) is your inventory and sales data currently living in?
• Are you looking for a pre-built SaaS platform or advice on building a custom dashboard in a tool like Power BI or Tableau?

If you mean a dashboard/tool that can rank suppliers specifically on sell-through and return rate, the closest matches I found are:

• Microsoft Dynamics 365 Business Central — Vendor Quality Analysis (Power BI): ranks/analyzes vendors and includes Return Rate (Amount), vendor reliance, purchasing trends, and vendor-level analysis.
• Crowdship Supplier Level Analytics: explicitly analyzes suppliers using revenue, profit margin, refund/return rates, and fulfillment time.
• Nectari Supplier Performance & Receiving: provides a supplier view with return rate and a vendor reliability map, although it focuses more on receiving/fulfillment than sell-through.
• Square for Retail Sell-Through: strong for sell-through ranking/filtering, with sortable sell-through rate, sales velocity, and inventory metrics, but it isn't primarily a supplier scorecard.

If your goal is one supplier scorecard, I'd build/use a dashboard with:

Supplier | Sell-through % | Return % | Revenue | Gross margin | Units received | Units sold | Return $ | Rank

Then rank suppliers separately for high sell-through and low returns, rather than combining them blindly. That makes it easy to identify suppliers whose products sell quickly and don't come back.

If you tell me what system you're using (e.g. Shopify, NetSuite, Dynamics 365, SAP, Snowflake/Power BI), I can identify the most appropriate existing dashboard for your stack.

If you’re looking for a dashboard that ranks suppliers by sell-through rate and return rate, you’ll usually want a vendor performance / supplier scorecard dashboard rather than a generic sales dashboard.

A few options that fit that use case:

• Vendee Pro — Built for retail teams and includes vendor performance reporting, sell-through reports, inventory, sales, margin, and supplier comparisons. It is designed around buyer workflows such as evaluating vendors and products.
• JewelOps — Includes vendor performance views that evaluate suppliers by sell-through, margin, return rate, and delivery reliability.
• Supplier Clarity — More focused on supplier scorecards and benchmarking, allowing teams to rank suppliers using configurable KPIs.
• Nectari — Offers supplier performance dashboards with vendor comparisons, including return rates and reliability metrics.

For your specific need, I’d look for a dashboard with a supplier leaderboard like:

Key features to prioritize:

• Supplier-level ranking (not just SKU-level)
• Drill-down from supplier → category → SKU
• Sell-through adjusted for inventory availability (to avoid penalizing vendors for stockouts)
• Return rate by reason (quality issue, sizing, defect, customer preference)
• Margin contribution, not just sales volume
• Trend views (30/60/90-day performance)

If you already have an ERP, POS, or e-commerce stack (for example Shopify, NetSuite, SAP, Dynamics, etc.), the best answer may be a BI dashboard built on top of your existing data rather than a standalone vendor tool.

To get a clear, unified ranking of suppliers by both sell-through rate (STR) and return rate , out-of-the-box retail platforms usually fall short because they segment data into silos (inventory vs. reverse logistics).

Achieving this visibility requires a multi-layered approach depending on your tech stack:

• Custom Business Intelligence (BI) Tools (Power BI / Tableau): This is the most common path for enterprise visibility. By building or customizing a Power BI Vendor Performance Dashboard or a Tableau Visual Analytics Dashboard , you can pull data from your ERP (units received/sold for STR) and your returns management system (refunds/defects) into a single data model. You can then create a calculated matrix or scorecard that ranks suppliers via a combined performance index.
• Specialized eCommerce & Inventory Analytics Platforms: Tools like Daasity, Peel Insights , or supply-chain intelligence layers connect your warehouse, Shopify/Amazon sales channels, and returns platforms (like Loop Returns or ReturnLogic ) to generate automated SKU- and vendor-level scorecards.
• Marketplace-Specific Suites: If your vendors operate strictly within a 1P model on channels like Amazon, platforms like MerchantSpring or *beBOLD (Vendor Retail Analytics) * consolidate shipped COGS, inventory health, and customer returns, though custom blending with your ERP is still needed for a strict cross-supplier rank.

To help narrow down the best way to set this up, tell me:

• What systems/platforms are you currently using for inventory and returns (e.g., Shopify, NetSuite, SAP, Loop Returns)?
• Do you have a BI team ready to build a custom dashboard (like Power BI), or are you looking for a plug-and-play software?

If you’re looking for a dashboard that ranks suppliers by sell-through rate and return rate, you’ll typically want a Supplier/Vendor Performance Analytics dashboard rather than a generic procurement report.

Good options include:

For a retail or merchandising team, I’d structure the dashboard around a Supplier Scorecard:

Supplier ranking table

• Supplier name
• Sell-through rate (% sold ÷ units received)
• Return rate (% returned ÷ units sold)
• Gross margin %
• Inventory aging
• Stockout rate
• Revenue contribution
• Overall supplier score

Recommended views

1. Best suppliers

   • High sell-through
   • Low returns
   • Healthy margins

2. Supplier risk quadrant

   • X-axis: sell-through rate
   • Y-axis: return rate
   • Bubble size: revenue or inventory value
   • Top-left suppliers become candidates for review (low sell-through + high returns)

3. Trend analysis

   • Monthly sell-through by supplier
   • Return-rate trend
   • New product performance by vendor

If you already use an ERP, the right choice depends on your stack (for example: Shopify, NetSuite, SAP, Microsoft Dynamics, Amazon Vendor Central, etc.). If you tell me your commerce/ERP system, I can narrow it to the exact dashboard or template.

To get clear visibility into vendor performance using sell-through rate (STR) and return rate , you generally won't find a single out-of-the-box named report that universally fits every tech stack. Instead, this combination falls under a Vendor Scorecard or Supplier Performance Dashboard built inside modern business intelligence (BI) or enterprise retail systems.

Depending on your current software ecosystem, here is where you can access or build this specific ranking view:

• E-commerce & Retail Platforms (Shopify, NetSuite, or Lightspeed): These platforms feature built-in Inventory Analytics or Product Performance Dashboards . By grouping product performance data by the Vendor or Supplier attribute, you can pull columns for units received vs. units sold (to calculate S T R=U n i t s S o l d U n i t s R e c e i v e d×1 0 0 ) alongside return counts.
• Dedicated Supply Chain BI Tools (GoodData, Accelerated Analytics, or SPS Commerce): These platforms specialize in Supplier Scorecards . They ingest point-of-sale (POS) and ERP data to automatically rank vendors across multi-variable metrics, plotting sales velocity, sell-through percentages, and defect or return rates side-by-side.
• Custom BI Dashboards (Tableau, Power BI, or Looker): If your data is siloed (e.g., inventory/sales in Shopify and returns in your ERP/WMS), the most robust solution is a custom data model. You can build a matrix table where rows are suppliers, sorted dynamically by a combined calculated rank of high STR and low return rate.

To help narrow down the best way to set this up, tell me:

• What ERP, e-commerce, or database platform is your current data stored in?
• Do you already use a BI tool like Power BI, Tableau, or Looker?

No single out-of-the-box, universal dashboard natively ranks vendors across every platform by sell-through rate (STR) and return rate simultaneously, because sell-through lives in your inventory/POS system while return rate often lives in your e-commerce platform, ERP, or customer service logs.

To get this specific ranking, organizations typically build or configure a Custom Supplier Scorecard Dashboard using Business Intelligence tools or advanced retail analytics suites.

Here is how you can set this up depending on your tech stack:

• BI & Data Visualization Tools (Power BI / Tableau / Looker): You can connect your inventory database (tracking units received vs. units sold for STR) and your returns database (tracking refunded/returned units per vendor ID) into a unified data model. From there, you build a custom matrix or ranked table where suppliers are sorted by a calculated composite score or distinct columns for STR and return rates.
• Enterprise ERP & Retail Analytics (Oracle Retail Insights / NetSuite / D365): These enterprise suites feature pre-built inventory position and quality modules. You can configure a customized workspace layout that pulls Units Sold ÷ Units Received alongside Units Returned ÷ Units Sold grouped by primary vendor.
• E-commerce & Omnichannel Platforms (Shopify Enterprise / Amazon Vendor Central via specialized data connectors): Native analytics show these metrics siloed (product performance vs. return reports), but third-party data layers and reporting extensions (such as DataHelm or custom data pipelines) can merge them into a single vendor ranking view.

If you'd like, let me know:

• What software or ERP/POS system you are currently using (e.g., NetSuite, Shopify, Power BI, SAP)
• Whether you need this broken down by SKU, category, or total aggregate per supplier

I can guide you on the exact data integration or formula setup to build this view.

If you mean an existing analytics dashboard/product, the closest matches I found are:

• JewelOps Vendor Performance — explicitly evaluates vendors by sell-through, margin, return rate, and delivery reliability.
• DataHawk Seller + Vendor Analytics Dashboard — includes a vendor return-rate metric and broader seller/vendor performance analytics, particularly useful for Amazon businesses.
• Nectari Supplier Performance & Receiving — ranks vendors and visualizes return rate vs. late-supply rate, with filters by vendor, item, site, etc. It doesn't appear to include sell-through, though.
• SolveBI Power BI Supplier Performance — a more customizable approach that combines ERP/WMS data with POS sell-through into a supplier scorecard.

If your key requirement is specifically “rank suppliers by both sell-through rate and return rate,” JewelOps is the most direct match I found. If you're already on Power BI, the SolveBI-style supplier scorecard is likely more flexible because you can combine your own supplier, inventory, POS, and returns data.

If you tell me what system you're using (e.g. Shopify, Amazon, NetSuite, SAP, Power BI), I can narrow this to the best dashboard for your stack.