How to Optimize Product Listings in TikTok with Data

September 8, 2025

Graas

TikTok Shop is booming. Its Gross Merchandise Value (GMV) hit $33.2 billion globally in 2024, up from just $1 billion in 2021. And it’s not slowing down. Analysts project around $30 billion in 2025, with growth rates nearing 100% year over year. 

But while the platform is growing fast, not every product listing sees the same success. Some listings go viral, while others barely get seen. The difference often comes down to how eCommerce brands use data. 

In this blog, we’ll break down how to optimize your TikTok Shop listings with data, improving visibility, conversions, and sales without guesswork. Let’s dive right in! 

Why Optimizing Listing on TikTok Shop Matters 

We’ve seen this across platforms like Amazon, Shopify, and Shopee. Once you start relying on data, your results become more predictable and scalable. TikTok Shop is no different. 

With its blend of social engagement and shopping intent, optimizing listings with data is what separates high-performing sellers from the rest. Here’s why it matters:

1. Discovery vs. Conversion

TikTok is great at helping people find new products, but discovery doesn’t guarantee sales. A clear title, optimized keywords, accurate attributes, and strong visuals help TikTok’s algorithm understand your product better. The more relevant your listing is, the higher your chances of appearing in “For You” feeds and converting casual viewers into buyers. 

2. Content Isn’t Everything

Most sellers invest in videos, trends, and creators but skip the fundamentals. If your product details, tags, or price points aren’t optimized, your reach and ranking suffer. Creative videos might grab attention, but only well-structured listings can sustain growth by improving visibility in TikTok Shop’s search and recommendation systems. 

3. Algorithm + Experience

TikTok rewards listings that perform well across engagement, accuracy, and buyer satisfaction. Optimized data helps the algorithm push your products to the right audiences while giving shoppers a frictionless experience, from discovery to checkout. When your listings are clean, complete, and keyword-rich, you’re not just boosting visibility; you’re building long-term credibility and conversion power. 

Key Data Points that Influence TikTok Listing Performance

Catchy titles and viral videos are just one part of optimizing TikTok Shop listings. But for real growth, you need to closely monitor some metrics on a SKU level. 

Each metric gives insight into how users discover, interact with, and purchase your products. Here are the key data points that directly impact your TikTok Shop performance and visibility:

1. Product Click-Through Rate (CTR)

CTR shows how many people click on your listing after seeing it in their feed or search results. A low CTR often means your thumbnail, title, or price isn’t compelling enough. Test different thumbnail styles, adjust your product titles with trending keywords, and ensure your first frame or image aligns with what TikTok users are currently engaging with.

2. Conversion Rate

Once users land on your listing, conversion rate measures how many actually buy. A poor conversion rate signals that something’s off (unclear descriptions, missing information, slow shipping, or weak visuals). 

3. Cart Abandon Rate

Cart abandon data shows how often users add products but don’t complete the purchase. High abandonment can result from hidden shipping costs, complex checkout, or lack of urgency. Use TikTok promotions, countdown timers, or discounts to nudge users back to complete the transaction. 

4. Return and Cancellation Rates

Frequent returns or cancellations can hurt both your profit and TikTok’s algorithmic trust in your brand. Analyze patterns: are customers returning for quality issues, inaccurate descriptions, or sizing confusion? Use this feedback to refine your content and product details.

5. Inventory Health

TikTok prioritizes listings that are consistently in stock. If a product frequently sells out or goes inactive, it loses ranking momentum. Use real-time inventory tracking and sync your Shopify or backend tools to avoid stockouts.

6. Pricing Competitiveness

TikTok users are price-sensitive. Compare your prices with similar trending items to ensure you’re not overpricing. Use TikTok’s “Market Insights” tools or third-party data to benchmark and dynamically adjust pricing during peak seasons.

7. Customer Ratings and Reviews

Positive reviews and high star ratings build credibility fast. Encourage verified buyers to leave feedback and respond to negative reviews promptly. TikTok’s algorithm considers review sentiment as a key ranking factor, so maintaining strong feedback directly improves your listing visibility and conversion potential. 

How to Use Data to Improve TikTok Listings

Once you start collecting performance data from TikTok Shop, the next step is acting on it. Here’s how you can use the collected data to improve your listings and boost conversions continually.

1. Analyze High vs. Low-Performing SKUs

Start by comparing your top 10% and bottom 10% of SKUs based on conversion rate and average order value (AOV). For example, if your best-performing product has a conversion rate of 7% and a poor one sits at 1.5%, look at what differentiates them (title clarity, visuals, review count, or pricing). Identify patterns that consistently show up in your winners and replicate them across other listings. 

Use TikTok’s analytics or, even better, Graas’ eCommerce analytics platform to break this down daily/weekly. The goal is to spot what your best products are doing right and scale those traits.

2. Test Different Titles, Thumbnails, and Descriptions

TikTok’s algorithm responds quickly to listing updates, making it a great platform for A/B testing. Try small tweaks like: 

  • Adding trending keywords in titles (e.g., “Korean Lip Tint” vs. “Long-Lasting Lip Tint”).
  • Testing thumbnail variations like lifestyle image vs. product-only shot.
  • Rewriting the first two lines of your description for better clarity or emotional hook.

Monitor your CTR for each variation. Even a 0.5–1% CTR increase can mean hundreds of extra visitors weekly on high-traffic SKUs.

3. Use Data to Optimize Product Categorization and Hashtags

TikTok relies on accurate categorization and hashtags to match listings with relevant audiences. If your product isn’t showing up in the right For You feeds, check your category placement and keyword tags.

For example, if you sell a serum, make sure it’s tagged under “Skincare → Face Serum” and includes hashtags like #GlowingSkin or #SkinTok. Use analytics to see which tags drive the most clicks or conversions, then focus on those.

4. Identify Hero Products to Promote Aggressively

Data helps you find your “hero” SKUs, the ones that drive the most traffic, engagement, or repeat sales. Typically, these are your top 20% of products contributing to 80% of revenue.

Once identified, double down. Use influencer collaborations, TikTok ads, and pin them to the top of your Shop. Allocate ad budgets strategically toward these listings, since they already have proven demand and conversion strength.

5. Rework or Retire Underperforming SKUs

Underperforming SKUs don’t just sit idle, they can pull down your store’s overall performance score. TikTok’s algorithm notices if a store consistently pushes low-engagement products. 

Audit these listings monthly. If a product has a CTR below 1% and conversion rate under 2%, consider revising it (change visuals, rewrite descriptions, or test new bundles). If performance doesn’t improve after 30 days, remove or deactivate it to protect your store’s ranking. 

6. Adjust Pricing and Bundling Strategies Based on SKU-Level Trends

Pricing is one of the most powerful levers for performance. Use your data to spot price elasticity, if sales volume rises significantly when price drops by 5–10%, you’ve found a sweet spot.

Try bundling complementary SKUs (e.g., “lip tint + liner” or “serum + moisturizer”) and monitor AOV. Bundles can improve overall conversion rates by 10–20% while moving slower stock. 

Dynamic pricing based on seasonality or competitor analysis can also make a big difference. During peak shopping events, slightly undercutting your competitors or offering limited-time bundles can boost your visibility in TikTok’s ranking algorithm. 

Common Mistakes Sellers Make With TikTok Product Listing Optimization 

Many sellers miss out on growth because they focus on vanity metrics instead of real performance data. Here are a few common mistakes to avoid on TikTok Shop:

  • Ignoring listing performance and focusing only on video views: High views don’t guarantee sales. If listings aren’t optimized, that traffic doesn’t convert.

  • Not tracking product-level conversion rates: Store-level data hides weak SKUs. Monitoring conversion by product helps you spot issues early.

  • Running paid campaigns without SKU performance analysis: Promoting low-converting products wastes ad spend. Always back campaigns with data on what’s already performing organically.

  • Not syncing inventory levels with demand trends: Going out of stock during high demand breaks your sales momentum and ranking. Use demand forecasting to stay ahead.

Avoiding these mistakes ensures your TikTok Shop strategy stays data-driven, maximizing every click, view, and sale. 

How Graas Helps Sellers Optimize TikTok Listings

One of the biggest challenges with TikTok Shop is data fragmentation. Sellers can view engagement and order data within TikTok, but that doesn’t tell the full story. 

Without visibility into how marketing, pricing, and inventory interact, it’s hard to understand why a product performs a certain way. 

That’s where Graas bridges the gap, by bringing together your TikTok Shop data with sales, ad, and SKU-level insights from all your connected platforms. 

1. SKU-Level Analytics Across TikTok Shop

Graas gives you a unified dashboard that tracks every SKU’s performance across TikTok Shop from impressions and CTR to conversions and returns. Instead of relying on TikTok’s limited reporting, you can see how each product contributes to total revenue and profit margins.

2. Identify High, Medium, and Low-Performing SKUs

Graas automatically categorizes your SKUs into high-performing, high-potential, low-potential, and non-performing groups. This helps you know which listings to promote aggressively, which ones to rework, and which to phase out. Sellers can filter SKUs by performance metrics, so decisions are fast and data-driven.

3. View TikTok Product Metrics Alongside Sales and Marketing Data

Most sellers view TikTok in isolation but Graas combines it with data from your other sales channels, Facebook Ads, and Google Ads. You can see if your TikTok-driven traffic actually converts into multi-channel sales or if ad spend is cannibalizing other channels. This 360° view helps you allocate marketing budgets more efficiently.

4. Improve Listing Strategy, Ad Targeting, and Inventory Allocation

With Graas, you can identify which listings have the highest ad ROI, understand demand trends, and sync your inventory accordingly. It helps you make smarter listing updates, refine targeting for TikTok ads, and ensure bestsellers never go out of stock — leading to higher visibility and sustained growth.

Use Graas to unlock full product performance visibility on TikTok Shop. Book a demo today!

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TikTok Shop is booming. Its Gross Merchandise Value (GMV) hit $33.2 billion globally in 2024, up from just $1 billion in 2021. And it’s not slowing down. Analysts project around $30 billion in 2025, with growth rates nearing 100% year over year. 

But while the platform is growing fast, not every product listing sees the same success. Some listings go viral, while others barely get seen. The difference often comes down to how eCommerce brands use data. 

In this blog, we’ll break down how to optimize your TikTok Shop listings with data, improving visibility, conversions, and sales without guesswork. Let’s dive right in! 

Why Optimizing Listing on TikTok Shop Matters 

We’ve seen this across platforms like Amazon, Shopify, and Shopee. Once you start relying on data, your results become more predictable and scalable. TikTok Shop is no different. 

With its blend of social engagement and shopping intent, optimizing listings with data is what separates high-performing sellers from the rest. Here’s why it matters:

1. Discovery vs. Conversion

TikTok is great at helping people find new products, but discovery doesn’t guarantee sales. A clear title, optimized keywords, accurate attributes, and strong visuals help TikTok’s algorithm understand your product better. The more relevant your listing is, the higher your chances of appearing in “For You” feeds and converting casual viewers into buyers. 

2. Content Isn’t Everything

Most sellers invest in videos, trends, and creators but skip the fundamentals. If your product details, tags, or price points aren’t optimized, your reach and ranking suffer. Creative videos might grab attention, but only well-structured listings can sustain growth by improving visibility in TikTok Shop’s search and recommendation systems. 

3. Algorithm + Experience

TikTok rewards listings that perform well across engagement, accuracy, and buyer satisfaction. Optimized data helps the algorithm push your products to the right audiences while giving shoppers a frictionless experience, from discovery to checkout. When your listings are clean, complete, and keyword-rich, you’re not just boosting visibility; you’re building long-term credibility and conversion power. 

Key Data Points that Influence TikTok Listing Performance

Catchy titles and viral videos are just one part of optimizing TikTok Shop listings. But for real growth, you need to closely monitor some metrics on a SKU level. 

Each metric gives insight into how users discover, interact with, and purchase your products. Here are the key data points that directly impact your TikTok Shop performance and visibility:

1. Product Click-Through Rate (CTR)

CTR shows how many people click on your listing after seeing it in their feed or search results. A low CTR often means your thumbnail, title, or price isn’t compelling enough. Test different thumbnail styles, adjust your product titles with trending keywords, and ensure your first frame or image aligns with what TikTok users are currently engaging with.

2. Conversion Rate

Once users land on your listing, conversion rate measures how many actually buy. A poor conversion rate signals that something’s off (unclear descriptions, missing information, slow shipping, or weak visuals). 

3. Cart Abandon Rate

Cart abandon data shows how often users add products but don’t complete the purchase. High abandonment can result from hidden shipping costs, complex checkout, or lack of urgency. Use TikTok promotions, countdown timers, or discounts to nudge users back to complete the transaction. 

4. Return and Cancellation Rates

Frequent returns or cancellations can hurt both your profit and TikTok’s algorithmic trust in your brand. Analyze patterns: are customers returning for quality issues, inaccurate descriptions, or sizing confusion? Use this feedback to refine your content and product details.

5. Inventory Health

TikTok prioritizes listings that are consistently in stock. If a product frequently sells out or goes inactive, it loses ranking momentum. Use real-time inventory tracking and sync your Shopify or backend tools to avoid stockouts.

6. Pricing Competitiveness

TikTok users are price-sensitive. Compare your prices with similar trending items to ensure you’re not overpricing. Use TikTok’s “Market Insights” tools or third-party data to benchmark and dynamically adjust pricing during peak seasons.

7. Customer Ratings and Reviews

Positive reviews and high star ratings build credibility fast. Encourage verified buyers to leave feedback and respond to negative reviews promptly. TikTok’s algorithm considers review sentiment as a key ranking factor, so maintaining strong feedback directly improves your listing visibility and conversion potential. 

How to Use Data to Improve TikTok Listings

Once you start collecting performance data from TikTok Shop, the next step is acting on it. Here’s how you can use the collected data to improve your listings and boost conversions continually.

1. Analyze High vs. Low-Performing SKUs

Start by comparing your top 10% and bottom 10% of SKUs based on conversion rate and average order value (AOV). For example, if your best-performing product has a conversion rate of 7% and a poor one sits at 1.5%, look at what differentiates them (title clarity, visuals, review count, or pricing). Identify patterns that consistently show up in your winners and replicate them across other listings. 

Use TikTok’s analytics or, even better, Graas’ eCommerce analytics platform to break this down daily/weekly. The goal is to spot what your best products are doing right and scale those traits.

2. Test Different Titles, Thumbnails, and Descriptions

TikTok’s algorithm responds quickly to listing updates, making it a great platform for A/B testing. Try small tweaks like: 

  • Adding trending keywords in titles (e.g., “Korean Lip Tint” vs. “Long-Lasting Lip Tint”).
  • Testing thumbnail variations like lifestyle image vs. product-only shot.
  • Rewriting the first two lines of your description for better clarity or emotional hook.

Monitor your CTR for each variation. Even a 0.5–1% CTR increase can mean hundreds of extra visitors weekly on high-traffic SKUs.

3. Use Data to Optimize Product Categorization and Hashtags

TikTok relies on accurate categorization and hashtags to match listings with relevant audiences. If your product isn’t showing up in the right For You feeds, check your category placement and keyword tags.

For example, if you sell a serum, make sure it’s tagged under “Skincare → Face Serum” and includes hashtags like #GlowingSkin or #SkinTok. Use analytics to see which tags drive the most clicks or conversions, then focus on those.

4. Identify Hero Products to Promote Aggressively

Data helps you find your “hero” SKUs, the ones that drive the most traffic, engagement, or repeat sales. Typically, these are your top 20% of products contributing to 80% of revenue.

Once identified, double down. Use influencer collaborations, TikTok ads, and pin them to the top of your Shop. Allocate ad budgets strategically toward these listings, since they already have proven demand and conversion strength.

5. Rework or Retire Underperforming SKUs

Underperforming SKUs don’t just sit idle, they can pull down your store’s overall performance score. TikTok’s algorithm notices if a store consistently pushes low-engagement products. 

Audit these listings monthly. If a product has a CTR below 1% and conversion rate under 2%, consider revising it (change visuals, rewrite descriptions, or test new bundles). If performance doesn’t improve after 30 days, remove or deactivate it to protect your store’s ranking. 

6. Adjust Pricing and Bundling Strategies Based on SKU-Level Trends

Pricing is one of the most powerful levers for performance. Use your data to spot price elasticity, if sales volume rises significantly when price drops by 5–10%, you’ve found a sweet spot.

Try bundling complementary SKUs (e.g., “lip tint + liner” or “serum + moisturizer”) and monitor AOV. Bundles can improve overall conversion rates by 10–20% while moving slower stock. 

Dynamic pricing based on seasonality or competitor analysis can also make a big difference. During peak shopping events, slightly undercutting your competitors or offering limited-time bundles can boost your visibility in TikTok’s ranking algorithm. 

Common Mistakes Sellers Make With TikTok Product Listing Optimization 

Many sellers miss out on growth because they focus on vanity metrics instead of real performance data. Here are a few common mistakes to avoid on TikTok Shop:

  • Ignoring listing performance and focusing only on video views: High views don’t guarantee sales. If listings aren’t optimized, that traffic doesn’t convert.

  • Not tracking product-level conversion rates: Store-level data hides weak SKUs. Monitoring conversion by product helps you spot issues early.

  • Running paid campaigns without SKU performance analysis: Promoting low-converting products wastes ad spend. Always back campaigns with data on what’s already performing organically.

  • Not syncing inventory levels with demand trends: Going out of stock during high demand breaks your sales momentum and ranking. Use demand forecasting to stay ahead.

Avoiding these mistakes ensures your TikTok Shop strategy stays data-driven, maximizing every click, view, and sale. 

How Graas Helps Sellers Optimize TikTok Listings

One of the biggest challenges with TikTok Shop is data fragmentation. Sellers can view engagement and order data within TikTok, but that doesn’t tell the full story. 

Without visibility into how marketing, pricing, and inventory interact, it’s hard to understand why a product performs a certain way. 

That’s where Graas bridges the gap, by bringing together your TikTok Shop data with sales, ad, and SKU-level insights from all your connected platforms. 

1. SKU-Level Analytics Across TikTok Shop

Graas gives you a unified dashboard that tracks every SKU’s performance across TikTok Shop from impressions and CTR to conversions and returns. Instead of relying on TikTok’s limited reporting, you can see how each product contributes to total revenue and profit margins.

2. Identify High, Medium, and Low-Performing SKUs

Graas automatically categorizes your SKUs into high-performing, high-potential, low-potential, and non-performing groups. This helps you know which listings to promote aggressively, which ones to rework, and which to phase out. Sellers can filter SKUs by performance metrics, so decisions are fast and data-driven.

3. View TikTok Product Metrics Alongside Sales and Marketing Data

Most sellers view TikTok in isolation but Graas combines it with data from your other sales channels, Facebook Ads, and Google Ads. You can see if your TikTok-driven traffic actually converts into multi-channel sales or if ad spend is cannibalizing other channels. This 360° view helps you allocate marketing budgets more efficiently.

4. Improve Listing Strategy, Ad Targeting, and Inventory Allocation

With Graas, you can identify which listings have the highest ad ROI, understand demand trends, and sync your inventory accordingly. It helps you make smarter listing updates, refine targeting for TikTok ads, and ensure bestsellers never go out of stock — leading to higher visibility and sustained growth.

Use Graas to unlock full product performance visibility on TikTok Shop. Book a demo today!