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CPG Retail Data Analytics: The TikTok Shop Growth Insights You Need

Written by The Charm Team | Nov 26, 2025 8:58:16 PM

Retail moves quickly, and consumer packaged goods (CPG) brands must base decisions on real data rather than assumptions. From traditional retailers to social commerce platforms, every sales channel now contributes valuable performance signals that reveal what consumers want, and how quickly those preferences change.

One of the most powerful additions to modern retail analytics is TikTok Shop. As more consumers discover and buy products directly on TikTok, the platform's data has become a core part of the retail sales landscape. For CPG companies, these signals provide a flexible, ongoing view of consumer demand that can be analyzed daily, weekly, monthly, or quarterly.

 

Key Takeaways

  • TikTok Shop data is a vital part of CPG retail analytics, offering measurable insights into real consumer demand.
  • Category and product-level sales trends help brands uncover what’s driving growth and where opportunities exist.
  • Creator activity and hashtag trends directly influence engagement, discovery, and purchase intent.
  • Using platforms like Charm allows brands to turn these insights into clear, data-backed growth strategies.

 

The Role of TikTok Shop in Modern Retail Data

TikTok plays a dual role in consumer purchase behavior. While it is a bottom-of-funnel checkout channel where people can directly purchase products they discover while scrolling, it’s also a top-of-funnel awareness driver. The views generated onthe platform lead to enormous volumes of sales through their halo effects across other channels (including brick-and-mortar).The data coming from this channel is no longer “social” data; it’s retail sales data that helps brands understand how and why products perform.

For CPG brands, TikTok Shop insights are useful even if they aren’t selling directly on the platform. Sales patterns, pricing ranges, creator engagement, and trending products all reflect wider consumer sentiment that influences purchasing behavior across channels.

The most important sales metrics cover revenue, product performance, pricing, and creator activity. Brands should monitor category growth to see where demand rises, track product sales to compare against competitors, review price and promotion results to understand consumer response, and measure creator and ad spend to see what drives conversions.

When integrated into retail analytics dashboards, TikTok Shop data becomes part of a brand’s holistic retail intelligence, revealing what’s working both online and in-store.

 

Turning Data into Growth Strategy

When analyzed correctly, retail sales data, including TikTok Shop data, becomes a foundation for growth across product development, marketing, and distribution. Here’s how CPG brands can apply it:

  1. Competitive Benchmarking
    Use category and product-level data to see how rival brands perform on TikTok Shop and other retail channels. Benchmark sales growth, SKU velocity, and engagement rates to identify where your brand stands.
  2. Identifying Best-Selling Products
    Pinpoint SKUs that generate the most revenue and understand why they are winning the space whether it be from creator partnerships, competitive pricing, or viral content. 
  3. Optimizing Pricing and Promotions
    Leverage TikTok Shop pricing data to see what ranges consumers convert on. Align your retail prices and promotions across both social and physical stores.
  4. Informing Product Development
    Sales and hashtag trend data can reveal rising trends or even ingredients like “collagen” or “peptide” that guide innovation.
  5. Spotting Market Gaps
    Use retail data to identify unserved categories or product types that consumers are actively searching for but not finding.
  6. Tracking Social Trends for Marketing
    Monitor hashtags and viral creator content tied to retail sales growth to inspire your own campaigns.

Even if a brand isn’t selling directly through TikTok Shop, analyzing the sales activity of competitors and related categories helps predict what consumers will want next. This information feeds directly into marketing and retail planning.

 

CPG Categories Winning on TikTok Shop

TikTok Shop’s retail sales data highlights how different CPG categories behave in real time. By examining leading shops, products, and creators, brands can identify performance drivers unique to their market segment. The following examples from Beauty, Health, and Food & Beverages show how each category translates consumer interest into measurable sales.

Beauty Category

Beauty brands dominate TikTok Shop sales, and the data reveals why. Top-performing beauty brands illustrate how creator collaboration and community-driven engagement translate into higher sales and visibility. 

Data shows that viral beauty content, especially creator-led routines and trending ingredients, consistently turns views into purchases. This pattern highlights how the beauty category thrives when storytelling, education, and authenticity intersect with measurable retail performance.

  • Top Shop: Medicube — $61M revenue, 2.2M items sold
  • Top Product: Dr Melaxin Official Peel Shot Glow Rice Ampoule Duo — $19.7M revenue, 504K items sold
  • Top Creator: @lexirosenstein — $4.3M revenue, 278M views, $2.6M ad spend
  • Trending Hashtag: #peptideeyepatches rose from 2 to 16M views, an 818M% increase

Beauty brands analyzing this data can better understand pricing, influencer impact, and product trends,  insights that extend well beyond TikTok Shop into retail shelf strategy.

 

Health & Wellness Category

Wellness and supplement brands are using TikTok Shop analytics to identify broad shifts in consumer interest and emerging ingredient trends. The data reveals that consistent demand for health-related products reflects growing consumer focus on daily wellness routines and functional benefits, helping brands spot emerging trends and understand which ones are gaining or losing momentum.

  • Top Shop: Goli Nutrition — $47.8M revenue, 2.1M items sold
  • Top Product: Yerba Mate Instant Tea Powder — $16.8M revenue, 578K items sold
  • Top Creator: @drew.review — $2.3M revenue, 99M views, $660K ad spend
  • Trending Hashtag: #dolewhipproteinpowder jumped from 2 to 1.8M views, a 91M% surge

Collagen, protein, and probiotics consistently appear in high-performing SKUs, helping health brands fine-tune product positioning and new product development.

 

Food & Beverages Category

TikTok Shop data reveals broader shifts in consumer taste and lifestyle preferences. Hashtags and creator content can quickly influence what flavors, packaging, and product types capture attention in the food and beverage category, showing how consumer excitement translates into measurable demand.

  • Top Shop: Nerdy Nuts Shop — $7.5M revenue, 496K items sold
  • Top Product: Cutler Nutrition Liquid Carnitine 3000 — $6.3M revenue, 260K items sold
  • Top Creator: @jessikabaileyg — $1.5M revenue, 172M views, $254K ad spend
  • Trending Hashtag: #buckeduproteinsoda grew from 163 to 1.5M views, a 931K% increase

By analyzing these data patterns, brands can see how certain food and beverage themes, like functional drinks and protein-based snacks, gain popularity over time. This perspective helps brands plan inventory, marketing, and product development in response to consumer shifts before those trends reach their peak in other retail outlets.

 

Turn TikTok Shop Data into Actionable Growth with Charm

Today’s CPG leaders depend on retail sales data from every point of purchase, including TikTok Shop. When used strategically, TikTok Shop data helps brands identify effective creators and campaigns, analyze hashtag engagement, and evaluate new launches. Consistent use of this information enables smarter, data-driven decisions that fuel long-term growth.

For brands, success means treating TikTok Shop not as a separate platform but as a core source of retail data, one that reflects real-time buying intent. By integrating these insights with broader analytics, CPG companies can make faster, smarter, and more profitable decisions.

Book a demo with Charm today to explore how TikTok Shop data can fuel your brand's growth.