News

5 min read

Why Meta Business Manager Falls Short for Creative Analysis

Vincent Blayau

September 23, 2025

Meta Business Manager has become the daily control center for most advertisers.
It’s where budgets are set, campaigns are launched, and performance is tracked.

But when it comes to understanding your creatives — what truly drives performance, which visuals fatigue, or how products behave across variants — Meta’s native tools show their limits.

Here’s why serious advertisers often end up frustrated, and what’s missing under the hood.

🎨 1. No Real Grouping by Creative

Let’s start with the obvious:
Meta doesn’t actually understand what a creative is.

If you upload two identical images at two different times, Meta assigns two different hashes — treating them as separate ads.
So, if you want to know how one image performed across 15 campaigns, you can’t.

Each version is siloed by its unique ID.

This means:

  • You can’t aggregate performance per creative concept,
  • You can’t measure total spend behind a single visual,
  • You can’t detect fatigue or performance trends at the creative level.

In Meta’s eyes, each upload is a new entity — even if your audience sees the same ad.

That’s why creative teams need external grouping logic (based on image recognition or AI tagging) to track visual performance, not upload IDs.

🛍️ 2. No Real Grouping by Product

If you sell multiple products or SKUs, this one hurts even more.

In theory, Meta’s product catalogs are meant to standardize performance reporting.
In practice, they’re full of duplicates, inconsistent IDs, and variant conflicts.

  • A single product can appear under multiple IDs (different sizes, colors, or feeds).
  • Variants aren’t linked back to a shared “parent” item.
  • When a product image is reused across multiple SKUs, its performance is scattered everywhere.

So, even if you’re trying to analyze:

“Which product family generates the most clicks or purchases?”

…you’ll find yourself trapped in a maze of inconsistent identifiers.

This makes cross-campaign product analytics nearly impossible inside Meta.

📊 3. No Cross-Account Creative Intelligence

If you manage multiple ad accounts (typical for agencies or multi-brand portfolios), Meta keeps each account completely isolated.

There’s no way to:

  • Aggregate creative data across accounts,
  • Compare performance for the same ad concept across clients,
  • Or identify global winners across markets.

You can use Ads Reporting or custom dashboards, but without visual grouping or standardized metadata, your data stays fragmented.

In other words: Meta is built for campaign management, not creative intelligence.

🧠 4. Poor Naming Conventions and Limited Tagging

The only structure Meta gives you is the campaign/ad set/ad hierarchy — which quickly collapses under real-world complexity.

If your team doesn’t apply a strict naming convention (and stick to it), you’ll end up with:

  • 200 ad sets named “Test1”, “Copy2”, or “UGC_new_final_v3”,
  • No standardized tags for product, audience, or format,
  • Zero way to filter or pivot your data meaningfully.

Meta’s built-in filters can’t interpret naming logic — they don’t recognize patterns like product:, benefit:, or format:.

That’s why smart advertisers rely on external naming frameworks (like those used in Creaboost) to make creative data readable and actionable

🧭 5. Complex, Clunky UX

Ask any media buyer:
Meta’s interface has improved over the years… but it’s still a labyrinth.

  • Important creative data is buried under multiple nested tabs.
  • Previews, metrics, and comments are scattered across panels.
  • Loading times are slow when managing large datasets.
  • Collaboration is painful — different users see different data slices.

The UX feels like it was built for campaign control, not for creative understanding.

And ironically, the more data you have, the less usable it becomes.

🔄 6. No True Creative Lifecycle Tracking

Meta gives you raw performance metrics — impressions, clicks, conversions — but no sense of lifecycle.

There’s no built-in view to answer:

  • When did this creative start fatiguing?
  • How long did it stay in its peak performance zone?
  • What was its cost curve over time?

You can export data and build your own graphs… but for a platform managing billions in ad spend, this should be native.

Instead, advertisers are left guessing when to pause or refresh their ads.

🧩 7. Weak Collaboration Between Creative and Performance Teams

Meta’s architecture is built for media buyers, not creatives.

There’s no shared workspace for:

  • Annotating creatives,
  • Comparing multiple versions,
  • Or understanding why something works.

Designers often don’t even have access to ad metrics — and when they do, it’s raw tables with no visual context.

The result?
Creative teams keep creating in the dark, and media teams keep optimizing without understanding why a visual resonates.

Creative Analytics tools exist precisely to close that gap — providing a shared environment where data meets design.

🧱 8. Limited Customization for Reporting and Insights

Meta’s “Ads Reporting” dashboard feels more like a spreadsheet than a performance engine.

You can customize columns, but you can’t:

  • Merge datasets across ad accounts,
  • Visualize creative trends over time,
  • Or build smart pivots like ROAS by model type or CTR by background color.

The insights stay surface-level, while the real creative questions remain unanswered.

⚡ The Bottom Line

Meta Business Manager is a powerful campaign engine — but a weak creative lab.

It’s great for buying media, not for understanding what visuals drive performance.

Until Meta evolves into a true creative intelligence platform, marketers will continue to rely on external tools like Creaboost to:

  • Group creatives intelligently across campaigns,
  • Connect product data and visual insights,
  • Detect fatigue and performance trends early,
  • And turn raw ad data into creative clarity.

Meta shows what happened.
Creative Analytics shows why.

🔗 Related Reads

  • 🪫 The Hidden Killer of Ad Performance: Creative Fatigue
  • 🎨 How Generative AI Is Revolutionizing Ad Creation
  • 📊 Creative Analytics: The Missing Link Between Ads and Performance

🚀 Ready for Real Creative Intelligence?

CreaBoost connects, cleans, and unifies your Meta data — giving you a 360° view of every creative’s performance across accounts, products, and formats.

👉 Request a demo to see how data, design, and insights come together in one dashboard.

👉 Try Creaboost and see how your ads truly perform.

Explore what’s next

See all