Every week I talk to Amazon sellers who tell me their creative "isn't working" — but when I ask how they know, the answer is usually some version of "sales are down" or "I feel like we could do better."
That's not measurement. That's guessing.
Amazon gives you a tool that shows your exact click-through rate and conversion rate for every search term that drives traffic to your listing. It's called the Search Query Performance report, it lives inside Brand Analytics, and most sellers either don't know it exists or don't know how to use it for creative decisions.
I've used SQP data to guide creative optimization on thousands of listings. It's the single most valuable data source for understanding whether your images are actually working — and more importantly, where they're failing. Here's how to use it.
What the Search Query Performance Report Actually Shows You
The Search Query Performance report (SQP) is available to Brand Registered sellers through Brand Analytics in Seller Central. It provides keyword-level data that no other Amazon report gives you.
The key metrics:
- Search Query — the exact term shoppers typed
- Search Query Volume — how many times that term was searched
- Impressions — how many times your product appeared in results for that term
- Clicks — how many shoppers clicked on your listing from that search
- Cart Adds — how many added to cart after clicking
- Purchases — how many bought
From these raw numbers, you can derive your keyword-level CTR (clicks / impressions) and keyword-level CVR (purchases / clicks).
This is where the report becomes powerful for creative decisions. Your overall session percentage and unit session percentage in Business Reports are blended averages across all traffic sources. SQP lets you isolate performance for specific search terms — which means you can see exactly where your creative converts and where it doesn't.
Why SQP Data Is the Best Creative Measurement Tool
Before the SQP report, measuring creative impact on Amazon was imprecise at best. You'd swap an image, watch your sessions and conversion rate over the next two weeks, and hope that nothing else changed (spoiler: something always changed — competitors launched, your ranking shifted, a sale ended).
SQP gives you controlled measurement by keyword. Here's why that matters for creative:
Your hero image performs differently across different search terms. A supplement brand I work with had a hero image that crushed it on branded searches (18% CTR) but underperformed badly on generic category terms like "vitamin D3 supplement" (2.1% CTR vs. a category average of 3.5%). The image leaned heavily on the brand name and logo. Shoppers who already knew the brand clicked. Everyone else scrolled past.
Without SQP data, the blended CTR looked "okay" — around 5%. The keyword-level breakdown told a completely different story and pointed directly at the creative fix: reduce brand emphasis, increase benefit callouts and dosage visibility for non-branded searches.
This is the difference between "our creative is fine" and "our creative fails on the search terms that drive 70% of our potential traffic."
How to Pull and Analyze SQP Data for Creative Decisions
Here's my exact workflow for using SQP data to guide creative optimization:
Step 1: Pull a 30-day SQP report
Navigate to Brand Analytics → Search Query Performance. Select the ASIN you want to analyze, set the reporting range to the last 30 days (weekly views are too volatile for creative analysis), and download the data.
Step 2: Sort by search volume
Your top 20-30 search terms by volume are the ones that matter most. These are the search contexts where your hero image needs to compete. Anything below the top 30 is usually low enough volume that creative changes won't move the needle in a meaningful way.
Step 3: Calculate CTR and CVR by keyword
For each of your top search terms, calculate:
- CTR = Clicks / Impressions
- CVR = Purchases / Clicks
Create a simple spreadsheet with columns for: Search Term, Volume, Impressions, CTR, CVR.
Step 4: Identify the gaps
This is where the creative insights live. Look for these patterns:
- Low CTR on high-volume generic terms → Your hero image isn't competing in search results. The problem is visual differentiation, clarity at thumbnail size, or missing key information.
- High CTR but low CVR → Your hero image is attracting clicks but your detail page isn't converting. Could be a secondary image problem, A+ content problem, or a mismatch between what the hero image promises and what the listing delivers.
- Low CTR on competitor brand terms → You're showing up for competitor searches but shoppers aren't clicking. Your hero image needs stronger visual differentiation from the competitor they were actually looking for.
- Declining CTR over time on stable terms → Competitors updated their creative and you didn't. Time for a refresh.
Step 5: Map findings to creative changes
Each pattern above points to a specific creative fix. I categorize them into three buckets:
- Hero image changes — for CTR problems on the search results page
- Secondary image changes — for CVR problems on the detail page
- A+ content changes — for CVR problems below the fold
Benchmarking: What "Good" Looks Like in SQP Data
One of the most common questions I get: "Is my CTR good?" The answer depends entirely on your category and search term type.
General benchmarks I've observed across 14,000+ hero image optimizations:
| Search Term Type | Typical CTR Range | Strong CTR |
|---|---|---|
| Branded (your brand) | 15-30% | 30%+ |
| Branded (competitor) | 1-4% | 5%+ |
| Generic high-volume | 2-5% | 6%+ |
| Long-tail specific | 5-12% | 12%+ |
CVR benchmarks by search type:
| Search Term Type | Typical CVR Range | Strong CVR |
|---|---|---|
| Branded (your brand) | 15-25% | 25%+ |
| Generic high-volume | 8-15% | 15%+ |
| Long-tail specific | 12-20% | 20%+ |
These are rough ranges. Supplements, beauty, and home & kitchen each have different baselines. But the directional pattern holds: branded terms should always have your highest CTR and CVR, and if they don't, something is seriously wrong with your creative.
The SQP Creative Audit: A Framework for Monthly Review
I run this audit monthly for every brand I manage creative for. It takes 30-45 minutes per ASIN and prevents creative from going stale.
Monthly SQP Creative Audit Checklist:
- Pull 30-day SQP data for your top 5 ASINs by revenue
- Compare CTR trends month-over-month for your top 10 keywords per ASIN
- Flag any keyword where CTR dropped more than 20% from the previous period
- Check CVR on any keyword where you recently changed creative — the SQP report is your before/after measurement
- Identify the 3 highest-volume keywords where your CTR is below category average — these are your highest-impact optimization targets
- Screenshot the search results page for each flagged keyword and analyze what competitors are doing visually
The output of this audit is a prioritized creative brief: which ASINs need hero image changes, what search contexts they're failing in, and what the competitive visual landscape looks like for those terms.
Using SQP Data to Measure Creative Changes
This is where most sellers miss the biggest opportunity. You changed your hero image — great. But how do you know it worked?
The SQP before/after methodology:
- Before the change: Pull a 30-day SQP report. Record CTR and CVR for your top 20 keywords. This is your baseline.
- Make the creative change. Note the exact date.
- Wait 14 days minimum. Amazon's data has some lag, and you need enough volume to be statistically meaningful.
- Pull a new 30-day SQP report starting from the change date (or as close as the reporting allows).
- Compare keyword-level CTR and CVR against your baseline.
What to look for:
- CTR improvement on generic terms → Your new hero image is more visually competitive in search
- CTR improvement on branded terms → Usually marginal, but indicates better brand recognition
- CVR improvement → The new image is setting better expectations, attracting more qualified clicks
- CTR up but CVR down → The new image is more eye-catching but potentially misleading — investigate
Important caveat: SQP data isn't real-time. There's typically a 3-7 day lag, and the data can be noisy on low-volume terms. Only draw conclusions from keywords with at least 200+ impressions in the measurement period.
Common SQP Mistakes That Lead to Bad Creative Decisions
I see these mistakes repeatedly:
Mistake 1: Reacting to weekly data. Weekly SQP data is volatile. A single week where your CTR dropped could be noise — seasonal traffic shifts, a competitor running a Lightning Deal, or just statistical variance. Always use 30-day or longer windows for creative decisions.
Mistake 2: Optimizing for branded terms. If your highest-volume terms are branded, your creative is mostly being seen by people who already know you. Optimizing for these terms gives you marginal gains. The real opportunity is always on non-branded, generic terms where you're competing for new customers.
Mistake 3: Ignoring impression share. SQP also shows you how many total impressions existed for a search term vs. how many your product received. If your impression share is below 5% on a high-volume term, creative optimization won't move the needle — you have a ranking or advertising problem first.
Mistake 4: Not controlling for other variables. If you changed your hero image AND adjusted your price AND launched a new PPC campaign in the same week, your SQP data is useless for isolating creative impact. Change one variable at a time. Wait. Measure.
Mistake 5: Comparing yourself to market averages without context. SQP shows you market-level metrics in some views, but "market" includes every seller showing up for that term — including off-brand products with terrible listings. Your benchmark should be the top 3-5 competitors, not the entire market average.
The SQP-Driven Creative Workflow
Here's how I integrate SQP data into the creative optimization process:
Week 1: Pull SQP data, run the monthly creative audit, identify top 3 optimization targets per ASIN.
Week 2: Screenshot search results for target keywords. Analyze competitor visual patterns. Draft creative briefs with specific direction based on what the data tells you.
Week 3: Execute creative changes — hero image first (highest CTR impact), then secondary images if CVR is the issue.
Week 4: Monitor early signals. Not enough data for conclusions yet, but check for any dramatic drops that indicate a problem.
Week 5+: Pull comparative SQP data. Measure before/after. Document results. Move to the next optimization target.
This cycle means you're making one data-driven creative change per ASIN per month and measuring its impact before moving to the next change. It's slower than swapping all your images at once — but it's the only way to know what actually works.
FAQ
Q: Do I need Brand Registry to access the Search Query Performance report? Yes. SQP is only available through Brand Analytics, which requires Brand Registry enrollment. If you're not Brand Registered, your best alternative is the Search Term Report from Sponsored Products campaigns — it shows you which search terms trigger your ads and their conversion rates, but the data is limited to paid traffic only.
Q: How far back does SQP data go? Amazon provides SQP data going back approximately 12-18 months, depending on when your brand was registered. You can pull historical reports to establish longer-term baselines for your creative performance.
Q: Can I use SQP data for secondary images and A+ content, not just hero images? Absolutely. CTR in SQP tells you about hero image performance (what happens on the search results page). CVR in SQP tells you about your entire detail page experience — which includes secondary images, A+ content, bullet points, reviews, and pricing. If your CTR is strong but CVR is weak, the problem is on your detail page, and SQP confirms it at the keyword level.
Q: How often should I pull SQP reports? Monthly for ongoing creative management. Bi-weekly if you just made a creative change and want to see early signals. Weekly is too noisy for creative decisions, though it can be useful for catching dramatic problems (like an image that accidentally went live wrong).
Q: What's the minimum traffic volume needed for reliable SQP creative insights? I don't trust CTR or CVR calculations on keywords with fewer than 200 impressions in a 30-day window. Below that threshold, the percentages swing too wildly. For statistically meaningful before/after comparisons, you want at least 500 impressions per keyword in each measurement period.
The Search Query Performance report is the closest thing Amazon gives you to a creative analytics dashboard. Most sellers use it for keyword research. The real power is using it for creative measurement — understanding exactly where your images win, where they lose, and what to change next.