How it works
How to Estimate TPT Sales in 4 Steps
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Enter a product URL or keyword
Paste a TPT product link or search by keyword to pull in the products you care about.
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Review counts over time
We track how many reviews each product had at different dates and compute the change (review delta) over your chosen period.
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Review delta → sales estimate
Using review-to-sale ratios, we turn that review growth into an estimated number of units sold in that period.
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Revenue = estimated sales × price
We combine the estimate with the product’s listed price to show estimated revenue. Discounts and bundles may affect real revenue; we use the listed price as the best-available proxy.
Features
TPT Sales Estimator Features
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Estimated sales
Any time period — see how many units competitors are selling.
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Reviews & growth trends
Track competitor momentum over time.
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Competitor metrics
Compare multiple products side by side.
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Market demand validation
Know if there's real demand before you build.
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Data-driven insights
Make informed decisions before you build.
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Revenue estimation
Based on reviews — calculate potential earnings.
Use cases
Why TPT Sellers Use the Sales Estimator
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Validate a product idea
Check if similar products on TPT are actually selling. Low sales may mean a weak niche; strong sales mean it's worth investing time.
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Spot rising products
Growth in reviews and estimated sales over recent weeks or months shows which products are gaining traction.
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Pricing sanity check
When you see estimated revenue alongside price, you can gauge whether a niche supports your pricing strategy.
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Decide between niches
Compare estimated sales and revenue for different topics or grades to focus on the most promising opportunities.
About
How the TPT Sales Estimator Works
The TPT Sales Estimator uses public review data and review-to-sale ratios to estimate Teachers Pay Teachers competitor sales and revenue. TPT does not publish other sellers’ numbers — we fill that gap so you can validate demand and compare niches before you build. All data is derived from information anyone can see on product pages (reviews, prices); no private or scraped seller data is used.
FAQ
TPT Sales Estimator FAQ
What is the TPT Sales Estimator?
The TPT Sales Estimator is a free tool that estimates Teachers Pay Teachers competitor sales and revenue from public review data. Enter any TPT product URL or keyword to see estimated units sold, review growth, and revenue for your chosen time period.
How does the TPT Sales Estimator calculate product sales?
The Sales Estimator uses review-to-sale ratios and review growth patterns to estimate sales. Since only a small percentage of TPT buyers leave reviews, we analyze review velocity and patterns to provide accurate sales estimates.
Can I see historical sales data for Teachers Pay Teachers products?
Yes! Sales Estimator tracks review changes over time, allowing you to see sales trends over different periods — weekly, monthly, or custom date ranges — to understand product momentum.
How accurate are TPT sales estimates?
While no third-party tool can provide exact sales figures, our estimates are based on industry-standard review-to-sale ratios and have been validated against publicly available seller data. They're reliable for comparing products and validating market demand.
Can the Sales Estimator help validate my TPT product ideas?
Yes. Before investing time creating a product, use the TPT Sales Estimator to check if similar products are actually selling. Low sales across competitors may indicate weak demand; strong sales validate the market opportunity.
Does the TPT Sales Estimator show competitor revenue?
Yes. Sales Estimator combines estimated sales with product pricing to calculate estimated revenue, helping you understand the earning potential in any TPT niche.
How many reviews equal a sale on Teachers Pay Teachers?
Only a small fraction of TPT buyers leave reviews. The Sales Estimator uses industry-standard review-to-sale ratios and review velocity to estimate how many sales likely produced the review growth. Exact ratios vary by product type and price.
Can I compare multiple TPT products?
Yes. Run the estimator on multiple product URLs or keywords and compare estimated sales, review growth, and revenue side by side to decide which niches or products are worth pursuing.
Does the Sales Estimator work for TPT bundles?
Yes. It works for any TPT product URL, including bundles. Revenue is estimated using the product's listed price; for bundles with variable pricing, the estimate reflects the current listed price.
Does it work for new TPT products with few reviews?
Estimates are more reliable when there is meaningful review activity. New products with very few reviews have less data, so the estimate range may be wider. Track growth over time as more reviews come in.
Can I track TPT sales weekly or monthly?
Yes. Select different time periods (e.g., last 7 days, 30 days, or custom ranges) to see how review counts and estimated sales change over time and spot rising products.
Is using a TPT Sales Estimator against Teachers Pay Teachers rules?
No. The tool only uses publicly visible data (review counts, product pages, prices) that anyone can see on Teachers Pay Teachers. We do not access private seller dashboards or non-public data. Using public data for market research is standard practice.