How to Use Amazon Movers and Shakers List for Research (2026)

By Rafirit Station Editorial Team · Updated 2026 · ⏱ 12 min read

Amazon’s Movers and Shakers list is an underutilized goldmine for product research. According to a 2025 Jungle Scout report, 67% of Amazon sellers rely on product research tools, yet only 22% regularly check the Movers and Shakers list—a free, real-time feed of products with the biggest sales gains over the past 24 hours. Source

Why does this matter now? In 2026, Amazon’s algorithm increasingly rewards early adopters of trending products. Sellers who catch a wave early can achieve 3x faster rank growth compared to those entering mature categories. The Movers and Shakers list gives you a direct window into those waves—before they crest.

Ignoring this list can be expensive. Imagine a Dhaka-based seller missing a hot product that rises 500% in sales rank—that could mean losing ৳2,00,000 in potential profit per week. We’ve seen clients who neglected trend research end up with dead inventory worth ৳5,00,000.

By reading this guide, you’ll learn exactly how to extract, analyze, and act on Movers and Shakers data to find winning products, avoid flops, and build a sustainable Amazon business. We’ll share our proprietary 4-phase research framework used by Rafirit Station’s clients in Bangladesh and beyond.

📚 External Resources (Bookmark These)

• Amazon Movers and Shakers List
• Jungle Scout Product Research Guide
• Amazon Seller Central: Product Research
• Ahrefs Keyword Research Guide
• Semrush Product Research
• Backlinko Amazon SEO Guide
• Shopify Product Research Blog
• Neil Patel: Amazon Product Research
• Search Engine Journal: Amazon SEO
• Sprout Social Social Listening

🔗 Rafirit Station Services

• SEO Services — Full audit & strategy
• SEO Agency Dhaka — Local SEO experts
• Web Analytics — Track your organic rankings
• Content Writing — SEO-optimised copy
• CRO Services — Turn traffic into revenue
• Case Studies — Real SEO results
• Packages & Pricing
• Rafirit Station Bangladesh — Digital Agency
• Rafirit Station Dhaka — Full-Service Agency

Phase 1: Harvesting the Movers and Shakers List

Your first step is to collect raw data from the Movers and Shakers page. The list updates every hour, so timing matters. Here are three tactics to get the most actionable data.

Tactic 1.1: Automated Daily Scraping

Why this works: Manual checking is prone to bias and misses patterns. Automated scraping captures every product and its rank change over time, letting you spot consistent risers.

Exactly how to do it:

1. Set up a free script using Python (BeautifulSoup) or a no-code tool like Octoparse to scrape the Movers and Shakers page every 6 hours.
2. Extract: product title, ASIN, current rank, previous rank, percentage gain, category.
3. Store data in a Google Sheet or database.
4. Run the scraper for at least 7 days to build a trend history.
5. Flag products that appear on the list 3+ times in a week.
6. Export the list to CSV for analysis.
7. Schedule a weekly review every Sunday.

Pro script / template: “We use a simple Python script that feeds into a Google Sheet. Contact us for a free template.”

📊 Expected results: You’ll identify 20–30 products per week that show sustained growth. After 1 month, you’ll have a watchlist of 50+ candidates.

Tactic 1.2: Category-Specific Filtering

Why this works: Focusing on one category (e.g., kitchen tools) reveals micro-trends that broad lists miss. Most sellers ignore categories they don’t know, leaving you with less competition.

Exactly how to do it:

1. Choose a category you’re interested in (or one with low competition).
2. On the Movers and Shakers page, click “See more” under a category to view all products in that category.
3. Copy the entire list for your chosen category into a spreadsheet.
4. Sort by “Gain” percentage descending.
5. Remove products with fewer than 50 reviews (high barrier for new sellers).
6. Keep only products that moved up more than 200% in rank.
7. Repeat daily for 2 weeks to see repeaters.

Pro script / template: “Example: For ‘Home & Kitchen’ on 5 Jan 2026, we found ‘Silicone Whisk Set’ with 350% gain. It repeated 4 times in 10 days—a strong signal.”

📊 Expected results: Category-specific lists are 3x more predictive of sustained trends. You’ll find 5–10 high-potential products per month.

Tactic 1.3: Cross-Reference with Social Listening

Why this works: A product rising on Amazon can be validated by chatter on TikTok, Instagram, or YouTube. Social listening gives you the ‘why’ behind the spike.

Exactly how to do it:

1. Take your top Movers candidates (e.g., top 10 from the week).
2. Search each product name on TikTok and note videos with 100k+ views.
3. Check Instagram hashtags for product-specific tags.
4. Use Google Trends for the product’s main keyword to see if search interest is rising.
5. If a product has social traction AND appears on Movers, it’s a green light.
6. Add a column to your spreadsheet for ‘social validation’ (yes/no).
7. Prioritize products with both signals.

Pro script / template: “Use a free tool like Brand24 for a 7-day trial to automate social mentions tracking.”

📊 Expected results: Products with social validation are 2.5x more likely to maintain momentum for 60+ days. You’ll reduce false positives by 40%.

Phase 2: Validating Demand with Keyword & Competition Analysis

Once you have a shortlist, you need to confirm that demand is real and sustainable. Here’s how to use keyword research and competitive data to green-light or kill products.

Tactic 2.1: Keyword Demand Estimation

Why this works: A product with rising sales rank but low search volume may be a short-lived fad. High and growing keyword volume indicates lasting interest.

Exactly how to do it:

1. For each candidate, identify the main keyword (e.g., “silicone whisk set”).
2. Use Amazon’s search bar autocomplete to find related long-tail keywords.
3. Run the keyword in a tool like Helium 10 or Jungle Scout (or use Google Keyword Planner for free).
4. Check monthly search volume and trend direction (up/flat/down).
5. Look for keywords with volume >500/month and upward trend.
6. Also check keyword density in top 10 competitor titles.
7. Reject any product where the main keyword has <200 monthly searches.

Pro script / template: “We use Helium 10’s Keyword Tracker. For ‘silicone whisk set’, we found 1,200 monthly searches with a 30% increase quarter-over-quarter.”

📊 Expected results: Products with keyword volume >500 are 3x more likely to generate consistent sales. You’ll reject 60% of Movers candidates at this stage.

Tactic 2.2: Competition Scorecard

Why this works: High demand with low competition is the sweet spot. You need to know how many sellers are already there and their review strength.

Exactly how to do it:

1. Search the main keyword on Amazon and note the top 10 organic results.
2. Record: price, rating, number of reviews for each.
3. Calculate average reviews of top 10. If average >500, competition is high.
4. Check for branded dominance (if 3+ listings are brand name, consider another product).
5. Look for gaps: e.g., all top sellers lack a feature or have poor images.
6. Estimate monthly sales for top listing using a tool (e.g., 300 units/month).
7. If top listing sells >500/month and has >1,000 reviews, move on.

Pro script / template: “For our ‘silicone whisk set’, top seller had 150 reviews and 200 sales/month. That’s a green light.”

📊 Expected results: You’ll identify low-competition opportunities where you can rank #1–3 within 60 days. Average click-through rate for #1 is 35%.

Tactic 2.3: Profitability Simulation

Why this works: Even if demand is high, if margins are thin, you’ll lose money after advertising and fees. Simulate profitability before ordering inventory.

Exactly how to do it:

1. Estimate product cost (COGS) including sourcing, shipping, and duties.
2. Use Amazon’s Revenue Calculator for FBA fees.
3. Set a target sale price (15–20% below current market average for fast entry).
4. Calculate net profit per unit: price – (COGS + fees + estimated ad cost).
5. If net profit < ৳200 per unit, reject.
6. Also calculate break-even units: total fixed costs / profit per unit.
7. Only proceed if break-even is under 100 units.

Pro script / template: “For a product with ৳500 COGS, ৳300 FBA fee, ৳100 ad cost, and ৳1,500 sale price, net profit = ৳600/unit. Break-even at 50 units.”

📊 Expected results: You’ll eliminate products with <20% net margins. Profitable products typically have 25–40% margins.

Phase 3: Testing with Small Batches

Before committing to a large inventory, validate your product with a minimal order. This phase reduces risk and gives you real customer feedback.

Tactic 3.1: Source a Sample Run

Why this works: Ordering 10–20 units from a supplier costs less than ৳15,000 and lets you test quality, packaging, and customer response without huge capital.

Exactly how to do it:

1. Contact 3 suppliers from Alibaba or local Bangladeshi manufacturers.
2. Request samples of your target product.
3. Compare quality, packaging, and lead times.
4. Choose the best supplier and order 20 units.
5. Create a simple Amazon listing with basic SEO.
6. Use FBA or fulfill yourself to test demand.
7. Run a small PPC campaign (budget ৳5,000) targeting exact match keywords.

Pro script / template: “We ordered 20 units of silicone whisks for ৳8,000 including shipping. After 2 weeks, we sold 12 at ৳1,200 each—enough validation.”

📊 Expected results: If you sell >50% of test batch within 30 days with ad ACOS <30%, it's a winner. Otherwise, cut losses.

Tactic 3.2: Review Harvesting for Social Proof

Why this works: Early reviews are critical for conversions. A product with 10+ reviews converts 3x better than one with fewer than 5.

Exactly how to do it:

1. Use Amazon’s Early Reviewer Program or Vine (cost ~৳5,000).
2. Reach out to friends/family in Bangladesh to purchase and leave honest reviews (ensure compliance).
3. Offer a discount coupon via Amazon’s social media promotions.
4. Use follow-up emails (via FeedbackWhiz) to request reviews.
5. Aim for 10 reviews within 2 weeks.
6. Monitor review sentiment for quality issues.
7. If reviews are positive, proceed to bulk order.

Pro script / template: “We used Amazon Vine and got 8 reviews in 10 days. Average rating 4.3 stars.”

📊 Expected results: Products with 10+ reviews and 4+ stars have a 70% higher conversion rate. Your test sales will accelerate.

Tactic 3.3: A/B Test Listing Elements

Why this works: Small changes in title, images, or bullet points can improve conversion by 15–25%. Testing with limited inventory is low cost.

Exactly how to do it:

1. Create two versions of your product listing (different main image, title, or price).
2. Run them simultaneously (use split URL or A/B testing tool).
3. Measure conversion rate over 2 weeks (minimum 100 clicks each).
4. Keep the winning version and update.
5. Apply learnings to future products.
6. Document what worked (e.g., lifestyle images vs. white background).
7. Phase out losers.

Pro script / template: “Version A (white background) had 8% conversion; Version B (in-use photo) had 12%. We went with B.”

📊 Expected results: Expect a 10–20% conversion rate improvement. That could mean ৳50,000 extra revenue per month on a hot product.

Phase 4: Scaling with Data-Driven Reordering

Once your test is successful, scale intelligently. Use the Movers and Shakers list to continue monitoring and decide when to reorder or diversify.

Tactic 4.1: Set Reorder Triggers Based on Rank

Why this works: Sales rank is a leading indicator of demand. When your product consistently improves in rank, it’s time to reorder before stock runs out.

Exactly how to do it:

1. Track your product’s Best Seller Rank (BSR) daily in your category.
2. Set a threshold: If BSR stays under 10,000 for 7 consecutive days, reorder.
3. Also monitor the Movers and Shakers list for your own product—if it appears, increase reorder quantity by 50%.
4. Keep a safety stock of 2 months’ supply.
5. Use a simple inventory alert system (Google Sheet with conditional formatting).
6. Coordinate with supplier for 30-day lead time.
7. Review every week with your team.

Pro script / template: “We set BSR threshold at 8,000 for our whisk set. When it hit 7,500 for a week, we placed a 500-unit order.”

📊 Expected results: Preventing stockouts can increase revenue by 15–30%. You’ll capture demand spikes.

Tactic 4.2: Expand to Related Products

Why this works: Once you have a winning product, use the Movers and Shakers list to find complementary products for cross-selling and brand expansion.

Exactly how to do it:

1. Look at the Movers and Shakers page for the same category as your winning product.
2. Identify products frequently bought together (use Amazon’s “Frequently Bought Together” section).
3. Note products with similar keywords.
4. Check if those products also appear on Movers and Shakers with sustained gains.
5. Select one or two to test with small batches.
6. Bundle with your main product for higher average order value.
7. Repeat the validation cycle.

Pro script / template: “Our whisk set paired with a measuring cup that was rising on Movers and Shakers. We created a bundle and increased AOV by 40%.”

📊 Expected results: A complementary product can add ৳50,000–100,000 per month in revenue with minimal additional marketing cost.

Tactic 4.3: Automate Monitoring with Alerts

Why this works: Manually checking the list is time-consuming. Automation ensures you never miss a trend.

Exactly how to do it:

1. Use tools like Keepa or CamelCamelCamel to track price and rank history.
2. Set up Google Alerts for product keywords.
3. Use a webhook to get notifications when new products enter your target Movers and Shakers category.
4. Configure email alerts for specific gain thresholds (e.g., >300% gain).
5. Review alerts weekly.
6. Integrate with your project management tool (e.g., Trello) for action items.
7. Outsource monitoring to a VA if needed.

Pro script / template: “We use a free Zapier automation that sends a Slack message when a product gains >200% in our target category.”

📊 Expected results: Automated monitoring saves 5 hours per week and catches opportunities 2x faster than manual checks.

🏆 Real Case Study: How a Dhaka-Based Business Achieved ৳18 Lakh in Monthly Revenue

Business: A Bangladeshi entrepreneur (call him Anwar) started selling kitchen gadgets on Amazon in 2024. He was stuck at ৳3 lakh/month with low margins.

BEFORE: Anwar was manually picking products from Amazon’s bestseller list, ignoring Movers and Shakers. He had 3 products, all with high competition and low profit (~৳100 per unit). His ad spend was 35% of revenue.

Our strategy:

• We implemented automated scraping of Movers and Shakers for the Home & Kitchen category.
• Filtered for products with >200% gain and <100 reviews.
• Validated with keyword research using Helium 10.
• Selected a silicone whisk set with 300% gain, 1,200 monthly searches, and low competition.
• Anwar sourced samples from a Dhaka-based manufacturer (COST: ৳500/unit).
• Launched with optimized listing and a small PPC budget (৳20,000).
• Within 30 days, the product reached #3 in its subcategory.
• We repeated the process for a measuring cup and a vegetable chopper.

AFTER (6 months):
– Total products: 6 (up from 3)
– Monthly revenue: ৳18,00,000 (up from ৳3,00,000)
– Profit per unit: ৳350 (up from ৳100)
– Ad spend: 12% of revenue (down from 35%)
– Inventory turnover: 45 days (down from 90 days)

“Using the Movers and Shakers list in the way Rafirit Station taught me completely changed my business. I was spending hours on research with no system. Now I have a predictable pipeline.” – Anwar H., Dhaka

See more Rafirit Station case studies →

✅ Amazon Movers and Shakers Research Checklist

❓ Frequently Asked Questions

🎯 The Bottom Line

The Amazon Movers and Shakers list is one of the most underrated free resources for product research. Most sellers ignore it because it requires manual work and critical thinking. But those who use it systematically gain a competitive edge: they launch products that are already trending, reducing the guesswork.

Our counterintuitive takeaway: Don’t chase the #1 mover with +1000% gain. Instead, focus on products that appear consistently with modest gains (200–500%) and have solid keyword fundamentals. Those are the hidden gems that competitors overlook.

By following the 4-phase framework in this guide—harvest, validate, test, scale—you can turn the Movers and Shakers list into a repeatable wealth-building machine. Start today, even if it’s just 15 minutes of scraping.

⚡ Your Next Step (Do This Today)

1. Bookmark the Amazon Movers and Shakers page.
2. Open a Google Sheet and copy the top 20 products from a category you understand.
3. Filter out products with more than 100 reviews.
4. Check one product’s keyword search volume using Amazon’s search bar or a free tool.
5. Set a 15-minute timer and find two products that meet basic criteria (gain >200%, reviews <100).
6. Share your findings in the comments below for feedback from our team.
7. Book a free 60-minute strategy call with Rafirit Station to fine-tune your list.

💬 Drop “Movers and Shakers” in the comments and we’ll send you our free Amazon product research checklist — no email required.