Tutorial

How to Scrape Amazon Bestsellers with Go

Step-by-step guide to scraping Amazon Bestsellers search results using Go and the Scavio API. Get product title, ASIN, bestseller rank as structured JSON.

Amazon Bestsellers contains valuable data — product title, ASIN, bestseller rank, category, and more. Scraping this data directly means dealing with anti-bot detection, CAPTCHAs, IP rotation, and constantly breaking selectors. The Scavio API handles all of that and returns clean, structured JSON from a single POST request.

This tutorial shows you how to scrape Amazon Bestsellers using Go and the Scavio API. By the end, you will have a working Go script that fetches real-time Amazon Bestsellers data and parses the results.

Prerequisites

  • Go installed on your machine
  • A Scavio API key (free tier includes 500 credits/month — no credit card required)

Step 1: Install Dependencies

net/http is built into Go, so there is nothing to install.

Bash
# net/http is in Go's standard library — no installation needed

Step 2: Make Your First Amazon Bestsellers Search

Send a POST request to the Scavio Amazon Bestsellers API endpoint with your query. The API returns structured JSON with product title, ASIN, bestseller rank, and more.

package main

import (
	"bytes"
	"encoding/json"
	"fmt"
	"io"
	"net/http"
)

func main() {
	apiKey := "your_scavio_api_key"

	body, _ := json.Marshal(map[string]interface{}{
		"query": query,
	})

	req, _ := http.NewRequest("POST", "https://api.scavio.dev/api/v1/search", bytes.NewBuffer(body))
	req.Header.Set("x-api-key", apiKey)
	req.Header.Set("Content-Type", "application/json")

	client := &http.Client{}
	resp, err := client.Do(req)
	if err != nil {
		panic(err)
	}
	defer resp.Body.Close()

	result, _ := io.ReadAll(resp.Body)

	var data map[string]interface{}
	json.Unmarshal(result, &data)
	formatted, _ := json.MarshalIndent(data, "", "  ")
	fmt.Println(string(formatted))
}

Step 3: Example Response

The API returns structured JSON. Here is an example response for a Amazon Bestsellers search:

JSON
{
  "search_metadata": { "status": "success" },
  "bestseller_results": [
    {
      "position": 1,
      "title": "Apple AirPods Pro (2nd Gen)",
      "asin": "B0BDHWDR12",
      "rank": 1,
      "category": "Electronics > Headphones",
      "price": "$199.00"
    }
  ]
}

Every field is structured and typed — no HTML parsing, no CSS selectors, no regex extraction. Your Go code can access any field directly.

Step 4: Full Working Example

Here is a complete, runnable Go script that searches Amazon Bestsellers and prints the results:

package main

import (
	"bytes"
	"encoding/json"
	"fmt"
	"io"
	"net/http"
	"os"
)

// SearchAmazonBestsellers queries Amazon Bestsellers via Scavio and returns structured results.
func SearchAmazonBestsellers(query string) (map[string]interface{}, error) {
	apiKey := os.Getenv("SCAVIO_API_KEY")

	body, err := json.Marshal(map[string]interface{}{
		"query": query,
	})
	if err != nil {
		return nil, err
	}

	req, err := http.NewRequest("POST", "https://api.scavio.dev/api/v1/search", bytes.NewBuffer(body))
	if err != nil {
		return nil, err
	}
	req.Header.Set("x-api-key", apiKey)
	req.Header.Set("Content-Type", "application/json")

	resp, err := (&http.Client{}).Do(req)
	if err != nil {
		return nil, err
	}
	defer resp.Body.Close()

	result, err := io.ReadAll(resp.Body)
	if err != nil {
		return nil, err
	}

	var data map[string]interface{}
	if err := json.Unmarshal(result, &data); err != nil {
		return nil, err
	}
	return data, nil
}

func main() {
	results, err := SearchAmazonBestsellers("electronics bestsellers")
	if err != nil {
		fmt.Fprintf(os.Stderr, "Error: %v\n", err)
		os.Exit(1)
	}
	formatted, _ := json.MarshalIndent(results, "", "  ")
	fmt.Println(string(formatted))
}

Why Use Scavio Instead of Scraping Amazon Bestsellers Directly?

  • No proxy management. Direct scraping requires rotating proxies to avoid IP bans. Scavio handles all of this server-side.
  • No CAPTCHA solving. Amazon Bestsellers aggressively blocks automated requests. Scavio returns clean data every time.
  • Structured JSON output. No HTML parsing or CSS selector maintenance. Get typed, consistent data from every request.
  • Multi-platform in one API. Search Google, Amazon, YouTube, and Walmart from the same API key with the same authentication pattern.
  • Free tier included. 500 credits/month with no credit card required. Each search costs 1 credit.

Frequently Asked Questions

Scraping publicly available data from Amazon Bestsellers is generally legal, but you should review Amazon Bestsellers's Terms of Service. Using the Scavio API avoids the legal gray areas of direct scraping since Scavio handles all data collection through proper channels and returns structured results via API.

Direct scraping of Amazon Bestsellers requires managing proxies, CAPTCHAs, rate limits, and anti-bot detection. The Scavio API handles all of this for you. Send a POST request with your query and get structured JSON back — no proxy management or browser automation needed.

The Scavio API returns structured JSON with product title, ASIN, bestseller rank, category, price. All data is returned in a clean, consistent format that is easy to parse in Go.

Scavio offers a free tier with 500 credits per month. Each API request costs 1 credit regardless of which platform you search. No credit card required to start. Paid plans start at $30/month for higher volumes.

Scavio returns Amazon Bestsellers results in 1-3 seconds on average. Results are fetched in real time from Amazon Bestsellers — there is no caching layer or stale data. Every request returns live results.

Start Scraping Amazon Bestsellers with Go

Get your free Scavio API key and start fetching Amazon Bestsellers data in Go. 500 free credits/month — no credit card required.