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Lazada Review Scraper: Extract Review Data & Prices Efficiently

Introduction

Lazada stands as one of Southeast Asia's largest e-commerce platforms, serving over 160 million monthly active users and generating $1.8 billion in annual revenue. As a dominant marketplace across multiple countries including Singapore, Vietnam, Malaysia, and the Philippines, Lazada hosts millions of product reviews that contain invaluable insights into consumer behavior, product performance, and market trends.

Customer reviews on Lazada provide critical data about consumer sentiment, product satisfaction, and purchasing patterns that businesses need to understand market dynamics and optimize their strategies. However, manually collecting this vast amount of review data is time-consuming and impractical for businesses requiring comprehensive market analysis or competitive intelligence.

Our Lazada Review Scraper solves this challenge by automating the extraction of detailed review data from any Lazada product page, enabling businesses to gather actionable insights efficiently and at scale.

Comprehensive Review Data Extraction

The Lazada Review Scraper is designed to extract complete review datasets from Lazada's product pages across all Southeast Asian markets. This powerful tool captures not only basic review information but also detailed metadata, buyer profiles, media content, and engagement metrics that provide deep insights into customer sentiment and product performance.

The scraper handles multiple Lazada domains (lazada.sg, lazada.vn, lazada.com.my, etc.) and can process thousands of reviews while respecting rate limits and anti-bot measures through advanced proxy rotation and retry mechanisms. It's ideal for market researchers, e-commerce analysts, brand managers, competitive intelligence teams, and data scientists who need comprehensive review data for sentiment analysis, product research, or market trend identification.

Key strengths include its ability to extract rich metadata often missed by basic scrapers, handle multimedia content (images and videos), capture buyer interaction data, and maintain data integrity through robust error handling and validation processes.

Detailed Input and Output Specifications

Input Format

Example url 1: https://www.lazada.sg/products/pdp-i3349769802-s22409913565.html

Example url 2: https://www.lazada.sg/products/ugreen-10000mah-pd-20w30w-powerbank-usb-type-c-magnetic-15w-qi-wireless-charging-power-bank-portable-charger-compatible-for-iphone-16-15-pro-max-iphone-16-15-plus-airpods-samsung-s25-ultra-s24-pixel-huawei-honor-xiaomi-36wh-ok-for-airplane-model-pb761-i3184932184-s21939454664.html

Example url 3: https://www.lazada.vn/products/khan-tam-khan-goi-dau-khan-lau-mat-lotus-towel-100-cotton-cao-cap-mem-min-tham-hut-khong-ra-mau-i2395666012-s11669996095.html

Example Screenshot of Review list by query page:

The scraper accepts JSON configuration with specific parameters:

{
  "max_retries_per_url": 2, // Maximum waiting time when accessing the links you provided.
  "proxy": { // Add a proxy to ensure that during the data collection process, you are not detected as a bot.
    "useApifyProxy": true,
    "apifyProxyGroups": [
      "RESIDENTIAL" 
    ],
    "apifyProxyCountry": "SG" // You should choose an Country that coincides with the Country you want to collect data from
  },
  "max_items_per_url": 20,
  "sort_by": "relevance",
  "filter_by": "all",
  "urls": [ // Links to Review list by query pages.
    "https://www.lazada.sg/products/pdp-i3349769802-s22409913565.html",
    "https://www.lazada.sg/products/ugreen-10000mah-pd-20w30w-powerbank-usb-type-c-magnetic-15w-qi-wireless-charging-power-bank-portable-charger-compatible-for-iphone-16-15-pro-max-iphone-16-15-plus-airpods-samsung-s25-ultra-s24-pixel-huawei-honor-xiaomi-36wh-ok-for-airplane-model-pb761-i3184932184-s21939454664.html",
    "https://www.lazada.vn/products/khan-tam-khan-goi-dau-khan-lau-mat-lotus-towel-100-cotton-cao-cap-mem-min-tham-hut-khong-ra-mau-i2395666012-s11669996095.html"
  ]
}

Input Parameters Explained:

• max_retries_per_url: Controls retry attempts for failed requests (recommended: 2-3)
• proxy: Essential for avoiding detection and regional access restrictions
• max_items_per_url: Limits reviews per product (useful for sampling or comprehensive collection)
• urls: Array of Lazada product page URLs from any supported region
• sort_by: Allows users to sort reviews by either relevance or most recent.
• filter_by: Allows users to filter reviews by all ratings or select a specific star rating from 1 to 5.

Output Format

[ // List of Review information
  {
  "review_rate_id": 171041450869802,
  "review_type": "PRODUCT_REVIEW",
  "trade_order_id": null,
  "bought_date": "23 May 2025",
  "zoned_bought_date": null,
  "review_status": "approved",
  "review_title": null,
  "review_content": "item as described. very slim and cool exterior material. efficient delivery. cool gadget.... ",
  "review_content_list": [
    {
      "attribute": "",
      "content": "item as described. very slim and cool exterior material. efficient delivery. cool gadget....",
      "selected": null
    }
  ],
  "review_time": "25 May 2025",
  "zoned_review_time": null,
  "image_qc_status": null,
  "images": [
    {
      "title": null,
      "url": "https://lzd-u.slatic.net/00aa4110bba64dadb6b2fa57bb07e364_404ea48031af4e4186a201477eca3fa2.jpg",
      "sort": 0,
      "upload_time": null,
      "legal": true,
      "status": "approved",
      "checked_by_people": null,
      "width": 0,
      "height": 0,
      "size": 0
    }
  ],
  "video_id": 30330930535,
  "is_video_ready": true,
  "video_cover_url": "https://sg-test-11.slatic.net/p/6dfbdd020be0005ca6c5257f1a60983d.jpg",
  "review_rate_thread_id": null,
  "media_list": [
    {
      "review_rate_id": 171041450869802,
      "review_type": "PRODUCT_REVIEW",
      "media_type": 2,
      "cover_url": "https://sg-test-11.slatic.net/p/6dfbdd020be0005ca6c5257f1a60983d.jpg",
      "video_id": 30330930535,
      "video_url": "https://lazvideo.lazcdn.com/psp/20250525/8300cd0f-ce87-48f8-98c0-6e7dcece33b5@@ld.mp4?auth_key=1754930315-0-0-fed4521bc4619d66d1ef6a59bf971cd4",
      "width": null,
      "height": null,
      "size": null
    },
    {
      "review_rate_id": 171041450869802,
      "review_type": "PRODUCT_REVIEW",
      "media_type": 1,
      "cover_url": "https://lzd-u.slatic.net/00aa4110bba64dadb6b2fa57bb07e364_404ea48031af4e4186a201477eca3fa2.jpg",
      "video_id": null,
      "video_url": null,
      "width": 0,
      "height": 0,
      "size": 0
    }
  ],
  "buyer_id": 57441,
  "buyer_name": "mel G.",
  "buyer_email": null,
  "real_buyer_name": null,
  "is_anonymous": false,
  "source": "orderList_to_receive",
  "client_type": null,
  "rating": 5,
  "original_rating": null,
  "like_count": 2,
  "like_text": null,
  "is_me_like": null,
  "helpful": true,
  "rejected": false,
  "rejection_reason": null,
  "resubmission_tooltip": null,
  "resubmission_message": null,
  "qc_reason_id": null,
  "qc_date": null,
  "is_purchased": true,
  "is_guest": false,
  "seller_id": 1136403097,
  "seller_name": null,
  "is_buyer_show_enabled": true,
  "qc_score": null,
  "is_qced": false,
  "item_id": 3349769802,
  "item_pic": "https://sg-live.slatic.net/p/a8cd20c6f89fd130ba1431a5f53cb1a5.jpg",
  "item_title": "Premium Aluminium Ultraslim Wireless Magnetic Power Bank Fast Charging 20W PD",
  "item_url": "https://www.lazada.sg/products/premium-aluminium-ultraslim-wireless-magnetic-power-bank-fast-charging-20w-pd-i3349769802-s22920042549.html",
  "origin_price": null,
  "sales_price": null,
  "promotion": null,
  "sku_info": "Color:10000mAh Gold X6",
  "tags": null,
  "sku_id": "22920042549",
  "config_sku": "3349769802_SGAMZ",
  "last_reviewer": null,
  "is_reportable": 0,
  "report_status": null,
  "report_date": null,
  "report_times": 0,
  "up_votes": 2,
  "down_votes": 0,
  "is_external": 0,
  "replies": [],
  "is_social_comments_enabled": true,
  "comments": null,
  "can_edit": false,
  "is_already_revised": null,
  "submit_info": null,
  "image_host": "//sg-live.slatic.net",
  "show_uploader": true,
  "show_video_uploader": true,
  "relevance_score": 113.21,
  "is_completed": 1,
  "avatar": "",
  "reviewer_type": null,
  "reply_author": null,
  "source_review_tags": null,
  "review_tags": null,
  "content_tag": null,
  "content_tags": null,
  "can_download_image": null,
  "comments_count": 0,
  "original_country": null,
  "is_cross_venture": false,
  "is_auto_translated": null,
  "view_counts": 0,
  "is_good_review": false,
  "category_id": 9562,
  "image_count": null,
  "video_count": null,
  "follow_up_reviews": null,
  "review_benefit": null,
  "grade_items": {
    "l_o_g_i_s_t_i_c_s__r_e_v_i_e_w": 5,
    "p_r_o_d_u_c_t__r_e_v_i_e_w": 5,
    "s_e_l_l_e_r__r_e_v_i_e_w": 5
  },
  "foreign_content": null,
  "target_id": 3349769802,
  "target_type": "item",
  "from_url": "https://www.lazada.sg/products/pdp-i3349769802-s22409913565.html"
}, // ... Many other Review details
]

The scraper returns comprehensive review data with over 70 fields per review, providing unprecedented detail about customer feedback:

Core Review Information:

• Review Rate ID: Unique identifier for each review record
• Review Title: Customer-provided review headline
• Review Content: Full text of the customer review
• Rating: Numerical rating score (typically 1-5 stars)
• Review Time: Timestamp when review was submitted
• Review Status: Publication status and moderation state

Buyer Profile Data:

• Buyer ID: Anonymous buyer identifier for analysis
• Buyer Name: Display name (respecting privacy settings)
• Anonymous Review: Boolean indicating if review is anonymous
• Purchased: Verification status of actual purchase
• Reviewer Type: Classification of reviewer (verified buyer, etc.)

Engagement Metrics:

• Like Count: Number of helpful votes received
• Up Votes/Down Votes: Community engagement indicators
• View Counts: Review visibility metrics
• Comments Count: Number of responses to review

Product Context:

• Item ID: Product identifier for data correlation
• Item Title: Product name for reference
• Item URL: Direct link to reviewed product
• Original Price/Sales Price: Pricing context for value assessment
• SKU Info: Specific variant information reviewed

Media Content:

• Images: Array of customer-uploaded photos
• Video ID: Associated video review identifier
• Video Cover URL: Thumbnail for video content
• Image QC Status: Content moderation status

Advanced Analytics Fields:

• Relevance Score: Algorithm-determined review quality
• QC Score: Quality control assessment
• Sentiment Tags: Automated content categorization
• Grade Items: Detailed rating breakdowns by category

This comprehensive output enables sophisticated analysis including sentiment tracking, product performance monitoring, competitive benchmarking, and customer behavior insights that drive business intelligence and strategic decision-making.

Usage Guide and Best Practices

Step-by-Step Implementation

1. URL Collection: Gather Lazada product URLs from your target market segments. Ensure URLs are complete and from the correct regional domain (lazada.sg, lazada.vn, etc.).

2. Configuration Setup: Configure proxy settings to match your target country for optimal data access. Set appropriate retry limits and item limits based on your data requirements.

3. Execution Parameters: Start with smaller batches (5-10 URLs) to test settings, then scale up for larger datasets. Monitor success rates and adjust retry parameters as needed.

4. Data Validation: Implement post-processing checks to ensure data quality and completeness. Cross-reference extracted data with manual samples for accuracy verification.

Best Practices and Tips

Rate Limiting: Always use residential proxies and respect rate limits to avoid IP blocking. Implement delays between requests and rotate proxy locations appropriately.

Data Quality: Filter reviews by verification status and recency for higher quality insights. Focus on reviews from verified purchasers for authentic feedback analysis.

Error Handling: Monitor failed URLs and retry with different proxy settings. Some products may have region-specific access restrictions that require targeted proxy configuration.

Scalability: For large-scale operations, implement batch processing with appropriate delays and error recovery mechanisms to ensure consistent data collection.

Business Applications and Benefits

Time and Resource Efficiency

Manual review collection from hundreds or thousands of products would require weeks of effort. The Lazada Review Scraper reduces this to hours while capturing significantly more data points than humanly possible, including metadata and engagement metrics that provide deeper analytical value.

Competitive Intelligence Applications

Monitor competitor product reviews to identify strengths, weaknesses, and market opportunities. Track sentiment changes over time, identify common customer complaints, and discover feature gaps that your products can address.

Market Research and Product Development

Analyze customer feedback patterns across categories to inform product development decisions. Identify emerging trends, understand regional preferences, and validate market demand for new product features or categories.

Customer Sentiment Analysis

Leverage comprehensive review data for advanced sentiment analysis that provides actionable insights into consumer behavior and market trends. The rich dataset enables sophisticated analysis including emotion detection, topic modeling, and predictive analytics for customer satisfaction trends.

Conclusion

The Lazada Review Scraper provides unprecedented access to Southeast Asia's e-commerce review ecosystem, delivering comprehensive datasets that drive informed business decisions. With its robust data extraction capabilities and detailed output format, it empowers businesses to understand market dynamics, monitor competition, and optimize their strategies based on real customer insights.

Ready to unlock the power of Lazada's review data? Start extracting comprehensive customer insights today and transform your market intelligence capabilities.

Your feedback

We are always working to improve Actors' performance. So, if you have any technical feedback about Review.check24.de Review Scraper or simply found a bug, please create an issue on the Actor's Issues tab in Apify Console.