Building Better Award Programs With Smart Digital Management By: Awardocado
Recognizing achievements is an important part of building trust, encouraging participation, and celebrating excellence. Whether an organization rewards outstanding employees, honors students, or recognizes industry leaders, a well-organized award program helps make every achievement meaningful. However, managing nominations, reviewing applications, coordinating judges, and preparing winner announcements can become complicated when everything depends on spreadsheets and manual communication.(read entire article)(posted on: 2026-10-15)
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Bilibili Data Scraping Api — Real-time Global Catalog, Top 10 & Regional Availability Data By: REAL DATA API
Pull live Bilibili content catalog, per-country regional availability, Top 10 trending charts, bundled Channels, and leaving-soon expiration data at scale across every Bilibili market worldwide. 99.9% uptime, sub-3s response times.(read entire article)(posted on: 2026-10-15)
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Grocery Circular Data Scraping: Weekly Deals By Zip Code By: WebDataScraping.us
Turn weekly grocery ads into structured sale-price data by ZIP code. Track retailer promotions, BOGO deals, loyalty prices and weekly discounts for grocery apps and brands.(read entire article)(posted on: 2026-10-15)
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Total Wine Data Scraping Api — Real-time Inventory, Vintage & Professional Rating Data By: REAL DATA API
Pull live Total Wine inventory, vintage, and professional rating data at scale across Wine, Spirits, Beer, and Gift Sets & Accessories. 99.9% uptime, sub-3s response times. Get your API key in minutes.(read entire article)(posted on: 2026-10-15)
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Store Review Data Scraping: India Retail Reputation Index 2026 By: iwebdatascraping
India Retail Brand Reputation Index 2026: Google Maps Ratings by City from Store Review Data Scraping
Executive Summary
India's organised retail sector is expanding rapidly, and shoppers increasingly rely on Google Maps ratings and reviews before visiting stores. Ratings, review volumes, customer sentiment, and owner responses influence local reputation and purchasing decisions.
This report uses Store Review Data Scraping to develop an illustrative India Retail Brand Reputation Index across eight retail sectors and ten cities, using a sample of 12,000 stores and 1.8 million public reviews.
Key Findings:
The national median store rating is 4.1 stars, with a 0.6-star gap between the highest- and lowest-rated sectors.
Pharmacies and beauty stores rank highest, while electronics service centres and large-format grocery stores rank lowest.
Tier-2 cities record slightly higher ratings than metros, with fewer crowding complaints.
Billing queues and staff behaviour are the leading complaint themes.
Only 23% of negative reviews receive owner responses, while responsive stores demonstrate faster rating recovery.
Why Store Reviews Matter
Unlike periodic brand surveys, Google Maps reviews provide continuous customer feedback. Aggregated review intelligence helps retailers identify underperforming stores, track customer concerns, benchmark competitors, and evaluate response effectiveness.
Methodology
Coverage: Eight retail sectors across Mumbai, Delhi NCR, Bengaluru, Hyderabad, Chennai, Kolkata, Pune, Ahmedabad, Jaipur, and Lucknow.
Data Collection: Store review data scraping captured:
Overall ratings, total reviews, and star distributions.
Reviews from the previous 12 months, including ratings, text, dates, languages, and owner responses.
Customer feedback without collecting reviewer identities.
AI Theme Classification: Reviews were classified into billing speed, staff behaviour, product availability, pricing, cleanliness, ambience, returns and exchanges, parking, service turnaround, and food quality.
The Reputation Index combines four components, each scaled from 0 to 100, to compare reputation across sectors and cities.
Key Findings
1. Sector Rankings
Service centres score lowest, with complaints primarily involving service turnaround times and communication. Low response rates further weaken customer confidence.
2. City Rankings
Metros generate more reviews per store but receive slightly lower ratings, largely due to crowding and billing queues. Tier-2 cities perform better on ratings but face more parking and product availability complaints.
3. National Complaint Themes
Billing delays and staff behaviour dominate customer feedback, highlighting opportunities for better staffing, training, and store operations.
4. Review Responses Improve Reputation
Stores responding to most negative reviews demonstrate stronger rating momentum in the sample. Responses communicate accountability and may encourage customers to update their feedback, although operational problems still require resolution.
5. Review Language
Approximately 82% of reviews are in English, 11% in Hindi, and 7% in other Indian languages. Regional-language reviews are more common in Chennai, Kolkata, and Ahmedabad. Multilingual analysis helps brands capture feedback that English-only monitoring misses.
6. Store-Level Rating Gaps
Within the same brand, rating differences between stores in one city often exceed one star. A brand averaging 4.1 stars may still have 15% of its stores below 3.7, weakening its local reputation.
7. Seasonal Patterns
Review volumes and queue-related complaints rise during festive periods. Preparing additional billing capacity and staff before peak seasons can help retailers maintain service quality.
Sample Store Data
{
"sector": "Fashion and apparel",
"brand_code": "FA-03",
"store_code": "FA-03-PUN-012",
"city": "Pune",
"place_rating": 4.0,
"total_reviews": 1530,
"reviews_last_90d": 118,
"avg_rating_last_90d": 3.8,
"negative_share_last_90d": 0.21,
"owner_response_rate_negative": 0.12,
"top_negative_theme": "billing_speed",
"collected_at": "2026-10-06"
}
What Retail Brands Should Do
Identify high-risk stores: Combine low ratings, negative review trends, and response rates into a store risk score.
Address recurring complaints: Prioritise staffing, billing speed, and employee training.
Respond promptly: Target replies to negative reviews within 48 hours.
Analyse multiple languages: Include Hindi and regional-language feedback.
Benchmark locally: Compare stores with competitors in the same mall or within a 2 km radius.
Mall operators, investors, franchise owners, and consultants can also use reputation intelligence to evaluate tenant performance, operational quality, and improvement opportunities.(read entire article)(posted on: 2026-10-15)
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Ucc Data Scraping To Generate B2b Leads At Scale By: iwebdatascraping
UCC Data Scraping to Generate B2B Leads at Scale for Smarter Equipment Finance Prospecting, Business Intelligence, Targeted Outreach, and Sales Growth(read entire article)(posted on: 2026-10-15)
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Tiktok Shop Data Scraping For A Social-commerce Analytics Startup By: iwebdatascraping
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TikTok Shop and Live-Stream Product Data for a Social-Commerce Startup: A TikTok Shop Data Scraping Case Study
The challenge
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The client builds a dashboard that helps brands and sellers find trending products and understand what sells through social commerce. Two requests shaped the project. A US researcher asked iWeb Data Scraping for "TikTok live streaming product data to research user preferences." A Vietnamese team asked for "TikTok Shop and Shopee data" and later a Shopee dataset. The startup needed both: what sells on TikTok Shop, and how it compares with a classic marketplace.
Fast-moving trends. A product can go from unknown to sold out in days after a popular video or live stream.
Content-led discovery. Products are discovered through videos and live streams, not just search, so product data alone misses part of the story.
Sales indicators, not sales figures. Listings show "sold" counts or ranges, which need careful interpretation.
Cross-platform comparison. The same product may sell on TikTok Shop and Shopee at different prices and volumes.
What we built
Step 1: Category and market scope
Together with the client, iWeb Data Scraping selected categories with strong social-commerce activity: beauty and personal care, fashion accessories, home and kitchen gadgets, and phone accessories.
Step 2: Product and shop collection
For each category, collectors captured product title, price, original price, discount, displayed sold count, rating, review count, shop name, shop rating, shipping information and product images.
Step 3: Live-stream product signals
For selected public live streams in scope, the products featured during the stream and their displayed prices were recorded with timestamps. No viewer or personal data was collected.
Step 4: Shopee comparison
In Vietnam, matching products on Shopee were identified by title, brand and image similarity, and their prices and sold counts were collected for comparison.
Step 5: Trend scoring
A trend score combined sold-count growth, review growth and live-stream appearances over seven days, highlighting products gaining momentum.
Results
Products tracked daily: 85,000 products across two markets, enabling large-scale monitoring.
Trending products surfaced weekly: 300–400 products identified for trend analysis.
Cross-platform product matching: 62% of top Vietnamese products matched across TikTok Shop and Shopee.
Dashboard launch: Completed within six weeks of kick-off.
The startup launched a "Rising on TikTok Shop" feature for its customers, and a cross-platform view that shows sellers where a product sells for less or more on Shopee. Brands using the dashboard reported faster decisions about which products to push in their own live streams.
How it's delivered
The record below is illustrative.
{
"platform": "tiktok_shop",
"market": "US",
"product_id": "TTS-1730048812",
"title": "Portable Mini Blender, USB Rechargeable",
"category": "Home & Kitchen > Small Appliances",
"price_usd": 24.99,
"original_price_usd": 39.99,
"sold_display": "12.4K sold",
"sold_estimate": 12400,
"rating": 4.6,
"review_count": 2180,
"shop_name": "Example Home Store",
"shop_rating": 4.7,
"live_stream_appearances_7d": 9,
"trend_score": 87,
"collected_at": "2026-10-05"
}
Skincare: Median price is 189,000 VND on TikTok Shop vs. 205,000 VND on Shopee, with 34% of products trending only on TikTok Shop.
Phone accessories: Median price is 79,000 VND on TikTok Shop vs. 75,000 VND on Shopee, with 18% of products trending only on TikTok Shop.
Kitchen gadgets: Median price is 129,000 VND on TikTok Shop vs. 139,000 VND on Shopee, with 41% of products trending only on TikTok Shop.
Fashion accessories: Median price is 99,000 VND on TikTok Shop vs. 109,000 VND on Shopee, with 29% of products trending only on TikTok Shop.
How the product team uses the data each week
Brands check which competing products are rising and adjust their own live-stream line-ups.
Sellers compare prices with Shopee before setting TikTok Shop promotions.
Agencies pitch creators with evidence of which product types perform in live streams.
Product sourcing teams spot gadgets and beauty items gaining momentum early enough to stock them.
The client also added a weekly "category heat map" that shows which sub-categories are growing fastest on TikTok Shop compared with Shopee, helping brands decide where to invest content budgets.
The outcome
Sold counts are indicators. Displayed counts are rounded and cumulative; growth over time is more useful than a single value.
Live-stream signals add context. Products repeatedly featured in live streams often trend a few days later.
Cross-platform matching reveals pricing strategy. Some sellers price lower on TikTok Shop to win traffic.(read entire article)(posted on: 2026-10-15)
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Odoo Australia: Turning Ai Investment Into Measurable Roi By: Alex Forsyth
Discover how Odoo Australia helps businesses turn AI investment into measurable ROI through smarter workflows, lower costs, better data and better decisions.(read entire article)(posted on: 2026-10-15)
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What Is Dpdp Compliance? A Beginner's Guide By: Rohan Suri
New to DPDP compliance? Learn what the DPDP Act means, who must follow it, key duties, and how a DPDP Compliance Platform can make it easier.(read entire article)(posted on: 2026-10-15)
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Crm For Startups: The Ultimate Guide For 2026 By: Saleoid
Discover the ultimate guide to CRM for startups in 2026. Learn how to manage leads, organize customer data, automate follow-ups, track sales pipelines, and choose affordable CRM software that helps startups improve productivity and grow their business.(read entire article)(posted on: 2026-10-14)
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