How I Source Deals

Aish4Aish is an aggregator, not a product-review site. This page describes how deals are sourced, filtered, and published on the platform — so you can decide for yourself whether the selection criteria match what you are looking for.

Sourcing

Deals are identified through automated monitoring of Amazon India listings using a scheduled pipeline that runs multiple times per day. New deal candidates are collected for further evaluation.

Aish4Aish does not scrape Amazon directly or use unofficial access methods.

Editorial filters

Not every discounted listing on Amazon reflects a meaningful saving. Sellers routinely inflate list prices to make ordinary prices appear reduced. The site’s internal editorial filters are designed to reduce this pattern in published listings.

Deals pass through the following checks before being published:

• Meaningful reduction check. Listings are filtered to exclude those whose discounts appear inflated against unrepresentative reference prices. Deals that do not represent a substantive reduction are excluded from publishing.

• Reduction range. Reductions must fall within a reasonable range for the category. Extreme reductions — which can indicate listing errors or pricing glitches — are excluded to reduce the appearance of promotions that will not honour at checkout.

• Product feedback thresholds. Listings must meet internal quality signals based on product feedback patterns. Listings with insufficient signal are excluded.

• Fulfillment preference. Filters prefer listings that indicate domestic fulfillment, reducing the appearance of Indian-facing offers that ship from overseas.

• Category-specific thresholds. Categories such as electronics have different reduction and quality thresholds than categories such as grocery, reflecting what constitutes a meaningful reduction in each.

Listings that do not pass these checks are not published, even if they appear elsewhere on Amazon.

Refresh and expiry

Deal listings are refreshed multiple times per day. Deals no longer available at the featured price are marked as expired within 48 hours. Expired deal pages remain accessible for reference, with the listed price clearly labeled as no longer current.

Categorisation

Each published deal is classified into one of the editorial category streams. Category classification is automated and based on the product listing details. Miscategorisations are corrected as they are identified.

What the filters do not check

Being transparent about what the site does not do:

• Product quality or performance. Aish4Aish does not test the products listed.

• Seller identity or trustworthiness. Aish4Aish does not independently authenticate individual sellers.

• Warranty or after-sales service. These vary by product, brand, and seller. Purchase decisions on these grounds should be verified independently on the retailer’s own platform.

• Ongoing price movement. Prices can rise or fall after publication. Always confirm the current price on the retailer’s website before purchase.

Prices are subject to change

Product prices and availability are accurate as of the time recorded and are subject to change. Amazon prices change frequently, and the price at the time of your purchase may differ from what is shown. Always confirm the current price on the retailer’s website before completing your order.

Affiliate disclosure

As an Amazon Associate I earn from qualifying purchases. The site’s filtering and selection methodology are independent of commission rates.