Digital shelf insights for India: choose the data, read it right.
This section collects guides on digital shelf data for India: how to choose a dataset, read price and stock by pin code, connect an API or an AI agent through MCP (preview), and check coverage and freshness before you use the data. Each guide is dated and states what its figures cover. Start with the digital shelf audit guide for a manual check of your own listings, then use the data guides when you need the readings in a spreadsheet, a dashboard or an agent. To check your own listings by hand, start with the digital shelf audit guide.
23 pieces on data and apis
4 checks before you cite an Indian startup funding round
Confirm the raising company, the investors from their own pages, what the amount includes and the date type.
Guide · 29 October 2026Blinkit and Zepto ads: five checks before you spend
Stock, price, organic rank, festive bids and ROAS verification: the checks before a quick-commerce ad budget.
Guide · 29 October 2026Digital shelf analytics: five metrics, read by pin code
The five measures of digital shelf analytics, why the pin code matters, and how it differs from a shelf audit.
Guide · 29 October 2026Match a brand name to its registered Indian company in 4 steps
Read the names a brand publishes, confirm the CIN or GSTIN, separate similar names and keep the evidence.
Guide · 29 October 2026Verify an Indian company from public records in 4 checks
Check status, filing history, GST and licences, and insolvency or regulator notices, with a dated note of each.
Blog · 22 October 2026Earbuds are flat, noise-cancelling is not: reading a mature category from the shelf
Counterpoint and IDC count flat earbud shipments and fast growth in noise-cancelling models. What a shipment count cannot show, and what to read on the shelf.
Guide · 18 October 2026Check dataset coverage and freshness before you commit
A checklist for choosing data that fits your products, locations and reporting period.
Guide · 18 October 2026India ecommerce data API: what it returns, by pin code and marketplace
What an India ecommerce data API returns by pin code and marketplace, which sources it reads and what a read costs.
Guide · 18 October 2026Marketplace product data: read listings without overclaiming
How to work with marketplace listings while keeping sales and demand claims separate.
Guide · 18 October 2026Not checked is not empty: read missing data correctly
What missing price and availability readings can, and cannot, tell you.
Guide · 18 October 2026Quick commerce MCP server for India data: what it returns and how to connect
What the quick commerce MCP server returns and how to connect an AI agent to it safely.
Guide · 30 September 2026How to run a digital shelf audit yourself
What to read by pin code, how to record it, how often to repeat it, and what a shelf audit cannot tell you.
Guide · 30 September 2026Listed but unavailable: the out-of-stock gap on quick commerce
Why a live listing is not the same as an available one, with a real out-of-stock share by app.
Guide · 30 September 2026Share of search on quick-commerce category keywords
What share of search means for quick-commerce category terms, a sample worked example, and how it differs from share of AI.
Guide · 30 September 2026Sponsored-label and search-ranking transparency rules, from 1 January 2027
What changes for sponsored listings and search ranking on Indian shopping apps from 1 January 2027.
Guide · 30 September 2026The 30-day prior-price rule for discounts, from 1 January 2027
Why 'the price before the cut' will mean the lowest price in the last 30 days, not yesterday's price, from 1 January 2027.
Guide · 30 September 2026Value-weighted OOS: which stockouts to fix first
A Must Fix / Watch / Ignore matrix for prioritising stockouts by value, not just by count.
Guide · 24 September 2026Check availability before you spend on retail media
Why stock by pin code belongs in a retail media checklist, and how to run the check.
Guide · 24 September 2026Digital share of shelf: a definition you can defend
How to define and measure the share of results your brand fills, and where the figure misleads.
Guide · 24 September 2026Private label on the digital shelf: watch it before you respond
How to observe own-label products beside yours, and what to do with what you see.
Guide · 24 September 2026Shelf data by CSV or API: what to ask before you connect it
How teams use shelf data, CSV or API, and the questions to put to any provider.
Guide · 24 September 2026What a good out-of-stock, price or rank alert proves
What evidence an out-of-stock, price-floor or search-rank alert should carry, and where ours stands.
Blog · 15 September 2026The key-account buyer review pack: shelf evidence a retailer cannot wave away
What to put in a retailer buyer review pack, what a shelf capture cannot say about cause, and how to show it without accusing anyone.
Questions before you start
What is digital shelf data?
Dated readings of price, MRP and stock for products on shopping apps, by pin code.
Where should I start?
With rewalto.com/guides/digital-shelf-audit for a manual audit of your own listings, or rewalto.com/guides/quick-commerce-api-india for access to the data.
How current are these guides?
Each guide shows the date it was published and the date it last changed, and says what its figures cover. Check the date before you reuse a number.
More topics
Start with the data behind your question.
Explore current datasets and review their sources, dates and coverage before using them in your analysis.