cff-version: 1.2.0
title: "Singapore Commerce Index: Who Pays To Be Found, and How the Market Segments"
message: "If you use this dataset, please cite it."
type: dataset
authors:
  - name: "Canlah Research"
    city: Singapore
    country: SG
    email: hello@canlah.ai
license: CC-BY-4.0
date-released: 2026-09-10
version: "1.0"
url: "https://huggingface.co/datasets/CanlahAI/singapore-commerce-index"
abstract: >-
  Two evidence-graded registers of Singapore commerce — 3,308 companies scored on whether they
  demonstrably pay to be found on search, and 1,026 Singapore-registered Shopify stores verified
  against Shopify's own public store record — plus a segmentation mapping all 166 industry labels
  onto 16 buying situations. Every row carries the kind of proof it has, so captured ad
  impressions, conversion tags, agency case-study mentions and organic rankings are never blended
  into one number.