We extract beauty catalogues, PC Optimum point multipliers, local store inventory, and flyer deals from shoppersdrugmart.ca. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.
Structured, schema-consistent data across all major object types — delivered clean, typed, and ready to query.
Complete list of extractable fields for Product Listings objects from shoppersdrugmart.ca. All fields typed and schema-versioned.
"sku": "SDM-849201", "title": "Hyaluronic Acid Hydrating Serum", "brand": "Quo Beauty", "category": "Skincare", "price": 24.99, "currency": "CAD", "upc": "057800938472"
| # | sku | upc | title | brand | category | sub_category |
|---|---|---|---|---|---|---|
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Complete list of extractable fields for PC Optimum & Pricing objects from shoppersdrugmart.ca. All fields typed and schema-versioned.
"sku": "SDM-849201", "base_points": 375, "bonus_points": 2000, "multiplier_active": true, "promo_text": "20x the points on Skincare", "standard_price": 24.99, "member_price": 19.99
| # | sku | base_points | bonus_points | multiplier_active | promo_text | member_price |
|---|---|---|---|---|---|---|
| 1 | ||||||
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Complete list of extractable fields for Store Inventory objects from shoppersdrugmart.ca. All fields typed and schema-versioned.
"sku": "SDM-849201", "store_id": "ST-1492", "store_name": "Queen & Spadina", "postal_code": "M5V 2A1", "in_stock": true, "stock_level": "LOW_STOCK", "pickup_available": true
| # | sku | store_id | store_name | address | postal_code | in_stock |
|---|---|---|---|---|---|---|
| 1 | ||||||
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Complete list of extractable fields for Ingredients & Specs objects from shoppersdrugmart.ca. All fields typed and schema-versioned.
"sku": "SDM-849201", "volume_ml": 30, "skin_type": "All Skin Types", "cruelty_free": true, "spf_rating": "None", "ingredients_list": "Water, Sodium Hyaluronate, Glycerin, Phenoxyethanol", "natural_certified": false
| # | sku | ingredients_list | allergens | volume_ml | weight_g | skin_type |
|---|---|---|---|---|---|---|
| 1 | ||||||
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Complete list of extractable fields for Reviews & Ratings objects from shoppersdrugmart.ca. All fields typed and schema-versioned.
"review_id": "REV-993847", "sku": "SDM-849201", "rating": 4.5, "title": "Great daily hydration", "author": "SkincareJunkie99", "date_posted": "2026-03-14", "verified_buyer": true
| # | review_id | sku | rating | title | body | author |
|---|---|---|---|---|---|---|
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Our pipeline handles the complexity of localised pricing, PC Optimum loyalty tiers, and heavy JavaScript rendering. We deliver clean retail data directly to your warehouse.
Title, brand, category mapping, descriptions, and high-resolution images across prestige beauty and mass market brands.
Capture base points, bonus point multipliers, and member-exclusive pricing tied to specific promotional windows.
Extract accurate pricing and availability by simulating user sessions across specific Canadian postal codes.
Digitise weekly flyer deals, limited-time offers, and multi-buy promotions directly from the digital circulars.
Extract raw ingredient lists, allergen warnings, and formulation details for skincare and cosmetic products.
Monitor stock status (in-stock, low stock, out of stock) across 1,300+ retail locations nationwide.
Full Playwright execution to bypass Next.js hydration issues and capture dynamically loaded price widgets.
Run continuous pipelines that only emit records when prices, points, or inventory levels change.
Extract star ratings, review text, and helpful votes to monitor brand sentiment on prestige beauty items.
Brief in. Clean data out.
Provide categories, brand lists, or specific postal codes. We design the extraction schema together.
We configure Scrapy and Playwright crawlers, proxy rotation, and session management for shoppersdrugmart.ca.
Schema validation, null-rate checks, and postal code accuracy verification before full launch.
JSON, CSV, or Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.
Extracting localised retail data requires persistent sessions and bot mitigation. Here is how we maintain reliable infrastructure.
Retailers use strict bot protection to block scraping. We use Canadian residential ISP proxies with realistic browser fingerprints and full cookie session management to ensure uninterrupted access.
Inventory and pricing vary by location. Our crawlers maintain persistent sessions tied to specific postal codes, ensuring accurate store-level data extraction without session bleed.
Shoppers Drug Mart relies heavily on client-side rendering. We run full Playwright browser sessions to trigger lazy-loading and hydrate dynamic price and PC Optimum point widgets.
Polling inventory across 1,300 stores generates massive data volumes. We maintain a hash index of last-seen values and only push diffs, reducing your downstream processing load.
Every run emits structured logs to our observability stack. We alert on null-rate spikes, schema drift, and proxy blocks. SLA uptime is contractual.
Retailers and beauty brands track standard pricing and PC Optimum promotions to optimise their own pricing strategies.
Analysts monitor PC Optimum multiplier events and bonus point offers to understand loyalty program mechanics.
Cosmetic brands extract ingredient lists across categories to identify formulation trends and allergen prevalence.
Agencies track organic search positions and category page placements for prestige beauty brands.
Supply chain teams correlate store-level out-of-stock signals with regional demographics to improve allocation models.
Merchandisers analyse category depth, brand presence, and new product introductions across the pharmacy and beauty aisles.
"Shoppers Drug Mart holds Canada's richest beauty and pharmacy catalogue, but localising inventory across 1,300 stores requires heavy infrastructure."
Extracting PC Optimum pricing and postal code-based availability means managing thousands of persistent regional sessions. DataFlirt handles the proxy rotation, JavaScript execution, and anomaly detection so your engineers can query clean retail data instead of fighting bot protection.
Everything supported by our shoppersdrugmart.ca scraper — rendered SPA elements, auth walls, rate-limit evasion and beyond.
Open-source tooling on proven cloud infra — no vendor lock-in, full observability.
Scrapy handles crawl orchestration and retry logic. Playwright handles JavaScript rendering, cookie sessions, and postal code hydration.
We maintain pools of residential ISP proxies across Canada. Rotation happens per-request with sticky sessions for accurate store localisation.
Pipelines run on AWS Lambda and ECS. Airflow handles scheduling, dependency management, and SLA alerting. All state stored in managed Postgres.
Data delivered to where your team already works — no new tooling required.
About shoppersdrugmart.ca scraping, legality, and pipeline operations.
Ask us directly →Yes. We extract base points, bonus multipliers, and member-exclusive pricing from public product listings. We do not extract personalised offers that require user authentication.
We simulate user sessions tied to specific Canadian postal codes. This allows us to poll inventory status and aisle locations for any of the 1,300+ retail locations.
Yes. We parse the weekly digital circulars to extract limited-time deals, multi-buy promotions, and flyer-specific pricing.
Yes. We map category taxonomy and brand data, allowing you to monitor stock depth and pricing for specific prestige cosmetic and skincare brands.
Full catalogue refreshes at daily cadence complete within a 6-12 hour window. For specific high-priority SKUs, we can configure sub-hourly polling pipelines.
Yes. We capture the raw ingredient lists, allergen warnings, and product specifications surfaced on the product detail pages.
Absolutely. We provide a sample run of up to 500 products as part of the pre-engagement scoping process so you can validate schema fit and data quality.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a one-off beauty catalogue dump or continuous inventory monitoring across Canada, we scope, build, and operate the pipeline. Tell us what you need.
