SYSTEM all green source healthkart.com queue 12,403 pages p99 latency 215ms dataflirt.com · scraper/healthkart-com
RUN - 41 active pipelines - healthkart.com live

Healthkart data,
at warehouse scale.

We extract supplement listings, HK Premium pricing, nutritional profiles, authenticity markers, and verified reviews from Healthkart. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Products extracted
142K /day
Price updates
315K /24h
Review records
89K /run
Active pipelines
41
Uptime
99.98%
Data Dictionary

Every field we extract from healthkart.com

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 healthkart.com. All fields typed and schema-versioned.

product_idtitlebrandcategorysub_categoryflavorweight_kgprice_inrmrp_inrhk_premium_pricediscount_pctin_stockveg_nonvegratingreview_countimage_urlsurl
product_listings
● 200 OK
"product_id": "MB-10023",
"title": "MuscleBlaze Biozyme Performance Whey",
"brand": "MuscleBlaze",
"category": "Sports Nutrition",
"flavor": "Rich Chocolate",
"weight_kg": 2.0,
"price_inr": 4499.0,
"mrp_inr": 5999.0,
"hk_premium_price": 4299.0,
"in_stock": true
# product_idtitlebrandcategorysub_categoryflavor
1
2
3

Complete list of extractable fields for Nutritional Profile objects from healthkart.com. All fields typed and schema-versioned.

product_idserving_size_gprotein_per_serving_gbcaa_per_serving_geaa_per_serving_gcarbs_per_serving_gsugar_per_serving_gcalories_per_servingingredientsallergensformgoal
nutritional_profile
● 200 OK
"product_id": "MB-10023",
"serving_size_g": 36.0,
"protein_per_serving_g": 25.0,
"bcaa_per_serving_g": 5.51,
"eaa_per_serving_g": 11.75,
"carbs_per_serving_g": 3.2,
"sugar_per_serving_g": 0.0,
"calories_per_serving": 131,
"form": "Powder"
# product_idserving_size_gprotein_per_serving_gbcaa_per_serving_geaa_per_serving_gcarbs_per_serving_g
1
2
3

Complete list of extractable fields for Pricing & Offers objects from healthkart.com. All fields typed and schema-versioned.

product_idbase_pricemrphk_premium_pricediscount_percentagecombo_offer_activecombo_detailsflash_sale_activeflash_sale_end_timecoupon_codecoupon_discountprice_timestamp
pricing_& offers
● 200 OK
"product_id": "MB-10023",
"base_price": 4499.0,
"mrp": 5999.0,
"hk_premium_price": 4299.0,
"discount_percentage": 25,
"combo_offer_active": true,
"combo_details": "Free MB Shaker with 2kg Whey",
"flash_sale_active": false,
"price_timestamp": "2026-08-14T10:30:00Z"
# product_idbase_pricemrphk_premium_pricediscount_percentagecombo_offer_active
1
2
3

Complete list of extractable fields for Reviews & Authenticity objects from healthkart.com. All fields typed and schema-versioned.

review_idproduct_iduser_nameratingreview_dateverified_buyerauthenticity_verifiedreview_titlereview_bodyhelpful_votesimages_attached
reviews_& authenticity
● 200 OK
"review_id": "REV-99281",
"product_id": "MB-10023",
"rating": 5,
"verified_buyer": true,
"authenticity_verified": true,
"review_title": "Great mixability and taste",
"review_body": "Digests very easily compared to other brands.",
"helpful_votes": 34,
"images_attached": true
# review_idproduct_iduser_nameratingreview_dateverified_buyer
1
2
3

Complete list of extractable fields for Brand Intelligence objects from healthkart.com. All fields typed and schema-versioned.

brand_namebrand_slugtotal_productsavg_ratingtop_categoryorigin_countryauthenticity_guaranteeofficial_partnerbrand_url
brand_intelligence
● 200 OK
"brand_name": "Optimum Nutrition",
"brand_slug": "optimum-nutrition",
"total_products": 124,
"avg_rating": 4.6,
"top_category": "Whey Protein",
"origin_country": "USA",
"authenticity_guarantee": true,
"official_partner": true
# brand_namebrand_slugtotal_productsavg_ratingtop_categoryorigin_country
1
2
3

Capabilities

Extract the complete fitness catalogue

Our Healthkart scraper navigates complex variant matrices, dynamic combo pricing, and deep nutritional tables to deliver structured data ready for analysis.

Nutritional Macro Extraction

Extract deep nutritional tables including protein, BCAA, EAA, carbs, sugar, and caloric values per serving across all supplements.

HK Premium Pricing

Capture regular prices, MRP, and member-only HK Premium prices to understand dual-tier pricing strategies.

Flavor & Size Matrices

Map parent products to all child variants including weight options (1kg, 2kg, 5lbs) and flavor profiles.

Authenticity Markers

Track authenticity guarantees, verified importer tags, and official partner badges critical for the Indian supplement market.

Combo & Flash Offers

Monitor dynamic promotional data including free shaker combos, BOGO deals, and limited-time flash sales.

Verified Buyer Reviews

Scrape full review text, star ratings, helpful votes, and verified purchase flags to analyze consumer sentiment.

Category Rank Tracking

Monitor top-selling products across specific categories like Whey Protein, Mass Gainers, and Pre-Workouts.

Brand Level Analytics

Extract complete brand storefronts to track catalog size, average ratings, and new product launches.

Change Detection

Receive only updated records when prices change, stock drops, or new reviews are posted, reducing processing overhead.

// engagement pipeline

From product URLs to warehouse records

Brief in. Clean data out.

Define Scope
d 0

Provide target categories, brand URLs, or specific product IDs. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy crawlers, handle dynamic pricing widgets, and manage proxy rotation for healthkart.com.

Validation & QA
d 4–6

Schema validation, null-rate checks, and macro-nutrient outlier detection before full launch.

Delivery
ongoing

JSON, CSV, or Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.

Under the hood

How our pipeline handles Healthkart's structure

Extracting supplement data requires navigating complex variant grids and dynamic promotional pricing. Here is how we build resilience.

pipeline-monitor · healthkart.com · live ● active
// fingerprinting
Identity rotation
TLS fingerprintrandomised
User-agentrotated
IP poolresidential
Challenges blocked0
// pagination
Page coverage
48,291 pages queued running
// observability
Pipeline health
99.9%
uptime
142ms
p99 lat
0.3%
null rate
2
alerts
Variant mapping
Resolving complex flavor and size grids

Healthkart products often have dozens of variants combining different weights and flavors. Our pipeline maps the parent-child relationships, ensuring every specific SKU and its unique price is captured accurately.

Dynamic pricing
Capturing HK Premium and flash sales

Prices on Healthkart change based on membership status and time-bound sales. We use Playwright to render JavaScript pricing widgets and extract the exact active price, MRP, and premium tier pricing.

Nutritional tables
Structuring unstructured macro data

Nutritional information is often presented in complex HTML tables or varied image formats. Our parsers normalize this data into clean, queryable fields for protein, BCAAs, and calories.

Anti-bot layer
Residential proxy rotation

To prevent IP blocking during high-volume category sweeps, we route requests through Indian residential proxies with realistic browser fingerprints and randomized request intervals.

Monitoring
Anomaly detection on price drops

We alert on unexpected null rates or massive price anomalies (e.g., a 90% drop) to ensure promotional data is accurate and not a parsing error caused by a DOM layout change.

Applications

Who uses Healthkart data

Teams across industries use healthkart.com data to build competitive products and smarter operations.

01
Price Intelligence

D2C supplement brands and retailers monitor Healthkart pricing, discounts, and combo offers to adjust their own pricing strategies.

02
Competitor Benchmarking

Brands analyze competitor nutritional profiles, mapping protein-per-rupee ratios to formulate new products.

03
Market Research

Analysts track top-selling flavors, category growth, and review velocity to identify consumer trends in the Indian fitness market.

04
Brand Monitoring

Global supplement brands audit their listings for pricing compliance, correct imagery, and authenticity badge presence.

05
Demand Forecasting

Supply chain teams correlate stock availability and review velocity to predict demand for specific protein variants.

06
AI Training Data

Machine learning teams use structured nutritional data and consumer reviews to train fitness recommendation engines.

Why DataFlirt

"Healthkart holds the most structured nutritional and pricing data for the Indian fitness market, but it remains locked behind dynamic DOMs and complex variant matrices."

Most data teams underestimate the effort required to scrape supplement data accurately. Reliable Healthkart extraction requires handling multi-dimensional variant grids, rendering JavaScript for combo pricing, and parsing inconsistent nutritional tables. DataFlirt absorbs that complexity so your analysts can focus on market strategy.

Technical Spec

Healthkart scraper technical specifications

Everything supported by our healthkart.com scraper — rendered SPA elements, auth walls, rate-limit evasion and beyond.

JavaScript rendering
Full Playwright sessions required for dynamic pricing and combo widgets
Supported
Variant mapping
Parent to child SKU mapping for all flavor and weight combinations
Supported
HK Premium pricing
Extraction of standard and member-only pricing tiers
Supported
Nutritional macros
Parsing of nutritional tables into structured JSON fields
Supported
Review pagination
Extraction of full review corpus across all pages
Supported
Change detection
Hash-based diffing to only emit records with changed prices or stock
Supported
Webhook delivery
HTTP POST per record for real-time promotional alerting
Supported
Indian residential proxies
Localized IPs to ensure correct regional pricing and stock
Supported
User Cart/Wishlist data
Extraction of personalized user carts or saved items
Partial
Gated order history
Historical purchase data tied to specific user accounts
Partial
Infrastructure

Infrastructure powering the Healthkart pipeline

Open-source tooling on proven cloud infra — no vendor lock-in, full observability.

ScrapyPlaywrightPython 3.12RedisPostgreSQLApache AirflowAWS LambdaS3CloudWatch2CaptchaCapSolverResidential ProxiesDockerKubernetesGrafanaPrometheus
Scrapy + Playwright Stack

Scrapy handles crawl orchestration and retry logic. Playwright manages JavaScript execution for dynamic promotional widgets and variant loading.

Residential Proxy Infrastructure

We route requests through Indian residential IPs to prevent rate limiting and ensure accurate stock and pricing data for the local market.

Cloud-Native Orchestration

Pipelines run on AWS ECS. Airflow handles scheduling and dependency management, ensuring daily catalogue refreshes complete on time.

Output & Delivery

Your data, your destination

Data delivered to where your team already works — no new tooling required.

JSON
Nested schema ideal for complex nutritional data
CSV
Flat file format for quick spreadsheet analysis
XLS
Excel format for business stakeholders
Parquet
Columnar format optimized for BigQuery and Snowflake
AWS S3
Direct delivery to your cloud storage buckets
Webhook
Real-time HTTP POST for immediate price drop alerts
API
REST endpoint to query latest scraped snapshots
BigQuery
Direct streaming into your GCP data warehouse
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

About healthkart.com scraping, legality, and pipeline operations.

Ask us directly →
Is scraping Healthkart legal?

Scraping publicly available product, pricing, and nutritional information is generally permissible. DataFlirt extracts only public data and does not bypass authentication to access private user information. Clients should consult their legal counsel regarding specific data usage.

How do you handle variant pricing?

Healthkart prices change based on weight and flavor selections. Our pipeline iterates through all available variant combinations on a product page, capturing the specific price, MRP, and stock status for each exact SKU.

Can you extract HK Premium prices?

Yes. We capture both the standard selling price and the displayed HK Premium price, allowing you to analyze the discount spread for members.

How fresh is the pricing data?

We can configure pipelines to run daily for full catalogue refreshes, or at higher frequencies (e.g., hourly) for specific high-priority product lists to catch flash sales.

Do you parse the nutritional tables?

Yes. We extract and normalize the nutritional facts panel, converting it into structured fields like protein_per_serving_g and calories, making it immediately ready for database ingestion.

What is the minimum viable engagement?

Our minimum engagement starts with a defined list of categories or brands (typically 1,000 to 10,000 products) delivered on a weekly or daily schedule. Contact us for volume-based pricing.

Can I get a sample dataset?

Yes. We provide a sample extraction of up to 200 products during the scoping phase so you can validate the schema, nutritional field accuracy, and data format before committing.

$ dataflirt scope --new-project --source=healthkart.com ready

Tell us what
to extract.
We do the rest.

20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a daily price monitor for top whey proteins or a complete nutritional database of the Indian supplement market, we build and manage the infrastructure.

hello@dataflirt.com · Bengaluru · IST · typical reply < 4h
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