SYSTEM all green source freshdirect.com queue 14,892 SKUs p99 latency 185ms dataflirt.com · scraper/freshdirect-com
RUN | 42 active pipelines | freshdirect.com live

FreshDirect data,
at warehouse scale.

We extract grocery catalogues, regional pricing, ingredient lists, and stock availability from FreshDirect. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Products extracted
85K /day
Price updates
210K /24h
Zip codes tracked
450 /run
Active pipelines
42
Uptime
99.98%
Data Dictionary

Every field we extract from freshdirect.com

Structured, schema-consistent data across all major object types — delivered clean, typed, and ready to query.

Complete list of extractable fields for Grocery Products objects from freshdirect.com. All fields typed and schema-versioned.

skunamebrandcategorysub_categorypriceunit_priceweightdescriptionimage_urlin_stock
grocery_products
● 200 OK
"sku": "FD-89211",
"name": "Organic Honeycrisp Apples",
"brand": "FreshDirect Produce",
"category": "Fruit",
"price": 6.99,
"unit_price": "3.49/lb",
"weight": "2 lbs",
"in_stock": true
# skunamebrandcategorysub_categoryprice
1
2
3

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

skuserving_sizecaloriestotal_fatcholesterolsodiumtotal_carbsproteiningredientsallergens
nutritional_info
● 200 OK
"sku": "FD-44502",
"serving_size": "1 cup (240ml)",
"calories": 120,
"total_fat": "5g",
"sodium": "110mg",
"ingredients": "Organic Whole Milk, Vitamin D3",
"allergens": "Contains: Milk"
# skuserving_sizecaloriestotal_fatcholesterolsodium
1
2
3

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

skuzip_codebase_pricepromo_pricepromo_descmultibuy_discountprice_per_ozscraped_timestamp
pricing_& promos
● 200 OK
"sku": "FD-11209",
"zip_code": "10001",
"base_price": 14.99,
"promo_price": 12.99,
"promo_desc": "Save $2.00",
"multibuy_discount": "None",
"scraped_timestamp": "2026-05-12T08:12:00Z"
# skuzip_codebase_pricepromo_pricepromo_descmultibuy_discount
1
2
3

Complete list of extractable fields for Meat & Seafood objects from freshdirect.com. All fields typed and schema-versioned.

skucut_typesource_farmorganic_certifiedcatch_methodpreparation_tipsshelf_lifeprice_per_lb
meat_& seafood
● 200 OK
"sku": "FD-77341",
"cut_type": "Ribeye Steak",
"source_farm": "Local NY Farms",
"organic_certified": false,
"preparation_tips": "Grill or pan-sear",
"shelf_life": "3 days",
"price_per_lb": 24.99
# skucut_typesource_farmorganic_certifiedcatch_methodpreparation_tips
1
2
3

Complete list of extractable fields for Prepared Foods objects from freshdirect.com. All fields typed and schema-versioned.

skumeal_typeheating_instructionsdietary_tagschef_notesspice_levelingredientsdays_fresh
prepared_foods
● 200 OK
"sku": "FD-99201",
"meal_type": "Dinner Entree",
"dietary_tags": "['Gluten-Free', 'High Protein']",
"chef_notes": "Prepared fresh daily in our Bronx facility.",
"spice_level": "Mild",
"days_fresh": 4
# skumeal_typeheating_instructionsdietary_tagschef_notesspice_level
1
2
3

Capabilities

Everything you need from FreshDirect

Our FreshDirect scraper navigates zip-code walls, dynamic inventory states, and complex nutritional tables to deliver structured grocery intelligence.

Product Catalogues

Extract SKU, title, brand, weight, unit pricing, and high-resolution images across all grocery categories.

Geo-Fenced Pricing

Simulate delivery zip codes to capture regional price variations and local tax applications.

Nutritional & Allergen Data

Parse complex nutrition facts panels into structured JSON, including macro-nutrients and allergen warnings.

Sourcing & Farm Origins

Capture local farm partnerships, organic certifications, and catch methods for meat and seafood.

Prepared Meals & Deli

Extract heating instructions, dietary tags, chef notes, and shelf-life indicators for ready-to-eat items.

Promotional Tracking

Monitor active sales, multi-buy discounts, and coupon eligibility windows timestamped per run.

Stock Availability

Track in-stock status and inventory depth indicators across different fulfillment centres.

Category Navigation

Map full taxonomy trees from top-level departments down to specific product aisles.

Scheduled Updates

Run continuous pipelines to capture high-frequency price and stock changes during peak shopping hours.

// engagement pipeline

From SKU list to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide target zip codes, category URLs, or specific SKUs. We design the extraction schema together.

Pipeline Build
d 2–4

We configure crawlers, session management for location data, and parsing logic for nutritional tables.

Validation & QA
d 4–6

Schema validation, null-rate checks, and price-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 FreshDirect pipeline handles the hard parts

Grocery scraping requires managing session state across zip codes and parsing unstructured ingredient text.

pipeline-monitor · freshdirect.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
Location simulation
Zip-code session management

FreshDirect requires a valid delivery zip code to display accurate pricing and inventory. We maintain active cookie sessions tied to specific regional proxies to ensure data reflects local availability.

Data normalisation
Nutritional table parsing

Nutrition facts are often embedded in inconsistent HTML structures or images. We use computer vision and DOM parsing to extract macros, ingredients, and allergens into clean, typed fields.

Change detection
High-frequency stock diffs

Grocery inventory changes rapidly. We maintain a hash index of last-seen values per SKU, emitting only changed records to reduce downstream processing load.

Anti-bot layer
Residential proxy rotation

We route requests through US-based residential ISP proxies with realistic browser fingerprints to bypass request limits and IP bans.

Taxonomy mapping
Category pagination

We traverse complex category trees to ensure full catalogue coverage, capturing parent-child relationships for every product.

Applications

Who uses FreshDirect data

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

01
Competitor Price Monitoring

Grocery retailers track FreshDirect pricing across zip codes to adjust their own regional pricing models.

02
CPG Brand Auditing

Brands monitor product placement, promotional compliance, and out-of-stock rates for their SKUs.

03
Nutritional Analysis

Health tech applications ingest ingredient and macro data to power dietary recommendation engines.

04
Supply Chain Intelligence

Distributors track stock availability signals to forecast demand for specific product categories.

05
Inflation Tracking

Economic analysts monitor basket prices over time to track regional food inflation trends.

06
Market Research

Agencies analyse category expansion and new product introductions to identify consumer trends.

Why DataFlirt

"FreshDirect holds some of the most detailed product sourcing and nutritional data in the US grocery market, but accessing it across regional boundaries requires dedicated infrastructure."

Grocery inventory changes daily. Relying on manual exports or brittle scripts fails when store layouts update or zip-code sessions expire. DataFlirt maintains the session states, parses the complex nutritional tables, and delivers clean, normalised data directly to your warehouse.

Technical Spec

FreshDirect scraper technical specifications

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

Zip-code simulation
Maintain sessions for specific US zip codes to capture local pricing
Supported
Nutritional table parsing
Extract macros and ingredients into structured JSON objects
Supported
Allergen extraction
Isolate allergen warnings from product descriptions
Supported
Category tree mapping
Capture full taxonomy hierarchy for each product
Supported
Promotional price tracking
Capture base price, sale price, and discount conditions
Supported
Change detection diffs
Hash-based diff: only emit records with changed fields since last run
Supported
Past order history
Gated data requires individual user authentication
Partial
DeliveryPass pricing
Member-only discounts require a paid subscription account
Partial
Infrastructure

Infrastructure powering the 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 handles JavaScript rendering, cookie sessions, and interaction flows required for zip-code entry.

Residential Proxy Infrastructure

We maintain pools of US residential ISP proxies. Rotation happens per-request with sticky sessions required for location-based pricing.

Cloud-Native Orchestration

Pipelines run on AWS Lambda and ECS. Airflow handles scheduling, dependency management, and SLA alerting. All state stored in managed Postgres.

Output & Delivery

Your data, your destination

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

JSON
Newline-delimited or nested schema
CSV
Flat file with typed columns
XLS
Excel compatible format for business teams
Parquet
Columnar format for BigQuery, Snowflake, Athena
AWS S3
Direct bucket delivery
Webhook
HTTP POST per record for real-time processing
API
REST endpoints to query extracted data
PostgreSQL
Upsert into your existing schema
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Is scraping FreshDirect legal?

Scraping publicly available information is generally permissible under applicable law. DataFlirt targets only public, non-authenticated product, pricing, and nutritional data. We do not extract personal user data or circumvent authentication walls.

How do you handle zip-code specific pricing?

We initiate sessions using target zip codes provided by the client. Our infrastructure maintains these location-specific cookies throughout the crawl to ensure the captured pricing and inventory match the specified region.

Can you parse complex nutritional labels?

Yes. We use custom parsing logic to normalise varying nutritional table formats across different brands, outputting clean, typed integers for calories, macros, and sodium levels.

How fresh is the inventory data?

We configure pipeline schedules based on client needs. For inventory monitoring, we can run high-frequency intra-day crawls to capture stock changes during peak shopping windows.

Do you extract allergen information?

Yes. Allergen warnings are extracted and provided as a structured array within the product record, separating explicit 'Contains' warnings from 'Facility' warnings where available.

What is the minimum viable engagement?

Our packages typically start at a defined category list or full-site crawl for a specific set of zip codes with daily delivery. Contact us with your requirements for a scoped quote.

$ dataflirt scope --new-project --source=freshdirect.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 one-off catalogue dump or a continuous price-monitoring feed across multiple zip codes. Tell us what you need.

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