SYSTEM all green source harryanddavid.com queue 12,844 pages p99 latency 218ms dataflirt.com · scraper/harryanddavid-com
RUN · 31 active pipelines · harryanddavid.com live

Gourmet gifting data,
delivered at scale.

We extract gift baskets, Royal Riviera pear inventory, wine collections, and corporate gifting tiers from Harry & David. Delivered as clean JSON, CSV, or Parquet to your data warehouse.

Products extracted
8,412 /run
Price updates
14,290 /24h
Delivery options
42.5K /run
Active pipelines
31
Uptime
99.94%
Data Dictionary

Every field we extract from harryanddavid.com

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

Complete list of extractable fields for Gift Collections objects from harryanddavid.com. All fields typed and schema-versioned.

product_idtitlecategorysub_categorypricesale_pricedescriptioncontents_listimage_urlsratingreview_countin_stockurl
gift_collections
● 200 OK
"product_id": "HD-24819",
"title": "Deluxe Pears, Apples, and Cheese Gift",
"category": "Gift Baskets",
"price": 89.99,
"rating": 4.8,
"review_count": 1422,
"in_stock": true
# product_idtitlecategorysub_categorypricesale_price
1
2
3

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

product_idbase_priceshipping_surchargedelivery_dates_availableexpress_eligiblewine_shipping_restrictionssubscription_eligiblediscount_tiersscraped_at
pricing_& delivery
● 200 OK
"product_id": "HD-24819",
"base_price": 89.99,
"shipping_surcharge": 14.99,
"express_eligible": true,
"wine_shipping_restrictions": "[]",
"subscription_eligible": false,
"scraped_at": "2026-05-12T10:15:00Z"
# product_idbase_priceshipping_surchargedelivery_dates_availableexpress_eligiblewine_shipping_restrictions
1
2
3

Complete list of extractable fields for Corporate Gifting objects from harryanddavid.com. All fields typed and schema-versioned.

product_idtier_namemin_quantitymax_quantityunit_pricecustomization_optionslead_time_daysvolume_discount_pct
corporate_gifting
● 200 OK
"product_id": "HD-1102",
"tier_name": "Corporate Tier 2",
"min_quantity": 50,
"max_quantity": 199,
"unit_price": 74.99,
"volume_discount_pct": 15,
"lead_time_days": 7
# product_idtier_namemin_quantitymax_quantityunit_pricecustomization_options
1
2
3

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

review_idproduct_idauthor_nameratingreview_dateverified_buyerreview_titlereview_bodyhelpful_votes
reviews_& ratings
● 200 OK
"review_id": "REV-99281",
"product_id": "HD-24819",
"rating": 5,
"verified_buyer": true,
"review_title": "Perfect holiday gift",
"helpful_votes": 12,
"review_date": "2025-12-28"
# review_idproduct_idauthor_nameratingreview_dateverified_buyer
1
2
3

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

product_idallergensserving_sizecaloriestotal_fatsodiumsugarsproteiningredients_list
nutritional_info
● 200 OK
"product_id": "HD-24819",
"allergens": "['Milk', 'Tree Nuts', 'Wheat']",
"serving_size": "1 oz (28g)",
"calories": 110,
"sugars": "8g",
"protein": "2g"
# product_idallergensserving_sizecaloriestotal_fatsodium
1
2
3

Capabilities

Extract the complete gifting catalogue

Our scraper handles Harry & David's seasonal catalogue shifts, dynamic delivery widgets, and location-based wine restrictions — providing clean structured data across the entire inventory.

Gift Basket Contents

Extract individual items included in hampers, boxes, and towers, mapping component parts to parent SKUs.

Seasonal Price Tracking

Monitor holiday markups, promotional price drops, and standard base pricing across all categories.

Delivery Window Scraping

Capture available shipping dates, standard transit times, and expedited shipping surcharges via JavaScript execution.

Corporate Volume Pricing

Extract tiered pricing structures, minimum order quantities, and customisation options for B2B gifting.

Wine Shipping Restrictions

Map state-by-state delivery eligibility and compliance warnings for all alcohol-inclusive baskets.

Club & Subscription Data

Extract pricing, delivery schedules, and tier options for Fruit-of-the-Month and other recurring clubs.

Review & Sentiment Mining

Capture customer feedback, star ratings, and verified purchase flags across the entire product catalogue.

Cross-Brand Catalogues

Include 1-800-Flowers family cross-sells and co-branded product integrations where present.

Nutritional & Allergen Specs

Extract detailed dietary information, ingredient lists, and allergen warnings per consumable item.

// engagement pipeline

From product list to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide category URLs, specific SKUs, or search parameters. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy / Playwright crawlers, proxy rotation, session management, and CAPTCHA handling.

Validation & QA
d 4–6

Schema validation, null-rate checks, price-outlier detection, and sample data review before full launch.

Delivery
ongoing

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

Under the hood

How our pipeline handles eCommerce complexities

Harry & David utilises dynamic frontend frameworks and aggressive caching. Here is how we extract reliable data.

pipeline-monitor · harryanddavid.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
Anti-bot layer
Residential proxy routing

Retail sites employ edge protection to block datacenter IPs. We route requests through US-based residential proxies to mimic legitimate consumer traffic and bypass WAF blocks.

JavaScript rendering
Dynamic delivery calendars

Delivery dates and shipping surcharges are calculated client-side. We use Playwright to execute page scripts and interact with calendar widgets to extract accurate shipping constraints.

Location-based logic
State-specific wine compliance

Alcohol shipping availability changes based on the user's location. We inject specific zip codes during the session to map restriction lists across all 50 states.

Schema stability
Seasonal redesign adaptation

The site structure changes heavily between Thanksgiving, Christmas, and Valentine's Day. Our extraction logic relies on multiple fallback selectors to maintain data flow during site updates.

Change detection
Efficient price monitoring

We hash product records and only emit data when prices, inventory, or delivery windows change, reducing your ingestion costs and processing overhead.

Applications

Who uses Harry & David data

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

01
Competitor Price Monitoring

Gourmet food retailers track hamper pricing, component values, and promotional strategies to adjust their own positioning.

02
Corporate Gifting Analysis

B2B sales teams analyse volume discount structures and corporate tiering to optimise their own enterprise gifting catalogues.

03
Seasonal Trend Forecasting

Market analysts map product launches and inventory depth against holiday calendars to predict category performance.

04
Supply Chain Intelligence

Procurement teams monitor out-of-stock rates on signature items like Royal Riviera pears to gauge agricultural yields and market supply.

05
Market Research

Consumer brands evaluate sentiment on specific gift assortments and flavour profiles via review aggregation.

06
Retail Aggregation

Affiliate platforms and corporate reward portals feed structured catalogue data into their own procurement systems.

Why DataFlirt

"Harry & David's catalogue dictates the premium gifting market, but extracting their dynamic delivery calendars and seasonal pricing requires dedicated infrastructure."

Gourmet eCommerce platforms employ aggressive caching and location-based rendering. We handle the residential proxy routing, JavaScript execution for delivery date widgets, and continuous schema maintenance so you receive structured catalogue data without the operational overhead.

Technical Spec

Harry & David scraper — technical specifications

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

JavaScript rendering
Playwright sessions for delivery calendars and dynamic pricing
Supported
CAPTCHA bypass
Automated solver integration for edge protection walls
Supported
Residential proxy rotation
US-based ISP IPs to bypass datacentre blocking
Supported
Delivery calendar extraction
Capture available dates and expedited surcharges
Supported
Volume discount tiers
Extract B2B corporate pricing structures
Supported
Allergen & nutrition extraction
Parse dietary information and ingredient lists
Supported
Cross-sell mapping
Capture 1-800-Flowers family product integrations
Supported
Customer account order history
Requires individual user authentication credentials
Partial
Celebrations Passport membership portal
Gated loyalty program pricing and member-only features
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 manages orchestration and deduplication. Playwright handles JavaScript execution for delivery widgets and location-based pricing.

Residential Proxy Infrastructure

We route requests through US residential IPs to bypass WAF protections and mimic legitimate consumer browsing patterns.

Cloud-Native Orchestration

Pipelines execute on scalable AWS infrastructure, orchestrated by Airflow to ensure data delivery meets contractual SLAs.

Output & Delivery

Your data, your destination

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

JSON
Nested structures for complex basket contents
CSV
Flat file format for analyst workflows
XLS
Excel compatible format for manual review
Parquet
Columnar storage for efficient warehouse querying
AWS S3
Direct bucket delivery
Webhook
HTTP POST for real-time inventory alerts
API
RESTful endpoints for on-demand catalogue retrieval
BigQuery
Direct streaming to Google Cloud
Snowflake
Stage and COPY INTO workflows
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Is scraping Harry & David legal?

Scraping publicly available product, pricing, and review data is generally permissible. We do not extract personal user data or bypass authenticated portals like the Celebrations Passport membership area. Clients should consult their legal counsel regarding specific data usage.

How do you handle delivery date widgets?

Delivery dates and surcharges are rendered client-side. We use Playwright to execute the JavaScript, interact with the calendar elements, and extract the available shipping options and associated costs.

Can you extract state-specific wine shipping restrictions?

Yes. We manage session state and inject specific zip codes during the crawl to determine which products can be legally shipped to which states, mapping the complete compliance matrix.

How do you manage seasonal site changes?

Harry & David updates their site structure frequently for major holidays. We implement multi-layer fallback selectors and monitor schema health continuously. If a layout change breaks extraction, our engineering team patches the pipeline immediately.

How fresh is the pricing data?

We can configure pipelines for daily catalogue sweeps or higher-frequency runs for specific high-value SKUs to track intra-day promotional changes.

Can I request a sample dataset?

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

$ dataflirt scope --new-project --source=harryanddavid.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 extraction of the holiday catalogue or continuous monitoring of corporate pricing tiers — we build and manage the infrastructure. Tell us your requirements.

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