We extract DROPS knitting patterns, yarn compositions, gauge metrics, colour cards, and pricing signals from Garnstudio. 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 Pattern Details objects from garnstudio.com. All fields typed and schema-versioned.
"pattern_id": "244-1", "title": "Autumn Breeze Cardigan", "category": "Cardigans", "craft_type": "Knitting", "needle_size": "4.5 mm", "gauge": "18 sts x 24 rows", "sizes_available": "['S', 'M', 'L', 'XL', 'XXL', 'XXXL']", "difficulty_level": "Intermediate"
| # | pattern_id | title | category | craft_type | yarn_used | needle_size |
|---|---|---|---|---|---|---|
| 1 | ||||||
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Complete list of extractable fields for Yarn Specifications objects from garnstudio.com. All fields typed and schema-versioned.
"yarn_id": "drops-air", "brand": "DROPS", "name": "DROPS Air", "composition": "65% Alpaca, 28% Polyamide, 7% Wool", "yarn_group": "C (16 - 19 stitches)", "weight_g": 50, "length_m": 150, "recommended_needle": "5 mm"
| # | yarn_id | brand | name | composition | yarn_group | weight_g |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Colour Cards objects from garnstudio.com. All fields typed and schema-versioned.
"yarn_id": "drops-air", "colour_id": "04", "colour_name": "Medium Grey", "image_url": "https://www.garnstudio.com/drops/yarns/air/colors/04.jpg", "stock_status": "In Stock", "discontinued_flag": false, "new_colour_flag": false
| # | yarn_id | colour_id | colour_name | hex_code | image_url | stock_status |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Retail Pricing objects from garnstudio.com. All fields typed and schema-versioned.
"retailer_name": "WoolWarehouse", "country": "UK", "currency": "GBP", "yarn_id": "drops-air", "regular_price": 5.2, "discount_price": 3.64, "discount_pct": 30, "stock_status": "Available"
| # | retailer_name | country | currency | yarn_id | regular_price | discount_price |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Yarn Alternatives objects from garnstudio.com. All fields typed and schema-versioned.
"original_yarn_id": "drops-air", "substitute_yarn_id": "drops-nepal", "yardage_diff_m": -75, "weight_diff_g": 0, "gauge_match": true, "price_diff_pct": -15, "composition_match_pct": 40
| # | original_yarn_id | substitute_yarn_id | composition_match_pct | yardage_diff_m | weight_diff_g | price_diff_pct |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Garnstudio holds decades of knitting patterns and yarn data. We parse complex instructional text into clean, queryable fields, tracking yarn availability and regional pricing across their retailer network.
Extract weight, length, composition, tension, and care instructions for every DROPS yarn line.
We convert raw pattern instructions into structured arrays of sizes, required yardage, and needle specifications.
Download high-resolution colour swatches and map them to specific shade IDs and names.
Monitor DROPS Super Store pricing across different countries and currencies, tracking promotional cycles.
Map official alternative yarns based on yarn group (A to F) and calculate yardage conversion rates.
Extract pattern data in English, Norwegian, German, French, and 12 other supported languages.
Capture exact stitch and row counts per 10x10cm square for precise database indexing.
Track site-wide DROPS sales events (e.g., Alpaca Party, Merino Mania) and apply discounts to baseline prices.
Bulk download pattern gallery images and yarn texture close-ups directly to your S3 bucket.
Brief in. Clean data out.
Specify target languages, pattern categories, or specific yarn lines. We map the required schema.
We configure Scrapy crawlers to navigate category pagination and parse unstructured pattern text.
Schema validation ensures yardage calculations and gauge metrics are correctly typed and normalized.
JSON / CSV / Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.
Extracting textile data requires more than simple HTML parsing. Pattern instructions are notoriously unstructured. Here is how we normalise the dataset.
Knitting patterns embed critical data (needle sizes, yardage per size, gauge) inside paragraphs of text. We use custom regex pipelines to extract these values into discrete, typed database columns.
Garnstudio serves content in multiple languages with varying URL structures. Our pipeline maps localised terms (e.g., 'strikkefasthet' vs 'gauge') to a single, unified English schema.
We build relational links between patterns and the specific yarn SKUs they require, allowing you to query exactly which patterns use a specific discontinued colourway.
Textile databases require visual context. We stream high-resolution pattern photos and yarn swatches directly to your cloud storage, passing the resulting S3 URIs into your structured data payload.
DROPS yarn is sold through third-party retailers listed on Garnstudio. We scrape the regional pricing tables to build a comprehensive view of retail costs across Europe and North America.
Yarn manufacturers monitor DROPS pricing and promotional cycles across European retailers to adjust their own wholesale strategies.
Independent yarn shops analyse popular patterns and required yardage to forecast demand for specific yarn weights and compositions.
Knitting companion apps ingest pattern metadata to allow users to filter projects by exact gauge, needle size, and available stash.
Machine learning teams use structured pattern instructions to train generative AI models capable of writing valid knitting patterns.
Textile analysts track the introduction of new sustainable fibers and the discontinuation rates of synthetic blends over time.
Crafting portals aggregate free patterns, indexing them by difficulty and yarn group to drive affiliate traffic to retailers.
"Garnstudio represents one of the largest structured archives of textile construction data. Extracting it reliably turns qualitative craft into quantitative intelligence."
Building a scraper for Garnstudio means dealing with inconsistent pattern formatting, multi-lingual URL routing, and dense instructional text. DataFlirt handles the complex regex parsing and relational mapping required to turn paragraphs of knitting shorthand into a highly structured, relational database.
Everything supported by our garnstudio.com scraper — rendered SPA elements, auth walls, rate-limit evasion and beyond.
Open-source tooling on proven cloud infra — no vendor lock-in, full observability.
High-concurrency Scrapy spiders navigate category pagination and pattern indices, executing custom regex pipelines to parse instructional text into structured data.
Media pipelines handle the bulk downloading of pattern images and colour cards, streaming them to S3 and returning the URIs to the main data payload.
Pipelines run on Kubernetes clusters. 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 garnstudio.com scraping, legality, and pipeline operations.
Ask us directly →Scraping publicly available patterns and yarn specifications is generally permissible. DataFlirt targets only public, non-authenticated data. We do not extract personal data or circumvent authentication walls. Clients should review Garnstudio's copyright policies regarding the commercial use of their pattern text.
Yes. Garnstudio maintains identical pattern IDs across multiple language subdomains. We can configure the pipeline to target specific languages or extract and map multiple languages simultaneously.
Pattern instructions often format sizes as 'S - M - L'. Our parsing engine splits these strings into structured arrays, mapping the corresponding yardage requirements to each specific size index.
Yes. We extract the pricing tables listed on Garnstudio, which include base prices, promotional discounts, and currency variations across their network of official retailers.
Yes. Our media pipeline downloads high-resolution pattern gallery images and yarn colour swatches, uploading them directly to your designated cloud storage bucket.
Yarn catalogues and pattern indices typically require weekly or monthly refreshes. Promotional pricing can be monitored on a daily cadence during specific DROPS sales events.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a full historical extraction of the pattern archive or continuous monitoring of yarn pricing — we scope, build, and operate the pipeline. Tell us what you need.
