SYSTEM all green source sabian.com queue 3,412 pages p99 latency 314ms dataflirt.com · scraper/sabian-com
RUN · 14 active pipelines · sabian.com live

Sabian catalogue,
at warehouse scale.

We extract cymbal specifications, series metadata, acoustic profiles, artist endorsements, and dealer networks from Sabian. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Instruments extracted
4,182 /run
Artist profiles
1,294 /run
Dealer locations
8,401 /run
Active pipelines
14
Uptime
99.98%
Data Dictionary

Every field we extract from sabian.com

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

Complete list of extractable fields for Instruments objects from sabian.com. All fields typed and schema-versioned.

skunameseriescategorysize_inchesweight_classfinishmaterialpitchsound_url
instruments
● 200 OK
"sku": "21402X",
"name": "14" AAX Medium Hi-Hats",
"series": "AAX",
"size_inches": 14,
"material": "B20 Bronze",
"finish": "Brilliant"
# skunameseriescategorysize_inchesweight_class
1
2
3

Complete list of extractable fields for Acoustic Profiles objects from sabian.com. All fields typed and schema-versioned.

skustylemetalsoundweightbell_sizeprofilesustainvolume
acoustic_profiles
● 200 OK
"style": "Modern",
"metal": "B20",
"sound": "Bright",
"weight": "Medium",
"sustain": "Long",
"volume": "Loud"
# skustylemetalsoundweightbell_size
1
2
3

Complete list of extractable fields for Artists objects from sabian.com. All fields typed and schema-versioned.

artist_idnamegenresbandslocationbiogear_listimage_urlprofile_url
artists
● 200 OK
"artist_id": "art_8492",
"name": "Jojo Mayer",
"genres": "['Electronic', 'Jazz']",
"location": "New York, USA",
"bands": "['Nerve']",
"gear_list": "['14" Fierce Hats', '21" Fierce Ride']"
# artist_idnamegenresbandslocationbio
1
2
3

Complete list of extractable fields for Dealers objects from sabian.com. All fields typed and schema-versioned.

dealer_idnameaddresscitycountryphonewebsitelatitudelongitudedealer_type
dealers
● 200 OK
"dealer_id": "dlr_392",
"name": "Sweetwater Sound",
"city": "Fort Wayne",
"country": "USA",
"latitude": 41.139,
"longitude": -85.165
# dealer_idnameaddresscitycountryphone
1
2
3

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

skumsrpmap_pricecurrencyin_stockdealer_availabilitylast_updatedregionurl
pricing_& stock
● 200 OK
"sku": "21402X",
"msrp": 489.99,
"currency": "USD",
"in_stock": true,
"region": "US",
"last_updated": "2026-05-12T09:14:00Z"
# skumsrpmap_pricecurrencyin_stockdealer_availability
1
2
3

Capabilities

Everything you need from Sabian - nothing you don't

Our Sabian scraper handles instrument specifications, acoustic metadata, artist relationships, and dealer networks with full JavaScript execution and proxy rotation.

Instrument Specifications

Size, weight, finish, material, and series mapping extracted at the individual SKU level.

Acoustic Data Extraction

Capture pitch, sound profile, sustain metrics, and volume characteristics for every cymbal.

Artist Gear Mapping

Link artist endorsements directly to specific SKUs, maintaining relational integrity.

Dealer Locator Scraping

Extract global dealer networks, addresses, and coordinates from dynamic map interfaces.

Series Metadata

Taxonomy extraction across HHX, AAX, Artisan, XSR, and custom shop product lines.

Sound Sample Links

Extract raw CDN URLs for audio previews and sound samples embedded in product pages.

Regional Pricing

Capture MSRP and MAP across different localised site versions using regional proxies.

Stock Availability

Monitor inventory status indicators across primary distribution channels.

Scheduled Updates

Run one-off bulk exports or configure weekly synchronisation pipelines.

// engagement pipeline

From URL list to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide target series, artist lists, or regions. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy crawlers, Playwright sessions for audio players, and proxy routing.

Validation & QA
d 4–6

Schema validation, null-rate checks, and relational mapping verification before launch.

Delivery
ongoing

JSON / CSV / Parquet pushed to your S3 bucket or warehouse on agreed cadence.

Under the hood

How our Sabian pipeline handles the hard parts

Extracting structured musical instrument data requires handling dynamic media players, dealer maps, and regional routing.

pipeline-monitor · sabian.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
JavaScript rendering
Playwright for dynamic content

Dealer maps and embedded audio players rely heavily on client-side rendering. We use Playwright to execute JavaScript, ensuring complete capture of coordinate data and media URLs.

Media extraction
Capturing raw audio links

Sound profiles are critical for acoustic instruments. We intercept network requests to extract the underlying CDN URLs for cymbal sound samples, bypassing front-end obfuscation.

Regional routing
Localised pricing and dealers

Sabian alters content based on visitor location. We route requests through region-specific residential proxies to capture accurate local pricing and relevant dealer networks.

Schema normalisation
Standardising acoustic attributes

We normalise inconsistent text fields into structured data types, converting fractional sizes into decimals and standardising material descriptors like B20 bronze.

Relational mapping
Linking artists to SKUs

Artist profiles list endorsed gear in unstructured formats. Our pipeline parses these lists and maps them back to the primary instrument catalogue using fuzzy matching algorithms.

Applications

Who uses Sabian data - and how

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

01
Competitor Intelligence

Rival percussion brands track product lines, pricing, and material specifications to benchmark their own catalogues.

02
Retailer Catalog Sync

Music stores automate inventory and specification updates, keeping their e-commerce platforms aligned with manufacturer data.

03
Market Research

Analysts track trends in acoustic profiles, cymbal weights, and materials to identify shifts in musical preferences.

04
Artist Relationship Management

A&R teams and artist relations managers monitor gear endorsements and artist rosters across the industry.

05
AI Training Data

Machine learning teams train acoustic models by correlating structured metadata with extracted sound sample links.

06
Dealer Network Analysis

Logistics and distribution teams map the global dealer footprint to optimise supply chain operations.

Why DataFlirt

"Sabian holds a definitive dataset on cymbal acoustics, metallurgy, and artist gear choices. We turn that catalogue into a queryable database."

Extracting musical instrument specifications requires precision. Our infrastructure handles the dynamic audio players, dealer locators, and artist relationship graphs on sabian.com, delivering clean, normalised data directly to your warehouse. You focus on the retail analysis, we handle the extraction.

Technical Spec

Sabian scraper - technical capabilities

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

JavaScript rendering
Full Playwright sessions for dealer maps and dynamic audio players
Supported
Audio sample URL extraction
Intercept network requests to capture raw CDN links for sound profiles
Supported
Dealer coordinate mapping
Extract latitude and longitude from integrated store locator maps
Supported
Artist-to-SKU mapping
Relational linking between artist profiles and specific cymbal models
Supported
Regional pricing capture
Geotargeted proxies to extract localised MSRP and MAP data
Supported
Series taxonomy extraction
Hierarchical mapping of product lines like HHX, AAX, and Artisan
Supported
Change detection (diffs)
Hash-based diff to only emit records with changed fields since last run
Supported
Wholesale portal pricing
Requires authenticated B2B dealer login credentials
Partial
Internal inventory metrics
Hidden behind proprietary ERP integrations
Partial
Infrastructure

Infrastructure powering the Sabian pipeline

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

ScrapyPlaywrightPython 3.12RedisPostgreSQLApache AirflowAWS LambdaS3CloudWatch2CaptchaCapSolverResidential ProxiesDockerKubernetesGrafanaPrometheusFastAPI
Scrapy + Playwright Stack

Scrapy manages crawl orchestration while Playwright handles JavaScript rendering for audio players and dealer maps.

Residential Proxy Infrastructure

We utilise region-specific residential proxies to bypass geoblocking and capture accurate local dealer and pricing data.

Cloud-Native Orchestration

Pipelines run on scalable cloud infrastructure, managed by Apache Airflow for reliable scheduling and dependency resolution.

Output & Delivery

Your data, your destination

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

JSON
Nested structures preserving artist-to-SKU relationships
CSV
Flat files with typed columns for spreadsheet analysis
XLS
Excel format for immediate business user access
Parquet
Columnar format optimised for data warehouse ingestion
AWS S3
Direct bucket delivery compatible with modern data lakes
Webhook
HTTP POST per record for real-time application updates
API
RESTful endpoints to query extracted dataset on demand
BigQuery
Streamed directly into your dataset with schema auto-detect
Snowflake
Stage and COPY INTO workflow for incremental updates
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Is scraping sabian.com legal?

Scraping publicly available information from Sabian is generally permissible under applicable laws. DataFlirt targets only public, non-authenticated product, artist, and dealer data. We do not extract personal data or circumvent authentication walls.

Can you extract the audio sample URLs?

Yes. Our pipeline intercepts the network traffic generated by the embedded media players to capture the direct CDN links for cymbal sound samples.

How do you map artists to instruments?

We extract the gear lists from artist profiles and use fuzzy matching algorithms to link those text strings to specific SKUs in the primary instrument catalogue.

Can you capture dealer locations globally?

Yes. We automate interactions with the dealer locator map, extracting names, addresses, and precise latitude/longitude coordinates for the entire network.

Do you handle regional pricing variations?

Yes. We route our crawlers through region-specific proxy pools to capture the localised MSRP and map pricing displayed to users in different countries.

What is the update frequency?

Pipelines can be configured for one-off extraction, weekly catalogue synchronisation, or custom cadences depending on your specific data freshness requirements.

Can I request a sample dataset?

Yes. We provide a sample run covering specific cymbal series or artist profiles during the scoping phase to validate schema fit and data quality.

$ dataflirt scope --new-project --source=sabian.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 continuous dealer network monitoring, we scope, build, and operate the pipeline. Tell us what you need.

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