SYSTEM all green source focal.com queue 1,429 pages p99 latency 184ms dataflirt.com · scraper/focal-com
RUN * 14 active pipelines * focal.com live

Focal audio data,
at warehouse scale.

We extract high-fidelity product specifications, acoustic measurements, dealer locations, and technology profiles from Focal. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Products extracted
3.2K /run
Dealer locations
1.8K /run
Spec attributes
48K /24h
Active pipelines
14
Uptime
99.98%
Data Dictionary

Every field we extract from focal.com

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

Complete list of extractable fields for Headphones & Home Audio objects from focal.com. All fields typed and schema-versioned.

skuproduct_namecategorysub_categoryimpedancesensitivityfrequency_responsedriver_typeweightmsrpdescriptionimage_urls
headphones_& home audio
● 200 OK
"sku": "Utopia-2022",
"product_name": "Utopia",
"category": "Headphones",
"impedance": "80 Ohms",
"sensitivity": "104dB SPL / 1mW @ 1kHz",
"frequency_response": "5Hz - 50kHz",
"driver_type": "Pure Beryllium M-shaped dome",
"weight": "490g"
# skuproduct_namecategorysub_categoryimpedancesensitivity
1
2
3

Complete list of extractable fields for Car Audio Kits objects from focal.com. All fields typed and schema-versioned.

kit_idseriescomponent_typewoofer_diametertweeter_typemax_powernom_powersensitivityfrequency_responsecrossovergrilles_includedvehicle_compatibility
car_audio kits
● 200 OK
"kit_id": "ES-165-KX2",
"series": "K2 Power",
"component_type": "2-way component kit",
"woofer_diameter": "6.5 inch",
"max_power": "240W",
"nom_power": "120W RMS",
"sensitivity": "92.5dB"
# kit_idseriescomponent_typewoofer_diametertweeter_typemax_power
1
2
3

Complete list of extractable fields for Professional Monitors objects from focal.com. All fields typed and schema-versioned.

modelmonitor_typefrequency_responsemax_splamplification_lfamplification_hfinput_connectorscabinet_materialdimensionsweighteq_controls
professional_monitors
● 200 OK
"model": "Trio11 Be",
"monitor_type": "3-way / 2-way active monitor",
"frequency_response": "30Hz - 40kHz",
"max_spl": "118dB",
"amplification_lf": "300W Class G",
"amplification_hf": "50W Class AB",
"cabinet_material": "21mm / 30mm MDF"
# modelmonitor_typefrequency_responsemax_splamplification_lfamplification_hf
1
2
3

Complete list of extractable fields for Dealer Network objects from focal.com. All fields typed and schema-versioned.

dealer_idstore_nameaddress_line1cityregioncountrypostal_codelatitudelongitudephonewebsiteauthorized_categoriespremium_partner
dealer_network
● 200 OK
"dealer_id": "D-8492",
"store_name": "Audio Excellence",
"city": "London",
"country": "UK",
"latitude": 51.5074,
"longitude": -0.1278,
"premium_partner": true,
"authorized_categories": "['Home Audio', 'Headphones']"
# dealer_idstore_nameaddress_line1cityregioncountry
1
2
3

Complete list of extractable fields for Technologies & Materials objects from focal.com. All fields typed and schema-versioned.

tech_idnamematerialapplicationacoustic_benefitdescriptionyear_introducedrelated_products
technologies_& materials
● 200 OK
"tech_id": "T-BERYLLIUM",
"name": "Beryllium Inverted Dome Tweeter",
"material": "Pure Beryllium",
"application": "High-frequency reproduction",
"acoustic_benefit": "Extended frequency response up to 40kHz with very low mass",
"year_introduced": "2002"
# tech_idnamematerialapplicationacoustic_benefitdescription
1
2
3

Capabilities

Everything you need from Focal

Our Focal scraper handles every layer of the platform: audiophile specifications, car audio fitment data, global dealer maps, and proprietary technology details. We parse complex HTML tables into clean, typed records.

Audiophile Spec Extraction

Extract precise acoustic measurements including impedance, sensitivity, frequency response, and THD across all headphone and speaker lines.

Car Audio Fitment Data

Map component kits, coaxial drivers, and subwoofers to their respective series like K2 Power and Flax Evo with power handling and mounting depths.

Pro Audio Monitor Details

Capture amplification classes, SPL limits, and EQ configurations for studio monitors like the SM6 and Trio series.

Global Dealer Mapping

Scrape store locations, contact details, and authorized product categories from the Focal dealer locator map.

Technology Profiling

Extract detailed marketing and technical copy regarding proprietary materials like Slatefiber, Flax, and Beryllium.

MSRP Tracking

Capture manufacturer suggested retail prices where published, tracking regional variations across different language subdirectories.

Discontinued Archive

Extract specifications for legacy products no longer in the active catalogue but still referenced on support pages.

High-Res Asset Mapping

Extract URLs for high-resolution product images, lifestyle photography, and technical diagrams.

Multi-Region Localisation

Scrape specs and copy across English, French, and other regional subdomains to build a complete global catalogue.

// engagement pipeline

From URL list to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Select product categories, dealer regions, or specific technology profiles. We design the extraction schema together.

Pipeline Build
d 2–4

We configure Scrapy crawlers, handle regional redirects, and parse complex specification tables on focal.com.

Validation & QA
d 4–6

Schema validation, null-rate checks on technical specs, and coordinate verification for dealer locations.

Delivery
ongoing

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

Under the hood

How our Focal pipeline handles the hard parts

Extracting highly structured technical data from a high-end brand site requires precision parsing and locational scraping.

pipeline-monitor · focal.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
Complex spec tables
Normalised acoustic specifications

Focal's product pages use varied HTML structures for specifications depending on the product category. We use custom parsers to normalise impedance, sensitivity, and frequency response into standard numeric formats.

Dealer locator
Geospatial data extraction

The dealer network map relies on dynamic API calls and JavaScript rendering. We intercept the underlying XHR requests to extract the raw JSON containing precise latitude, longitude, and store authorization data.

Regional routing
Geo-targeted proxy rotation

Focal redirects users based on IP geolocation to display region-specific products and pricing. We utilise residential proxies in specific target markets to bypass forced redirects and capture localised catalogues.

Asset extraction
High-resolution media mapping

Product galleries often load images lazily or via complex JavaScript carousels. We execute full browser sessions to trigger lazy loading and extract the highest resolution asset URLs available.

Schema stability
Selectors for brand updates

High-end brand sites frequently update their DOM structure for marketing campaigns. Our extraction logic relies on semantic HTML markers and JSON-LD structured data where available to prevent pipeline breakage.

Applications

Who uses Focal data and how

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

01
Competitor Benchmarking

Audio hardware manufacturers track Focal's technical specifications and MSRPs to position their own product lines.

02
Retailer Integration

Authorised online retailers ingest structured catalogue data to populate their own eCommerce storefronts with accurate specs.

03
Market Distribution Analysis

Analysts map the global dealer network to understand retail penetration and premium partner distribution.

04
Car Audio Compatibility

Automotive aftermarket retailers map Focal component kits to vehicle compatibility databases for custom installations.

05
Review Aggregation

Audiophile publications cross-reference technical specifications against independent measurements to build comprehensive review databases.

06
Second-Hand Market Valuation

Used audio equipment platforms use historical MSRP and specification data to value discontinued Focal products.

Why DataFlirt

"Focal's catalogue represents decades of acoustic engineering. Parsing that technical data from marketing-heavy web pages requires precision infrastructure."

Scraping a premium brand site like focal.com is not about massive scale; it is about absolute data fidelity. Missing a decimal in a tweeter's frequency response or an ohm rating in an impedance spec renders the data useless. DataFlirt builds pipelines that treat technical specifications with the exactness they require, managing the extraction complexity so you just receive clean, structured records.

Technical Spec

Focal scraper technical capabilities

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

Product specification parsing
Normalisation of complex acoustic measurement tables
Supported
Dealer network extraction
Capture of XHR responses for global store locations
Supported
Multi-language catalogues
Extraction across English, French, and German subdomains
Supported
High-res asset URLs
Capture of uncompressed product imagery and manuals
Supported
Discontinued products
Scraping of legacy product support pages
Supported
JavaScript rendering
Playwright sessions for dynamic content and galleries
Supported
Regional pricing
MSRP extraction using geo-located residential proxies
Supported
B2B dealer pricing
Wholesale cost data hidden behind authorised dealer logins
Partial
Customer warranty registrations
PII and serial numbers tied to individual user accounts
Partial
Infrastructure

Infrastructure powering the Focal 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, deduplication, and retry logic. Playwright handles JavaScript rendering, cookie sessions, and interaction flows. Combined via scrapy-playwright middleware.

Residential Proxy Infrastructure

We maintain pools of residential ISP proxies across FR/US/UK regions. Rotation happens per-request with sticky sessions to bypass geo-redirects.

Cloud-Native Orchestration

Pipelines run on AWS Lambda (burst) and ECS (sustained). 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 versioned per run
CSV
Flat file with typed columns for Excel compatibility
Parquet
Columnar format for BigQuery, Snowflake, Athena
AWS S3
Direct bucket delivery compatible with any data lake
Webhook
HTTP POST per record for real-time downstream processing
API
REST endpoint for programmatic access to scraped records
PostgreSQL
Upsert into your existing schema with conflict resolution
BigQuery
Streamed directly into your dataset with schema auto-detect
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

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

Ask us directly →
Can you extract data from specific regional versions of focal.com?

Yes. Focal routes users based on IP. We use region-specific residential proxies to capture the exact catalogue, specifications, and MSRPs presented in those local markets.

How do you handle the complex specification tables for speakers?

Focal's spec tables vary wildly between car audio, home theatre, and pro monitors. We write custom parsing logic for each product category to normalise fields like impedance, frequency response, and driver dimensions into structured numeric data.

Is dealer network data included?

Yes. We intercept the API calls powering the Focal dealer locator to extract precise latitude/longitude coordinates, store names, contact details, and authorized product categories for every global dealer.

Can you scrape discontinued or legacy products?

If the product still exists in the Focal support archive or legacy catalogue pages, we can extract its specifications. We cannot guess URLs for pages that have been completely removed from the server.

Do you extract high-resolution product images?

We extract the direct URLs to the highest resolution images available in the product galleries, bypassing lazy-load mechanisms using Playwright browser sessions.

How frequently can the pipeline run?

For a catalogue of Focal's size, daily or weekly runs are standard. Price or dealer network changes can be monitored at higher frequencies if required.

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

Tell us what
to extract.
We do the rest.

20-minute scoping call. Pilot dataset within the week. Production within two. Get clean, structured acoustic specifications and dealer data delivered directly to your warehouse. Tell us your requirements.

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