We extract high-end audio equipment listings, DAC specifications, amplifier topologies, and dynamic Dragon Cable pricing from Moon-Audio. 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 Headphones & IEMs objects from moon-audio.com. All fields typed and schema-versioned.
"sku": "FOC-UTOPIA-2022", "title": "Focal Utopia 2022", "brand": "Focal", "type": "Over-Ear Open-Back", "driver_type": "Dynamic Beryllium", "impedance": "80 Ohms", "sensitivity": "104dB SPL / 1mW @ 1kHz", "price": 4999.0
| # | sku | title | brand | type | driver_type | impedance |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for DACs & Amplifiers objects from moon-audio.com. All fields typed and schema-versioned.
"sku": "CHORD-HUGO-TT2", "brand": "Chord Electronics", "device_type": "DAC / Headphone Amplifier", "dac_chip": "Custom FPGA", "power_output": "18W RMS per channel", "inputs": "['USB Type-B', 'Optical', 'Coaxial']", "outputs": "['6.35mm', '3.5mm', 'XLR', 'RCA']", "price": 6725.0
| # | sku | title | brand | device_type | dac_chip | power_output |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Dragon Cables objects from moon-audio.com. All fields typed and schema-versioned.
"cable_type": "Silver Dragon V3", "conductor_material": "UP-OCC Silver", "length_options": "['5ft', '10ft', '15ft']", "amplifier_connection": "['4-Pin XLR', '6.35mm Furutech', '4.4mm TRRRS']", "headphone_connection": "['Focal Utopia Lemo', 'Sennheiser HD800', '2-Pin IEM']", "base_price": 315.0, "price_per_foot": 30.0
| # | base_sku | cable_type | conductor_material | length_options | amplifier_connection | headphone_connection |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Pricing & Stock objects from moon-audio.com. All fields typed and schema-versioned.
"sku": "FOC-UTOPIA-2022", "list_price": 4999.0, "sale_price": 4999.0, "open_box_price": 4299.0, "stock_status": "In Stock", "map_restricted": true, "currency": "USD", "last_checked": "2026-05-12T10:14:00Z"
| # | sku | list_price | sale_price | open_box_price | stock_status | shipping_estimate |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Complete list of extractable fields for Reviews & Ratings objects from moon-audio.com. All fields typed and schema-versioned.
"review_id": "REV-84729", "sku": "CHORD-HUGO-TT2", "author": "AudiophileJohn", "rating": 5, "date": "2026-03-14", "summary": "Incredible detail retrieval", "text": "The FPGA implementation here beats standard ESS chips easily.", "verified_buyer": true
| # | review_id | sku | author | rating | date | summary |
|---|---|---|---|---|---|---|
| 1 | ||||||
| 2 | ||||||
| 3 |
Moon-Audio relies on complex product builders for their custom Dragon Cables and highly specific technical specification tables. We normalise this disparate data into clean, queryable formats.
Extract driver topologies, impedance ratings, sensitivity measurements, and frequency response curves across all listed brands.
Capture base pricing, per-foot increments, and the complete matrix of amplifier and headphone termination options for Silver, Black, and Blue Dragon cables.
Parse technical tables for DAC chip models, output power at specific impedance loads, THD+N values, and supported sample rates.
Track Minimum Advertised Price compliance alongside open-box, B-stock, and certified pre-owned inventory pricing.
Monitor real-time stock status, backorder delays, and lead times for custom-built cable orders.
Extract verified buyer reviews, star ratings, and detailed user feedback on high-end audio pairings.
Map the entire catalogue for brands like Astell&Kern, Focal, HiFiMAN, and Chord Electronics with category assignments.
Receive automated diffs when a manufacturer updates a product revision, changes MAP pricing, or alters technical specifications.
Run extractions on your schedule to ensure your pricing algorithms or competitive intelligence dashboards stay current.
Brief in. Clean data out.
Provide specific brands, categories, or the entire Moon-Audio catalogue. We design the extraction schema together.
We configure crawlers to handle the custom cable configurator, pagination, and spec table normalisation.
Schema validation, unit checks on impedance and pricing, and outlier detection before full launch.
Data pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence via JSON, CSV, or Parquet.
Moon-Audio is not a standard Shopify store. Their custom cable builder and detailed technical tables require specific parsing strategies.
Moon-Audio's custom cables feature complex pricing logic based on length increments and premium connector selections. We use full browser rendering to iterate through configuration states and calculate the exact price matrix.
Astell&Kern lists specs differently than Chord Electronics. Our pipeline maps disparate HTML table formats into a unified schema, ensuring 'Output Impedance' and 'THD+N' are consistently queryable across all brands.
High-margin audiophile gear often moves through open-box sales. We track these separate SKUs and their distinct pricing independently from new factory-sealed inventory.
To prevent IP bans during full catalogue crawls, we route requests through US-based residential proxies, maintaining acceptable request rates and realistic session behaviour.
We deploy multiple fallback selectors for product data. If Moon-Audio updates their frontend theme, our pipeline falls back to structured JSON-LD data to maintain pipeline integrity.
Audio retailers monitor Moon-Audio's pricing, specifically on open-box and bundled items, to adjust their own pricing strategies.
High-end audio manufacturers track retail listings to ensure their Minimum Advertised Price agreements are not violated.
Product managers analyze the technical specifications of top-selling DACs and amplifiers to inform future hardware development.
Distributors monitor stock levels and backorder status on flagship headphones to gauge market demand and supply chain bottlenecks.
Brands aggregate customer reviews across retailers to identify common complaints regarding ergonomics or cable microphonics.
Analysts track which specific Dragon Cable terminations are most frequently bundled with specific flagship headphones.
"High-end audio retail relies on highly specific technical data and dynamic customisations that standard crawlers fail to capture."
Extracting data from Moon-Audio requires handling complex product configurators, specifically their Dragon Cable builder. Standard HTTP clients miss dynamic pricing updates based on termination and length selections. DataFlirt runs full browser sessions to capture every valid configuration and normalises the resulting technical specification tables into queryable formats. We handle the edge cases so you get clean data.
Everything supported by our moon-audio.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.
Scrapy handles crawl orchestration and deduplication. Playwright executes JavaScript to interact with the Dragon Cable configurator and render dynamic pricing.
We maintain pools of residential proxies to distribute requests. Rotation happens per-request to prevent IP bans from commercial security appliances.
Pipelines run on AWS infrastructure. Airflow handles scheduling and dependency management. All state is stored in managed Postgres databases.
Data delivered to where your team already works — no new tooling required.
About moon-audio.com scraping, legality, and pipeline operations.
Ask us directly →Yes. We use headless browsers to iterate through the cable configurator, capturing the price matrix for every combination of length, amplifier termination, and headphone connection.
Moon-Audio lists products from dozens of manufacturers, each with different spec table layouts. Our pipeline maps these distinct HTML structures into a single normalised schema, ensuring metrics like impedance and sensitivity are consistently located.
Yes. We extract open-box, demo, and B-stock items, capturing their specific discounted prices and stock availability independently from the primary new-in-box SKUs.
We support daily, weekly, or custom cadences. For specific high-demand SKUs or competitive pricing intelligence, we can configure hourly extraction runs.
We support both. We can deliver full catalogue snapshots per run, or use hash-based change detection to deliver only the records that have updated pricing, stock status, or specifications since the last run.
Yes. We offer Webhook delivery for real-time updates and API endpoints for programmatic access, alongside standard warehouse integrations like S3, BigQuery, and Snowflake.
20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need continuous competitor price tracking or a one-off catalogue extraction of technical specifications, we build and operate the pipeline. Tell us your requirements.
