SYSTEM all green source thegoodguys.com.au queue 12,842 pages p99 latency 184ms dataflirt.com · scraper/thegoodguys-com.au
RUN · 41 active pipelines · thegoodguys.com.au live

The Good Guys data,
at warehouse scale.

We extract appliance listings, promotional pricing, store-level inventory, and specification matrices from The Good Guys. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

Products extracted
42.1K /run
Price updates
184K /24h
Store stock checks
3.2M /day
Active pipelines
41
Uptime
99.94%
Data Dictionary

Every field we extract from thegoodguys.com.au

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

Complete list of extractable fields for Appliance Listings objects from thegoodguys.com.au. All fields typed and schema-versioned.

skutitlebrandmodel_numbercategorysub_categorypriceenergy_ratingwater_ratingdimensionswarranty_periodimage_urlsdescriptionurl
appliance_listings
● 200 OK
"sku": "5007421",
"title": "Samsung 8.5kg Front Load Washer",
"brand": "Samsung",
"model_number": "WW85T504DAE",
"price": 795.0,
"energy_rating": "4.5 Stars",
"water_rating": "4.5 Stars",
"warranty_period": "2 Years"
# skutitlebrandmodel_numbercategorysub_category
1
2
3

Complete list of extractable fields for Pricing & Promos objects from thegoodguys.com.au. All fields typed and schema-versioned.

skucurrent_priceticket_pricediscount_amountpromo_badgecashback_offerbonus_itemvalid_untilfinance_options
pricing_& promos
● 200 OK
"sku": "5007421",
"current_price": 795.0,
"ticket_price": 949.0,
"discount_amount": 154.0,
"promo_badge": "Pay Less Pay Cash",
"cashback_offer": 50.0,
"bonus_item": "Free Delivery",
"valid_until": "2026-06-30T23:59:59Z"
# skucurrent_priceticket_pricediscount_amountpromo_badgecashback_offer
1
2
3

Complete list of extractable fields for Store Inventory objects from thegoodguys.com.au. All fields typed and schema-versioned.

skustore_idstore_namepostcodestock_statusclick_and_collectdisplay_stockdistance_kmlast_updated
store_inventory
● 200 OK
"sku": "5007421",
"store_id": "TGG_ALEX",
"store_name": "Alexandria",
"postcode": "2015",
"stock_status": "In Stock",
"click_and_collect": "Available Today",
"display_stock": true,
"last_updated": "2026-05-12T10:15:00Z"
# skustore_idstore_namepostcodestock_statusclick_and_collect
1
2
3

Complete list of extractable fields for Specifications objects from thegoodguys.com.au. All fields typed and schema-versioned.

skucapacitycolourmaterialsmart_featuresinstallation_requiredpower_consumptionweightnoise_level
specifications
● 200 OK
"sku": "5007421",
"capacity": "8.5kg",
"colour": "White",
"smart_features": "Wi-Fi Connected",
"installation_required": true,
"power_consumption": "305 kWh/yr",
"weight": "67 kg",
"noise_level": "72 dB"
# skucapacitycolourmaterialsmart_featuresinstallation_required
1
2
3

Complete list of extractable fields for Reviews objects from thegoodguys.com.au. All fields typed and schema-versioned.

review_idskuratingauthordatetitlebodyhelpful_votesverified_buyer
reviews
● 200 OK
"review_id": "REV-884921",
"sku": "5007421",
"rating": 5,
"author": "John D.",
"date": "2026-04-10",
"title": "Quiet and efficient",
"verified_buyer": true,
"helpful_votes": 12
# review_idskuratingauthordatetitle
1
2
3

Capabilities

Appliance and electronics data, structured

Our scraper targets The Good Guys' specific architecture, handling store-selector cookies, dynamic promotional badges, and deeply nested specification tables.

SKU-Level Extraction

Extract product titles, brand names, model numbers, and core attributes across the entire catalogue.

Store Inventory Mapping

Monitor Click & Collect availability and floor stock status across specific postcodes and retail locations.

Promotional Pricing

Capture ticket prices versus actual sale prices, tracking 'Pay Less Pay Cash' offers and limited-time discounts.

Energy & Water Ratings

Extract standardized energy and water efficiency star ratings and consumption metrics for compliance and comparison.

Specification Matrices

Parse nested HTML specification tables into flat, queryable JSON fields for dimensions, capacity, and materials.

Cashback & Bonus Offers

Identify manufacturer cashbacks, gift card bonuses, and bundled item promotions attached to specific SKUs.

Review Aggregation

Paginate through customer reviews to extract star ratings, text bodies, and verified purchaser flags.

Category Navigation

Traverse category trees to map product taxonomies from root departments down to specific sub-categories.

Delivery Data

Extract estimated delivery timeframes and installation service availability based on target postcodes.

// engagement pipeline

From SKU list to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide categories, search terms, or a list of target postcodes. We map the required data fields.

Pipeline Build
d 2–4

We configure Scrapy spiders, manage AU residential proxies, and handle location-based session cookies.

Validation & QA
d 4–6

We check null rates on pricing, verify store stock accuracy, and ensure schema compliance.

Delivery
ongoing

Data is pushed to your preferred endpoint in JSON, CSV, or Parquet format on your required schedule.

Under the hood

Navigating thegoodguys.com.au infrastructure

Retail sites deploy aggressive caching and regional variations. We manage the session state to ensure accurate, localised extraction.

pipeline-monitor · thegoodguys.com.au · 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
State management
Store-selector cookies

Inventory and delivery data on The Good Guys requires setting specific store location cookies. We manage these session states per request to pull accurate regional data.

Dynamic content
JavaScript promo loading

Final prices and cashback badges often load asynchronously. We use Playwright to execute the page JavaScript and capture the fully rendered promotional state.

Anti-bot layer
AU residential proxies

To prevent IP bans and rate limiting, we route requests through Australian residential proxies, matching the geographic expectation of the target server.

Data normalization
Schema stability for specs

Appliance specifications vary wildly between brands. We normalise these nested tables into consistent column headers so your database schema remains stable.

Efficiency
Change detection

We hash product records and only emit data when prices, stock levels, or promotions change, reducing your downstream processing costs.

Applications

Who uses The Good Guys data

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

01
Retail Price Matching

Competing retailers monitor daily price fluctuations to trigger automated price-match guarantees and adjust their own pricing.

02
Brand Compliance

Appliance manufacturers audit the site to ensure their products are listed at agreed promotional prices and with correct specifications.

03
Inventory Monitoring

Analysts track store-level stock depletion rates to estimate sales velocity for specific brands and categories.

04
Market Share Analysis

Research firms aggregate catalogue sizes and review counts to determine brand visibility within the Australian electronics sector.

05
Energy Rating Aggregation

Environmental and consumer advocacy groups compile energy and water efficiency data across appliance categories.

06
Promotion Tracking

Marketing teams track the frequency and depth of cashback and bonus item offers to inform their own promotional calendars.

Why DataFlirt

"Appliance pricing is highly dynamic, driven by cashback offers and localised store stock. Static scraping misses the actual transaction price."

Extracting accurate data from The Good Guys requires managing location cookies for Click & Collect status and executing JavaScript to reveal final promotional prices. DataFlirt handles regional session states so your analysts get the exact price a customer sees in Sydney or Melbourne.

Technical Spec

The Good Guys scraper technical specifications

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

JavaScript rendering
Playwright sessions required for promotional badges and dynamic pricing
Supported
Store location cookies
Session management for specific postcode inventory checks
Supported
Residential proxies
AU-based ISP IPs to bypass geographic and bot restrictions
Supported
Promo badge parsing
Extraction of text from graphical promotional overlays
Supported
Spec table normalization
Flattens variable HTML tables into consistent JSON keys
Supported
Review pagination
Iterates through all review pages via API or DOM clicking
Supported
Change detection
Emits only updated records based on field hashing
Supported
Concierge Gold pricing
Requires authenticated member login to view exclusive discounts
Partial
Commercial account data
B2B portal pricing requires verified trade credentials
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 handles the core crawl orchestration while Playwright renders the JavaScript required to load dynamic promotional prices and stock levels.

AU Residential Proxy Infrastructure

We route traffic through Australian residential IPs to ensure the target server returns localised content without triggering security blocks.

Cloud-Native Orchestration

Pipelines run on Kubernetes with Airflow scheduling the jobs. This ensures reliable daily or hourly execution with full observability.

Output & Delivery

Your data, your destination

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

JSON
Nested structures ideal for complex product specifications
CSV
Flat tabular data for immediate analyst use
XLS
Excel format for business stakeholders
Parquet
Columnar storage optimised for data warehouses
AWS S3
Direct upload to your cloud storage buckets
Webhook
HTTP POST delivery for real-time price alerts
API
REST endpoints to query your extracted datasets
BigQuery
Direct ingestion into Google Cloud analytics
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

About thegoodguys.com.au scraping, legality, and pipeline operations.

Ask us directly →
Can you extract inventory for specific Good Guys stores?

Yes. We configure the pipeline to inject location cookies for your target postcodes, allowing us to extract exact stock statuses for Click & Collect and in-store displays.

How do you handle 'Pay Less Pay Cash' and other dynamic promotions?

Promotional prices and cashback offers are often loaded via JavaScript. We use Playwright to fully render the page and extract the final calculated price alongside the original ticket price.

Can you scrape the entire catalogue daily?

Yes. A full catalogue sweep can be scheduled daily. For high-priority categories, we can configure intraday runs to catch fast-moving price changes.

Do you extract product specifications?

Yes. We parse the specification tables on the product pages, extracting attributes like dimensions, energy ratings, and capacities into structured fields.

Is scraping Australian retail sites legal?

Scraping publicly available pricing and product data is generally permissible. We do not bypass authentication walls or extract personal user data. Clients should ensure their specific use cases comply with local competition and data laws.

How do you deliver the data?

We push data directly to your infrastructure. Common delivery methods include Parquet files to AWS S3, JSON via Webhook, or direct inserts into Snowflake and BigQuery.

$ dataflirt scope --new-project --source=thegoodguys.com.au 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 daily price matching feeds or a complete catalogue extraction, we build and manage the infrastructure. Tell us your requirements.

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