Platform · Coolblue

Coolblue Data Scraping

A badge that says "our choice" and a cheaper item that says "second chance". One is an opinion, the other is a condition.

Coolblue data scraping covers product, price and review-summary data from the Dutch electronics retailer trading in the Netherlands, Belgium and Germany. Two labels need care. Coolblue's choice is Coolblue's own recommendation — recorded as Coolblue's claim, never as a quality rating. And Tweedekans items are inspected customer returns in graded condition — recorded as condition, never mixed into the new-product price series.

Coolblue is known for advice. Advice is valuable data, as long as it is labelled as advice.

Get a free sample See sample data

Free pilot on your own Coolblue list, returned in 24 hours. No card, no trial clock — and you keep the sample data either way.

coolblue_sample.jsonl LIVE FEED

{"platform_label":"Coolblue’s keuze","label_source":"coolblue","is_rating":false} {"condition":"tweedekans","condition_grade":"light_wear","price":529.00,"in_new_series":false} {"market":"BE","language":"fr","price":599.00}

illustrative sample rows · NL / BE / DEan opinion and a condition · schema v1.0

Independence and trademarks. Actowiz Solutions is not affiliated with, endorsed by or connected to Coolblue or its owners. Coolblue and related marks belong to their respective owners, used here only to name the publicly accessible source this service collects from.

Our Data Powers

B2C Marketplace

amazon

D2C + Marketplace

NYKAA

D2C + Marketplace

Walmart

FMCG Marketplace

udaan

Food Delivery

Uber Eats

Quick Commerce

blinkit

Taxi Aggregator

Uber

E-Commerce

Tmall

Coolblue at a glance

How we handle Coolblue specifically

Platform-specific handling, not a generic retail template pointed at a different domain.

Retailer: Coolblue — Netherlands
Markets: NL, BE (Dutch and French), DE
"Coolblue's choice": Coolblue's recommendation — a claim
Tweedekans: Graded returns: as new, light wear, visible damage
So: condition on every row
Promo codes: Do not apply to Tweedekans, per Coolblue
Germany: Market since 2020; expanding stores
Refresh: Daily

Platform specifics

An opinion and a condition

These are the reasons a Coolblue dataset needs its own handling rather than a shared retail schema.

"Coolblue's choice" is Coolblue's

Coolblue marks some products as its choice in a category. It is a recommendation from the retailer, based on its own judgement.

platform_label recorded as displayed, with label_source: coolblue.
It is not a rating, and no field restates it as one.
Labels change as ranges change; label_first_seen and label_last_seen record when.
Review scores are recorded as displayed averages and counts, never recalculated.

Tweedekans, markets and what we do not do

Tweedekans is a condition

Tweedekans items are returned products Coolblue has inspected and resells, graded as as-new, light wear or visibly damaged, with warranty. condition and condition_grade are recorded, and these prices never enter the new-product series. A Tweedekans price is not a discount on the new product; it is a different product state.

Three markets, two languages in Belgium

coolblue.nl, coolblue.be (Dutch and French) and coolblue.de are separate markets. Belgian names are kept in the language served.

What we do not do

Treat Coolblue's choice as a quality rating, mix Tweedekans into new-product prices, or collect individual review text with names.

Scope

What we collect on Coolblue, and what we do not

The right column matters more than the left. Anyone can list fields; the limits are what tell you whether the dataset will hold up.

✅ What we collect

platform_label with label_source: coolblue
label_first_seen and label_last_seen
condition and condition_grade on every row
Tweedekans kept out of new-product series
Review averages and counts as displayed
NL, BE and DE as separate markets
Belgian names in the language served
Delivery and installation options as displayed
Model numbers exactly as published

❌ What we do not, and why

Coolblue's choice restated as a quality rating
Tweedekans prices mixed into new-product prices
Review scores recalculated
Reviewer names or review text tied to people
Account or customer data

Core Coolblue fields

The full dictionary is agreed during scoping. These are the fields specific to this platform.

Field	What it is on this platform
market / language	NL, BE-nl, BE-fr, DE
product_id / model_number / brand	As published
price / currency	As displayed
condition / condition_grade	new, or Tweedekans grade
platform_label / label_source	Coolblue's choice; coolblue
label_first_seen / label_last_seen	When the label appeared and went
review_average / review_count	As displayed
was_price / was_price_basis_text	As displayed
stock_status / delivery_options	As displayed
category_path	For scoping
observed_at	Timestamp

Use cases

What teams do with Coolblue data

Which products the retailer recommends

Coolblue's choice by category over time, labelled as Coolblue's.

Returns and refurbished pricing

Tweedekans prices by grade, as their own series.

Benelux price monitoring

Netherlands and Belgium in their own markets and languages.

German market entry tracking

Coolblue's German range and pricing beside local competitors.

The 24-hour sample — run on your sources, not ours

Send us a Coolblue item or category list. We run real collection against it and return the output within 24 hours, with the platform-specific fields populated so you can check them yourself rather than take our word for it.

Real extraction from your actual sources
Returned within 24 hours
Coverage and QA note included
You keep the data either way
No card, no trial clock
Named engineer on the call

Get my free sample Book a 20-min scoping call Reply within one business day. Reference calls available under NDA.

How we engage

Three ways to engage us

Same collection pipeline and QA underneath. The difference is who holds the schedule and how the data reaches you.

Managed service (most common)

We own the collection, the QA and the delivery. You receive clean data on a schedule and never touch a scraper.

Dedicated engineer assigned to your account
Site changes fixed by us, not reported to you
Scheduled delivery to your warehouse or S3
Named contact on Slack or email

Best fit: Teams who need the data, not the infrastructure.

API access

The same collection pipeline exposed as an authenticated REST endpoint your systems query directly.

On-demand and scheduled endpoints
Rate limits agreed to your load profile
Sandbox keys for integration testing
Versioned schema with deprecation notice

Best fit: Product and engineering teams building on live data.

One-time or project extraction

A defined pull for a specific question — market sizing, diligence, a pitch, a one-off audit.

Fixed scope agreed in writing upfront
Single delivery with full QA report
Methodology documented for your records
Converts to managed if you want continuity

Best fit: Research, strategy and diligence work with a deadline.

Pricing

Every engagement is quoted individually, because the honest answer depends on your scope: how many sources, how many records, how often, and how the data reaches you. We scope it with you, run a free pilot on your own sources, and then quote a fixed monthly figure — no per-request metering and no overage billing when volumes move. Request a quote and you will have a number after one call.

Coolblue is usually collected alongside its competitors

Almost nobody buys a single platform in isolation. Coolblue data becomes useful when it sits next to the competitor set on one schema, refreshed on one schedule, so a price index or availability comparison is genuinely like-for-like.

That is what consumer electronics data covers, and a Coolblue-only engagement can be expanded into it without rebuilding. If you already know you need several platforms, start there instead — it is the same pipeline and usually the better scoping conversation.

FAQ

Coolblue data scraping: frequently asked questions

Platform-specific questions, including what cannot be collected here.

No. It is Coolblue's recommendation. We record it as Coolblue's label and never restate it as a rating.

Returned products Coolblue has inspected and resells, graded by condition, with warranty. We record them as a condition, separate from new products.

Because it is a different product state, not a discount on the new product. Mixing them understates the new price.

Yes, as served. Names stay in the language of the page.

Averages and counts as displayed. No reviewer names.

It depends on markets and categories. One market as a pilot is the usual start.

Talk to us.

See real Coolblue data before you commit to anything

Send us an item or category list. We return the output within 24 hours with the platform-specific fields populated.

Get a free sample Talk to an engineer

Free pilot, no card, no obligation. If we cannot collect a field you need on this platform, the sample shows you that too.

Hear It Directly from Our Clients

Watch how businesses like yours are using Actowiz data to drive growth.

▶

1 min

★★★★★

"Actowiz Solutions offered exceptional support with transparency and guidance throughout. Anna and Saga made the process easy for a non-technical user like me. Great service, fair pricing!"

Thomas Galido

Co-Founder / Head of Product at Upright Data Inc.

▶

2 min

★★★★★

"Actowiz delivered impeccable results for our company. Their team ensured data accuracy and on-time delivery. The competitive intelligence completely transformed our pricing strategy."

Iulen Ibanez

CEO / Datacy.es

▶

1:30

★★★★★

"What impressed me most was the speed — we went from requirement to production data in under 48 hours. The API integration was seamless and the support team is always responsive."

Febbin Chacko

-Fin, Small Business Owner