Pierre de Wulf

ScrapingBee

Von 2 gescheiterten Produkten zum API-Erfolg: Erster Kunde in 50 Minuten

(price undisclosed)

Sold to Oxylabs

Source

0 days

Erster Kunde

SEO / Content

Growth Channel

Co-Gründer

Founder

Pierre de Wulf

Co-Gründer•Technical•France

Commitment

Full-time

Experience

Experienced

Product

ScrapingBee

Web-Scraping-API für Entwickler.

Type

API / Entwickler-Tool

Industry

Entwickler-Tools

Model

Abonnement

Marketing Strategy

How Pierre acquired customers

Growth Channel

SEO / Content

Tech Stack

Tools used to build ScrapingBee

PythonDjangoStripe

The Full Story

Pierre de Wulf und sein Co-Gründer Kevin trafen sich in der High School. Nach dem Bau von ShopToList und PricingBot mit begrenztem Erfolg konzentrierten sie sich vollständig auf ScrapingBee.

Der Pivot

Sie verkauften ihr vorheriges Geschäft an einen Käufer in Belgrad, was ihnen Spielraum gab, um ScrapingBee zu bauen.

Schnelle Validierung

Ihr erster zahlender Kunde meldete sich 50 Minuten nach dem Versand der E-Mail an, die den bezahlten Tarif ankündigte.

Vorherige Ausfälle: 2 Produkte
Erster Kunde: 50 Minuten nach dem Start
Product Hunt: 200 Benutzer, 6 Kunden

Key Takeaways

Verwenden Sie Code und Infrastruktur von früheren Projekten wieder, um schnell zu starten

Der Verkauf eines gescheiterten Geschäfts kann Ihnen Spielraum für den nächsten Versuch geben

APIs können schnell mit einfachen MVPs validiert werden

Beta-Benutzer, die in Minuten zu zahlenden Kunden konvertieren, sind ein starkes Signal

Originally published onIndie Hackers

Founder proof brief

A one-page proof brief turns Pierre's ScrapingBee playbook into your next test.

See what it covers before you sign up: the pattern worth copying, the channel to test, and the risk to avoid when you adapt this story.

Pattern

Erster Kunde

Channel

SEO / Content

Output

Action checklist

What a proof brief covers

A one-page brief that turns Pierre's pattern into a testable plan
Channel bet: start from SEO / Content
A risk check before copying the ScrapingBee playbook

See what a proof brief covers

See what it covers first. Create an account only if you choose to unlock.

Inspired by Pierre's journey? Generate a business idea in the Entwickler-Tools space using AI and real founder data.

Against every documented journey

The median of the 364 documented journeys with this milestone is 30 days; this one took 0 days.

This journey

0 days

Median of 364

30 days

Benchmark yourself against the dataset

Pierre's Path to Erster KundePremium

The journey, decisions, and context behind this milestone

How Pierre actually did it

7/7 funnel stages sourced

Reconstructed from Pierre's own published sources. Quoted claims are the founder's words, verified verbatim; anything marked as our analysis is exactly that.

Where the idea came from

Pivot from prior productPivot from PricingBot, a B2B e-commerce price-monitoring SaaS Pierre and Kevin built and ran for about 9 months (idea sourced from usage patterns in their earlier product ShopToList); PricingBot never got past roughly $1,000/month and was sold off to fund the pivot to ScrapingBee.

ScrapingBee came directly out of the failure of Pierre and Kevin's prior product, PricingBot. While building PricingBot they relied on several third-party web scraping tools and kept running into the same problems with all of them, so they decided to build the scraping API they wished they'd had.

“we noticed that all of them shared common flaws: hard to use, slow, not reliable, not transparent about who operates the business”

ScrapingBee company blog: "The journey to a $1 million ARR SaaS without traditional VCs"

Validation

Built first, validated after

MvpValidated10 signups

Built a scraping API MVP and recruited around ten free beta testers from web scraping forums and growth marketing communities to iterate on before charging anyone.

The MVP was tested with a small group of free beta users sourced from online communities the founders were already part of, before any payment was introduced.

“Leveraging some friends we made on web scraping forums and growth marketing communities, we get around ten free beta-testers to try our product.”

ScrapingBee company blog: "The journey to a $1 million ARR SaaS without traditional VCs"

Talking to usersValidated100 interviews

Offered 10,000 free API calls to anyone willing to spend 15 minutes on a call discussing their web-scraping needs, and used that to interview roughly 100 people over about three months.

Trading free API credits for short calls let the founders talk to about 100 prospective users in under three months, well after the first paying customer already existed.

“This move allowed us to talk to around 100 people in less than three months and learn invaluable insights.”

ScrapingBee company blog: "The journey to a $1 million ARR SaaS without traditional VCs"

First test users

Online community~10 usersFree testersweb scraping forumsgrowth marketing communities

The first roughly ten people to use the ScrapingBee API were free beta testers recruited through contacts made on web scraping forums and growth marketing communities, before the product was built out further.

“Leveraging some friends we made on web scraping forums and growth marketing communities, we get around ten free beta-testers to try our product.”

ScrapingBee company blog: "The journey to a $1 million ARR SaaS without traditional VCs"

First paying customer

Online communityFree to paid upgrade

After a few weeks of free beta, the founders closed the beta and emailed the existing testers that continued access now required a paid subscription. The first paying customer converted 50 minutes after that email went out.

“the first customer comes 50 minutes after sending the first email”

ScrapingBee company blog: "The journey to a $1 million ARR SaaS without traditional VCs"

Acquisition channels, and whether they worked

Product HuntLaunchWorked

The founders ran a Product Hunt launch after their beta period, expecting a niche web scraping API to do poorly there.

“I didn't think a web scraping api would do that well on PH, I thought we were too niche, but it ended up in the top 5 for the day and got us a few thousand visitors.”

Indie Hackers: "The story of ScrapingBee with Pierre De Wulf" (Pierre's own Q&A answers, interview post by Anthony Castrio)

SEO / Content · long-form technical guides on the company blogScalingWorked

Their first major in-depth guide ('Web scraping without getting blocked') was shared widely and picked up tens of thousands of views, becoming the template for their acquisition strategy going forward.

“We shared it a bit all over the place, and it quickly got 20,000 visitors.”

ScrapingBee company blog: "The journey to a $1 million ARR SaaS without traditional VCs"

The founders optimized their content for genuinely teaching web scraping well rather than for conversion, on the theory that quality, in-depth content ranks organically.

“If you post this kind of content, it will rank well organically because it's high quality.”

Indie Hackers: "The story of ScrapingBee with Pierre De Wulf" (Pierre's own Q&A answers, interview post by Anthony Castrio)

Communities · Reddit, Dev.to and language-specific programming subredditsScalingWorked

They syndicated their long-form guides to Reddit and Dev.to, targeting general and language-specific programming subreddits.

“For us, we posted to subreddits like /r/learnprogramming and /r/webscraping plus all of the programming-language specific subreddits.”

Indie Hackers: "The story of ScrapingBee with Pierre De Wulf" (Pierre's own Q&A answers, interview post by Anthony Castrio)

Ranking well on Reddit tends to generate backlinks automatically, compounding the SEO effect of the same content.

“Reddit can easily backfire, but ranking well there is great because you'll automatically get lots of backlinks when you do well.”

Indie Hackers: "The story of ScrapingBee with Pierre De Wulf" (Pierre's own Q&A answers, interview post by Anthony Castrio)

Paid adsFirst customersAbandoned

As a fully bootstrapped, cash-constrained team, they judged paid search too expensive for a competitive term like 'web scraping' and never seriously pursued Facebook or Google ads.

Per Failory interview: "ScrapingBee: From 2 failed startups to $3,000/month in 4 months"

What didn't work

Audience segmentFirst customersCost: both

PricingBot, a B2B price-monitoring tool for e-commerce sellers, failed to convert trial users into paying customers at a meaningful rate over about 9 months.

“we have to face that people don't want to pay for our product”

ScrapingBee company blog: "The journey to a $1 million ARR SaaS without traditional VCs"

The founders attributed the failure to building into an e-commerce niche they didn't understand well enough, which showed when they talked to prospective customers.

“we are building into a niche that we don't know well (e-commerce), which shows a lot when talking to potential customers”

ScrapingBee company blog: "The journey to a $1 million ARR SaaS without traditional VCs"

What they did instead: Sold PricingBot and pivoted to ScrapingBee, a developer-tool niche (web scraping) both founders already knew deeply from hands-on technical experience.

PositioningLaunchCost: both

ScrapingBee originally launched on Product Hunt under the name "ScrapingNinja." About a month later a French company asserted a prior claim to the name and the founders had to rebrand under legal pressure.

Per Failory interview: "ScrapingBee: From 2 failed startups to $3,000/month in 4 months"

What they did instead: Rebranded to "ScrapingBee" with a new name and logo within about a month, despite losing the SEO equity already built under the old name.

ChannelScalingCost: both

After their first content success, the founders spread thin across several untested acquisition channels at once, trying to accelerate growth.

“we start trying a lot of other acquisition channels to try to speed the business up”

ScrapingBee company blog: "The journey to a $1 million ARR SaaS without traditional VCs"

Spreading across channels diluted their effort and burned budget without a clear payoff.

“It was a mistake, making us lose focus and waste money.”

ScrapingBee company blog: "The journey to a $1 million ARR SaaS without traditional VCs"

What they did instead: Returned to focusing solely on long-form content, expanding their web scraping guides into five more languages (Python, Ruby, PHP, C#, NodeJS).

How it changed as they grew

At launch: 2 people (2 co-founders (Pierre and Kevin), both full-time and both from a purely technical background, initially splitting product and marketing work evenly.)

First 10k mrr: 2 people (Still just the 2 co-founders, but with roles formally split: Kevin took over marketing, Pierre took over product/tech.)

Bootstrapped

Accelerator · 2020-05

What broke as they grew

Early on, ScrapingBee's Chrome-based scraping requests were CPU-intensive and the founders could not handle more than about 10 concurrent connections without a large infrastructure bill, which pushed them onto a (still expensive) serverless AWS Lambda architecture bridged by a Product Hunt AWS credit grant.

Per Failory interview: "ScrapingBee: From 2 failed startups to $3,000/month in 4 months"

Sources (2 in the founder's own words)

ScrapingBee company blog: "The journey to a $1 million ARR SaaS without traditional VCs" · founder-authored
Indie Hackers: "The story of ScrapingBee with Pierre De Wulf" (Pierre's own Q&A answers, interview post by Anthony Castrio) · founder-authored · 2020-11
Failory interview: "ScrapingBee: From 2 failed startups to $3,000/month in 4 months" · third party · 2020-01

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Frequently asked questions

Who acquired ScrapingBee?

ScrapingBee was acquired by Oxylabs for an undisclosed price on June 2025. Pre-acquisition revenue was $5M ARR. Oxylabs acquired ScrapingBee June 19, 2025 for eight-figure all-cash sum. Pre-acquisition ARR $5M.

What is ScrapingBee?

Web-Scraping-API für Entwickler. It operates in Entwickler-Tools.

How long did it take ScrapingBee to reach erster kunde?

Pierre de Wulf took 0 days to reach erster kunde with ScrapingBee.

Was Pierre de Wulf a solo founder?

No. Pierre de Wulf built ScrapingBee with co-founders.

What marketing channel did ScrapingBee use to grow?

ScrapingBee grew primarily through SEO / Content.

What industry is ScrapingBee in?

ScrapingBee operates in Entwickler-Tools.

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Erster Kunde SEO / Content Entwickler-Tools Co-Gründer

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The Full Story

Pierre de Wulf und sein Co-Gründer Kevin trafen sich in der High School. Nach dem Bau von ShopToList und PricingBot mit begrenztem Erfolg konzentrierten sie sich vollständig auf ScrapingBee.