Now booking Q3 — data engineering & automation

Transforming data
into insights.

We design and build robust, scalable data collection and automation systems. From custom scrapers to end-to-end data pipelines — shipped quietly, running reliably.

rxwlab git:(main) |
Free discovery call
NDA on request
Fixed-scope pricing
~/rxwlab — pipeline
What we do

Practical engineering for real data problems

We focus on what moves the needle: reliable systems that collect, process and deliver data — quietly, at scale.

Web scraping & crawling

Resilient, high-volume scrapers with proxy rotation, headless rendering, and anti-bot handling. From a single endpoint to millions of pages per day.

Data pipelines

ETL/ELT pipelines that scale: ingestion, cleaning, deduplication, enrichment, and delivery to your warehouse, database, or API.

Workflow automation

Replace manual, error-prone processes with dependable automation. Triggers, schedulers, retries, alerts — we build it into the system.

API integrations

Connect disparate systems with clean, documented integrations. REST, GraphQL, webhooks, and legacy protocols — unified and observable.

Dashboards & reports

Turn raw data into clear insights. Operational dashboards, scheduled reports, and alerting — tailored to how your team actually works.

Audits & optimization

Inherit a brittle scraper or legacy pipeline? We audit, stabilize, and optimize — reducing cost, latency, and on-call noise.

How we work

A simple, transparent process

No mystery, no bloat. Four steps from first call to running system.

01
01

Discover

A short call to understand your goals, data sources, constraints and the shape of success. No commitment.

02
02

Design

We scope the architecture, pick the right tools, and deliver a fixed-scope proposal with timelines and costs.

03
03

Build

Iterative delivery with regular check-ins. You see progress weekly; code, infra, and docs ship together.

04
04

Operate

We monitor, alert, and maintain. Or hand off cleanly with full documentation and training — your call.

A modern, boring stack — chosen for reliability

PythonTypeScriptGoRustPostgreSQLClickHouseBigQuerySnowflakeAirflowTemporalKafkaRedisPlaywrightScrapyPuppeteerAWSGCPCloudflareDockerKubernetes
About us

We build the systems that quietly run your business

\RXW Lab\ builds robust, scalable data collection and processing systems. We specialize in automation that saves you time and resources — from simple scrapers to complex data architectures.

  • Need to collect and process data at scale?
  • Looking to automate repetitive workflows?
  • Have data silos that need integration and optimization?

Get a free consultation about your data needs — no strings attached.

what-we-ship.ts
export const deliverables = {
code:"clean, tested, documented",
infra:"IaC, reproducible, observable",
ownership:"yours — no lock-in",
reliability:"alerts > surprises",
secrecy:"NDA-first, always",
};
Mission

Turning data challenges into opportunities

We believe in the power of data-driven decision making — and in doing the engineering work required to make it real.

Data-driven by default

We help organizations unlock the full potential of their data through automation and intelligent processing.

Custom, not cookie-cutter

Tailored data solutions that fit the way your team actually works — not the other way around.

Reliability over hype

We choose proven technology and ship systems designed to run for years, not just demos.

Why you haven't heard of us

The best security is the one you never hear about

We prioritize discretion and security over publicity. In today's digital landscape, breaches make headlines daily — quiet, careful engineering is a feature, not a bug.

Your data's security isn't an afterthought. It's built into everything we do, from architecture design to daily operations.

End-to-end encryption

In transit and at rest — for every pipeline we ship.

Least-privilege access

Short-lived credentials, strict scopes, audited always.

Regular audits

Dependency, infra and code audits as part of delivery.

Compliance-ready

GDPR-aware architecture; SOC2-friendly process.

FAQ

Questions, answered

Short answers to the things clients most often want to know before getting in touch.

With a free 30-minute discovery call. We listen, ask questions, and follow up with a written scope and fixed-price proposal — usually within a few days.

Free discovery call

Let's turn your data challenges into opportunities.

Tell us what you're working on. We'll reply within one business day with a clear next step — no sales theatre.