DataFlirt handles every aspect of your data pipeline โ scraper development, proxy infrastructure, anti-bot evasion, quality monitoring, maintenance, and delivery. You define what you need. We build it, run it, and keep it running.
A managed web scraping service means DataFlirt takes complete ownership of your data pipeline โ from initial scoping and scraper engineering through to ongoing operation, maintenance, and quality assurance. You do not need to hire data engineers, manage proxy infrastructure, monitor for site changes, or debug broken scrapers. You specify what data you need, where you want it delivered, and how often. We do everything else.
The economics of managed scraping are straightforward for most businesses. Building reliable scraping infrastructure in-house requires specialist engineering skills โ Python developers fluent in Playwright, proxy management, anti-bot evasion, and distributed systems. Hiring and retaining these skills is expensive, and the work is operational rather than strategic. A managed service converts this capital expenditure into a predictable operating cost, with expertise and infrastructure shared across multiple clients.
DataFlirt's managed service covers the full spectrum of scraping complexity. At the simpler end: scheduled extraction from stable, publicly accessible websites with clean HTML and predictable structure. At the complex end: real-time collection from JavaScript-heavy SPAs behind bot protection, authenticated session management, multi-source data pipelines with cross-source normalisation, and delivery into data warehouses with schema validation. We have the engineering depth to handle both.
Proactive maintenance is what separates a managed service from a one-time scraper build. Websites change โ layouts update, class names shift, authentication flows change, and anti-bot systems tighten. On DataFlirt's managed plans, our monitoring infrastructure detects extraction failures and our engineers remediate within SLA before you lose data continuity. You never wake up to an empty dataset because a site changed overnight.
Comprehensive extraction built for reliability, accuracy, and scale.
Purpose-built scrapers for your exact target sources โ not generic tools โ engineered by our team and tuned for each site's structure and anti-bot environment.
We source, rotate, and manage all proxy infrastructure โ residential, datacenter, and mobile โ matched to each target site's requirements.
Automated quality checks on every delivery: record count validation, field completeness, value range checks, and anomaly detection with human review escalation.
Our monitoring stack detects scraper failures and site changes. Engineers remediate within SLA โ typically within hours โ before data loss occurs.
Data delivered to your preferred destination: S3/GCS bucket, PostgreSQL, BigQuery, Snowflake, webhook, or SFTP. Format: JSON, CSV, Parquet, or NDJSON.
Named account manager and technical contact for your project. Regular delivery reports, pipeline health dashboards, and direct communication channel.
Every field you need, structured and ready to use downstream.
A proven process that turns any source into clean structured data โ reliably.
{ "status": "success", "pipeline_id": "df_managed_0042", "client": "acme-corp", "run_at": "2025-03-21T04:00:00Z", "sources": 12, "records": 284920, "errors": 0, "delivery": { "destination": "s3://acme-data/scrapes/", "format": "parquet", "webhook": "200 OK", "latency_ms": 320 }, "next_run": "2025-03-22T04:00:00Z" }
Built on proven open-source tools and cloud infrastructure โ no vendor lock-in.
Every scraper purpose-built for its target site โ not generic templates. Handles authentication, anti-bot, dynamic rendering, and pagination specific to each source.
Automated monitoring tracks delivery success rates, record counts, and quality metrics every run โ alerting engineers to issues before they compound.
We manage all proxy procurement, rotation strategy, and IP health monitoring โ freeing you from infrastructure operations entirely.
Data schemas versioned and validated on every delivery. Field-level quality checks flag anomalies and incompleteness before data reaches your systems.
Native delivery connectors for S3, GCS, BigQuery, Snowflake, PostgreSQL, and custom webhooks โ maintained and monitored by our team.
Contractual SLA for issue response and resolution โ scraper failures triggered by site changes resolved within agreed windows.
From solo analysts to enterprise data teams โ here's how organizations use this data.
Web scraping is genuinely hard to do well and even harder to sustain. Sites change, anti-bot systems evolve, proxies degrade, and pipelines break silently. DataFlirt's managed service absorbs all of this operational complexity โ so your team spends its time using data to make decisions, not debugging scrapers that stopped working at 3am.
Start free and scale as your data needs grow.
For small teams and projects getting started with data.
For growing teams with serious data requirements.
For large organizations with custom requirements.
Everything you need to know before getting started.
Join data teams worldwide using DataFlirt to power products, research, and operations with reliable, structured web data.
