Additional data service

Reliable data, from the web to your warehouse.

We build web data extraction and ETL pipelines that deliver clean, structured, validated data on a schedule, ready for analytics or your product.

01 Extraction

Web data extraction

Robust crawlers for modern, JavaScript-heavy websites, with structured output delivered how and when you need it.

  • Dynamic page rendering with Playwright and Puppeteer
  • Managed proxy rotation and polite rate limiting
  • Scheduled batches or real-time webhook feeds
  • Delivery as JSON, CSV, PostgreSQL or Snowflake
Web data extraction illustration
Common use cases

What teams use web data for

Price monitoring

Track competitor pricing and availability over time.

Real estate data

Listings, prices and attributes aggregated in one place.

Job market data

Aggregate postings to study hiring trends and demand.

Reviews & sentiment

Collect public reviews for product and brand insight.

Responsible by design. We respect robots.txt and site terms, apply rate limits and follow applicable data-protection rules such as GDPR and CCPA. We only collect publicly available data.

02 Pipelines

ETL pipeline automation

Automated, fault-tolerant pipelines that extract from your sources, transform with tested logic and load into the warehouse your team already uses.

  • Orchestration with Airflow, Dagster or serverless jobs
  • Transformations in dbt, Spark, Python and SQL
  • Incremental sync and change data capture
  • Schema validation, de-duplication and data tests
  • Retries, alerting and monitoring built in
ETL data pipeline illustration

Sources and destinations we work with

PostgreSQLMySQLMongoDBSalesforceHubSpotStripeREST APIsCSV & flat filesAmazon S3Google Cloud StorageSnowflakeBigQueryRedshiftKafkaKinesisPub/Sub

Have a data extraction or pipeline requirement?

Tell us your sources, volumes and where the data needs to go.