Pyronets

What it is

Pyronets builds and runs managed web data pipelines for teams that need structured records extracted from public websites on a regular schedule. The service handles extraction, validation, and delivery in your schema, with monitoring and maintenance included. Instead of maintaining scrapers internally, teams provide Pyronets with source URLs and required fields, and receive validated records on their chosen cadence—from quarterly to quarter-hourly. Every batch includes a QA report with coverage rates and validation checks. The company focuses on publicly accessible commercial data and does not circumvent authentication or access controls.

Questions from the bench

How long does it take to start delivering data?

For most projects, a sample dataset is delivered within 3–7 business days of the discovery call. Production pipelines typically go live within 2–3 weeks depending on the number of sources and technical complexity. Rush timelines can sometimes be accommodated.

What happens when a source changes or breaks?

Detecting and repairing extraction breakage is part of a managed pipeline. When a site restructures, adds protection, or moves data, the monitoring systems detect the change, the engineering team repairs it, and affected batches are handled per the agreement made during scoping. Repair costs are included and never re-quoted separately.

Can you deliver data in different formats and locations?

Yes. Data can be delivered as CSV, JSON, Excel, XML, or Parquet, and can be sent to S3, Google Cloud Storage, Azure Blob, SFTP, REST endpoints, Google Sheets, or directly into databases like PostgreSQL, MySQL, BigQuery, Snowflake, and Redshift. Most format and delivery combinations are available at no additional cost.

Do you require a long-term contract or retainer?

No. Managed pipelines run month to month with no long-term lock-in. You can stop whenever you like and keep every record delivered, in open formats. Scoping and sample delivery are free with no obligation to commit.

What data quality checks and guarantees do you provide?

Every delivery runs 48 validation checks including type conformance, null-rate analysis, duplicate detection, drift flagging, and coverage reporting. The guarantee is tied to written acceptance rules: schema, required fields, completeness thresholds, freshness, duplicate limits, and delivery format. A batch missing agreed checks is held and corrected before shipment.